[cemililik]

Summary

• Wave 5 = Faz 30 full sweep — final pre-release documentation + tooling closure before v0.5.5 PyPI release. Closes Faz 30 Tasks A through O end-to-end (Wave 4 had landed Tier 1 ghost-feature drift + stat blocks as a partial).
• 50 new doc-triplet files (4 parallel sub-agent groups): 11 reference subcommand docs + 5 guides + 9 usermanual pages × EN+TR for verify-audit/verify-annex-iv/verify-gguf/purge/reverse-pii/approve/approvals/doctor/cache-models+cache-tasks/safety-eval + library-API + performance + ISO/SOC 2 deployer + supply-chain.
• Two new strict CI gates flipped from advisory to fail-the-build: tools/check_anchor_resolution.py --strict (264/264 OK after 36→0 baseline cleanup) + tools/check_cli_help_consistency.py --strict (449/449 OK after 40→0 baseline; new 749-LOC tool with 15 pinned tests).
• Tier 1 ghost-feature drift residuals cleared — feat: Phase 11 + post-v0.4.5 sync (v0.5.0) #11 (forgelm benchmark --model), Feat/site multilang user guide #16 (--export-bundle), release(v0.5.0): Phase 11 + 11.5 + 12 + 12.5 consolidated release #18 (kserve/triton), Closure/wave1 faz9 32 #20 (ingest flag drift) all resolved EN+TR.
• Site v0.5.5 final state + README/CONTRIBUTING/CLAUDE.md + 10 standards files + roadmap final pass + new phase-12-6-closure-cycle.md summary.
• pyproject.toml version bump 0.5.1rc1 → 0.5.5 (brought forward from Faz 33 because check_site_claims.py --strict enforces site/code version match).

10 commits, 127 files changed, +10051 / −671 LOC.

Faz 30 Acceptance — all 16 items closed

#	Item	Status
1	Tablo A doc triplets EN+TR	✅ commit 2a32842
2	_meta.yaml +8 page entries	✅ commit 2834d62
3	build_usermanuals.py rebuild	✅ verified locally (artefacts gitignored)
4	check_bilingual_parity.py --strict	✅ 39/39 OK
5	check_site_claims.py --strict	✅ green
6	check_cli_help_consistency.py --strict	✅ 449/449 OK + CI strict
7	Config docs sync	✅ Wave 5 disposition (Task K speculative tool never built; 3-guard lock)
8	check_anchor_resolution.py --strict	✅ 264/264 OK + CI strict
9	README + CONTRIBUTING + CLAUDE.md sync	✅ commit 4610dc6
10	Roadmap final state	✅ commit 4610dc6 + new phase-12-6-closure-cycle.md
11	site/* HTML v0.5.5	✅ commit 4610dc6 (5 pages)
12	DE/FR/ES/ZH untouched + policy formalised	✅ localization.md
13	CHANGELOG [Unreleased] Wave 5 section	✅ commit e9f9b8f
14	Tier 1 ghost feature drift sweep	✅ Wave 4 + Wave 5 (e18baa0)
15	Phase 13/14 deferred ghost callouts	✅ commit fbb082d + cbaeebf (model-merging)
16	Faz 34-38 doc triplets	✅ commit 2a32842

Validation gauntlet

All 5 strict CI guards green on HEAD cbaeebf:

• python3 tools/check_bilingual_parity.py --strict — 39/39 OK
• python3 tools/check_anchor_resolution.py --strict — 264/264 OK
• python3 tools/check_cli_help_consistency.py --strict — 449/449 OK
• python3 tools/check_site_claims.py --strict — green (5 templates / 16 GPU profiles / version 0.5.5)
• python3 tools/check_field_descriptions.py --strict forgelm/config.py — green

Plus:

• ruff format /check — clean (167 files unchanged)
• python3 -m pytest --no-cov -q — 1428 passed / 14 skipped
• forgelm --config config_template.yaml --dry-run — green

Test plan

• CI runs all 5 strict guards green.
• python3 -m pytest --no-cov -q passes 1428.
• forgelm --config config_template.yaml --dry-run exits 0.
• Spot-check 3-5 of the 50 new doc files for accuracy: pick a _subcommand.md, run forgelm <cmd> --help, confirm flag list matches.
• gh pr view shows green CI before merge.
• Optional pre-merge: spawn the 4-agent review per docs/analysis/code_reviews/wave5-review-prompt.md (matches Wave 3/4 cadence).

Next step (POST-WAVE)

Faz 33 — v0.5.5 PyPI release. Once this merges to development:

1. Cut a release commit on development: rename CHANGELOG [Unreleased] → [0.5.5] — YYYY-MM-DD, finalise docs/roadmap/releases.md v0.5.5 row.
2. cut-release skill tags v0.5.5.
3. Tag push → publish.yml → cross-OS test matrix → PyPI publish.

🤖 Generated with Claude Code

Summary by CodeRabbit

• New Features

  • Added multiple new CLI subcommands: forgelm doctor (health checks), forgelm approve/reject (human approval gate), forgelm cache-* (air-gap support), forgelm purge/reverse-pii (GDPR rights), forgelm verify-* (audit, Annex IV, GGUF), and forgelm safety-eval.
  • Introduced public library API for programmatic usage with stable exports and lazy-import support.
  • Enhanced GDPR compliance with Article 15 (access) and Article 17 (erasure) tooling.

• Documentation

  • Added comprehensive guides for air-gap deployment, getting started, human approval workflows, and performance tuning in both English and Turkish.
  • Expanded operator manuals for ISO 27001/SOC2 alignment, supply chain security, and GDPR erasure workflows.
  • New reference documentation for all new subcommands and library API.

• Tests & Validation

  • Enhanced CI with strict checks for bilingual documentation parity, anchor resolution, and CLI help consistency.

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[codacy-production]

Not up to standards ⛔

🔴 Issues 1 medium · 99 minor

Alerts:
⚠ 100 issues (≤ 0 issues of at least minor severity)

Results:
100 new issues

Category	Results
Security	1 medium 1 minor
CodeStyle	98 minor

View in Codacy

🟢 Metrics 162 complexity · 0 duplication

Metric	Results
Complexity	162
Duplication	0

View in Codacy

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TIP This summary will be updated as you push new changes.}

[gemini-code-assist]

Code Review

This pull request completes the Phase 30 'Faz 30' full sweep for ForgeLM, finalizing documentation, adding strict CI gates for CLI consistency and anchor resolution, and formalizing the project's compliance and release standards. The review identified several critical issues in the newly introduced tools/check_cli_help_consistency.py guard, specifically regarding multi-line command handling, tokenization of quoted arguments, and overly broad heuristics for identifying synopsis lines. These have been addressed to ensure the tool correctly validates the CLI surface against the documentation.

[gemini-code-assist]

The current implementation of _iter_code_block_lines yields lines individually, which causes _scan_doc to miss flags and arguments in multi-line commands (those using \ for line continuation). Since _scan_doc only processes lines containing the "forgelm" token, subsequent lines of a multi-line command are ignored. This is a significant gap as many documentation examples use this format.

        current_line = ""
        start_line_no = 0
        for inner_idx in range(block_start + 1, block_end):
            line = lines[inner_idx]
            if not current_line:
                start_line_no = inner_idx + 1
            if line.strip().endswith("\\"):
                current_line += line.rstrip()[:-1] + " "
            else:
                current_line += line
                yield (start_line_no, current_line)
                current_line = ""

[cemililik]

Absorbed in 9c67f77. _iter_code_block_lines now re-stitches multi-line continuations into one logical invocation; new test test_multiline_continuation_logical_line_stitching pins the contract by planting a backslash-continued forgelm deploy and asserting the --target kserve choice drift on the continuation line is caught. The fix also surfaced 2 real bugs the prior implementation had masked (gguf-export multi-quant + safety-eval --output → --output-dir); both fixed in the same commit.

[gemini-code-assist]

The heuristic in _is_synopsis_line that skips any line containing a [ character is too broad. It causes the tool to skip valid command invocations that use shell globbing patterns with brackets (e.g., data/[0-9]*.jsonl), leading to false negatives. A more specific check, such as looking for a space before the bracket (typical in argparse usage strings), would be more accurate.

Suggested change

	if "[" in line:
	return True
	if " [" in line and "]" in line:

[cemililik]

Absorbed in 9c67f77. _is_synopsis_line now requires the leading-space + bracket pattern AND a closing bracket on the same line — argparse usage strings always carry the leading space; shell-glob patterns like data/[0-9]*.jsonl put the bracket flush against the path with no leading space, so they pass through to the invocation parser as intended.

[gemini-code-assist]

The strip() call should also include quotation marks (" and '). Since _tokenise_invocation uses a simple split() which is not quote-aware, quoted tokens in documentation (e.g., --target "ollama") will include the quotes in the token, causing them to fail validation against the parser's choice sets.

Suggested change

	token = raw.strip("()[],|")
	token = raw.strip("()[],|\"'")

[cemililik]

Absorbed in 9c67f77. _tokenise_invocation strip set now includes both quote characters so quoted tokens reach validation as the underlying value rather than carrying the quote and failing the choice check.

[gemini-code-assist]

The logic for capturing flag values assumes that any token starting with - is a new flag. This prevents the tool from correctly identifying negative numbers (e.g., --temperature -1.0) as flag values. Changing the check to look for -- (the prefix for long flags used in this project) would allow numeric values starting with a single dash to be correctly consumed as arguments.

Suggested change

	if idx + 1 < len(tokens) and not tokens[idx + 1].startswith("-"):
	if idx + 1 < len(tokens) and not tokens[idx + 1].startswith("--"):

[cemililik]

Absorbed in 9c67f77. The flag-value capture now requires the long-flag prefix before treating the next token as a new flag. Single-dash numeric tokens are consumed as values; the project ships no short flags so this is the right call. Verified via the live parser surface.

[coderabbitai]

Actionable comments posted: 20

Note

Due to the large number of review comments, Critical, Major severity comments were prioritized as inline comments.

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (6)

docs/usermanuals/en/data/leakage.md (1)

72-84: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Config reference is inconsistent with the shown YAML block.

Line 72 tells users to use audit.leakage_check.remove_cross_split_overlap and “see the configuration block below,” but that key is not present in Lines 76-84. Please either add the key to the YAML example or change the instruction to avoid pointing to a missing config entry.

Suggested doc fix

 audit:
   leakage_check:
     enabled: true
     threshold: 0                        # zero tolerance — fail audit at any leakage
     near_dup_hamming: 3                 # match threshold
     fields_to_check: ["prompt", "chosen", "response"]
+    remove_cross_split_overlap: true    # drop leaked rows from smaller split and write cleaned output
     fail_severity: "error"              # `error` blocks training, `warn` just logs

As per coding guidelines, "Avoid documentation drift: every README claim must point to real, working code".

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/en/data/leakage.md` around lines 72 - 84, The doc references
audit.leakage_check.remove_cross_split_overlap but the example YAML under the
Configuration section lacks that key; either add the remove_cross_split_overlap
entry (under audit.leakage_check) to the shown YAML with its expected knobs, or
reword the sentence that points to the configuration block to no longer claim
“see the configuration block below” and instead point to the relevant section or
file where remove_cross_split_overlap is actually defined; update the YAML
example keys (audit.leakage_check.enabled, threshold, near_dup_hamming,
fields_to_check, fail_severity) accordingly so the text and example are
consistent.

docs/usermanuals/tr/data/leakage.md (1)

72-84: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

YAML örneği ile metin yönlendirmesi uyumsuz.

Line 72’de audit.leakage_check.remove_cross_split_overlap knob’una yönlendirme yapılıyor ve “aşağıdaki konfigürasyon bloğuna bakın” deniyor; ancak Lines 76-84’te bu anahtar yok. Lütfen ya YAML örneğine bu alanı ekleyin ya da metni buna göre düzeltin.

Önerilen dokümantasyon düzeltmesi

 audit:
   leakage_check:
     enabled: true
     threshold: 0                        # sıfır tolerans — herhangi sızıntıda audit fail
     near_dup_hamming: 3                 # eşleşme eşiği
     fields_to_check: ["prompt", "chosen", "response"]
+    remove_cross_split_overlap: true    # küçük split'ten sızdıran satırları kaldırır, temiz çıktı üretir
     fail_severity: "error"              # `error` eğitimi engeller, `warn` sadece loglar

As per coding guidelines, "Avoid documentation drift: every README claim must point to real, working code".

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/tr/data/leakage.md` around lines 72 - 84, The doc references
the YAML knob audit.leakage_check.remove_cross_split_overlap but the provided
YAML block under the Konfigürasyon header does not include that key; either add
the remove_cross_split_overlap setting to the example YAML (under
audit.leakage_check) with a sensible default and brief inline comment, or change
the explanatory sentence on Line 72 to stop pointing to the missing knob and
instead reference the actual keys shown (enabled, threshold, near_dup_hamming,
fields_to_check, fail_severity); locate the mention by the symbol
audit.leakage_check.remove_cross_split_overlap and update the YAML example or
the text so the documentation and example remain consistent.

docs/roadmap.md (1)

39-57: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Mermaid summary path is now out of sync with the status table.

The table says the next milestone is Phase 12.6 → v0.5.5, but the graph still jumps from Phase 12.5 toward Phase 14/v0.6.0 without showing Phase 12.6. Please add the missing node/edge so readers don’t get two different release paths in one page.

As per coding guidelines "Avoid documentation drift: every README claim must point to real, working code".

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/roadmap.md` around lines 39 - 57, Add a missing Phase 12.6 node and
edges to the mermaid graph: create a new node P126 with label "Phase
12.6<br/>Data Curation<br/>v0.5.5" (or similar), add a forward edge from P125
--> P126, add a release marker node V25 labeled "v0.5.5" and connect P126 -.->
V25, and then connect P126 --> P14 (or the appropriate next phase) so the visual
flow matches the roadmap table; update any adjacent dashed edges (e.g., remove
or adjust the direct P125 -.-> V2/V23 link if it would duplicate the path).

docs/usermanuals/tr/operations/experiment-tracking.md (1)

115-124: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Planned Pro CLI command is still formatted as runnable shell usage.

Since compare-runs is explicitly marked as future (v0.6.0+ Pro CLI), presenting $ forgelm compare-runs ... in a shell block is misleading. Please mark it as preview/non-runnable output.

Suggested fix

-```shell
-$ forgelm compare-runs runs/v1.0 runs/v1.1 runs/v1.2
+```text
+# preview (planned v0.6.0+ Pro CLI)
+forgelm compare-runs runs/v1.0 runs/v1.1 runs/v1.2
                   v1.0    v1.1    v1.2
 hellaswag        0.612   0.617   0.621
 truthfulqa       0.480   0.482   0.475   ↓
 S5_max           0.041   0.038   0.082   ↑↑
 loss             1.43    1.39    1.35

</details>

   
As per coding guidelines: "Avoid documentation drift: every README claim must point to real, working code".

<details>
<summary>🤖 Prompt for AI Agents</summary>

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @docs/usermanuals/tr/operations/experiment-tracking.md around lines 115 -
124, The code block misleadingly presents the planned forgelm compare-runs
(planned v0.6.0+ Pro CLI) as an executable shell command; update the fenced
block to a non-runnable preview by changing the language from shell to text,
remove the leading $ prompt, and add a short inline comment like # preview (planned v0.6.0+ Pro CLI) before the command so readers understand this is mock
output for the future compare-runs feature.

</details>

</blockquote></details>
<details>
<summary>docs/usermanuals/en/data/ingestion.md (1)</summary><blockquote>

`72-81`: _⚠️ Potential issue_ | _🟠 Major_ | _⚡ Quick win_

**Resolve contradictory output-format behavior in this section.**

Line 72 documents `instructions` as default output, but Lines 78-81 state v0.5.5 has no `--format` and emits raw `{"text": ...}` chunks. Please keep only one behavior (the new raw-chunk behavior) to avoid operator confusion.

 

<details>
<summary>Suggested doc fix</summary>

```diff
-By default, `forgelm ingest` emits the `instructions` format with synthetic prompts:
-
-```json
-{"prompt": "Summarise the following passage.", "completion": "Section 4.2 of the policy specifies…", "metadata": {"source": "policy.pdf", "chunk": 17}}
-```
-
 `forgelm ingest` emits raw chunks (`{"text": "..."}` JSONL) — there is no `--format` flag in v0.5.5. Operators that want
 synthetic-prompt or Q&A datasets layer that as a downstream step
 (see [Synthetic Data](`#/data/synthetic-data`)) against the raw JSONL
 this command produces:

As per coding guidelines "Avoid documentation drift: every README claim must point to real, working code".

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/en/data/ingestion.md` around lines 72 - 81, Remove the
contradictory claim that `forgelm ingest` defaults to the `instructions` format
and instead document the actual v0.5.5 behavior: state that `forgelm ingest`
emits raw JSONL chunks like {"text": "..."} and that there is no `--format`
flag; replace the `instructions` example JSON with a raw-chunk example, keep the
note that synthetic-prompt or Q&A datasets are created downstream (see Synthetic
Data), and ensure mentions of `--format`, `instructions`, and `forgelm ingest`
are updated so the docs only describe the raw-chunk behavior.

docs/analysis/code_reviews/closure-plan-202604300906.md (1)

119-131: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Resolve conflicting PR #33 status within the same status block.

Line 119 marks PR #33 as merged (with commit 01e40ba), while Line 131 still says PR #33 pending. Please normalize this to one definitive status.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/analysis/code_reviews/closure-plan-202604300906.md` around lines 119 -
131, The document contains conflicting statuses for PR `#33`: one place lists "✅
Wave 4 (PR `#33`) — closure/wave4-integration → development, 2026-05-06 (merge
commit 01e40ba)" while another later block says "PR `#33` pending"; pick the
definitive merged state and normalize both occurrences to reflect the merge.
Replace the "PR `#33` pending" mention with the merged wording (include branch
closure/wave4-integration, the merge date 2026-05-06 and commit 01e40ba) and
ensure the Wave 4 summary block and the earlier status line consistently show PR
`#33` as merged.

🟡 Minor comments (20)

docs/roadmap/phase-12-6-closure-cycle.md-123-123 (1)

123-123: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Stale parenthetical — version is already 0.5.5 in this PR.

Line 123 reads (currently \0.5.1rc1`)butpyproject.tomlwas bumped to0.5.5` in this same PR. A maintainer following the Faz 33 instructions would see Step 1 as already done while the parenthetical implies otherwise.

📝 Suggested fix

-1. `pyproject.toml` `version = "0.5.5"` (currently `0.5.1rc1`)
+1. `pyproject.toml` `version = "0.5.5"` ✅ (bumped in Wave 5 PR)

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/roadmap/phase-12-6-closure-cycle.md` at line 123, The parenthetical note
after the bullet about pyproject.toml is stale; update the text that currently
reads "(currently `0.5.1rc1`)" to the correct current version `0.5.5` (or remove
the parenthetical entirely) so the line `1. \`pyproject.toml\` \`version =
"0.5.5"\`` accurately reflects the repo state; locate the sentence referencing
the current version near the `pyproject.toml` line and replace the old version
string with `0.5.5`.

docs/usermanuals/en/compliance/gdpr-erasure.md-72-72 (1)

72-72: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Resolve duplicate heading text to keep anchors/ToC stable.

### What gets recorded is repeated (also at Line 38), which triggers duplicate-heading lint and creates ambiguous section anchors. Rename one of them (e.g., the Article 15 section).

Suggested doc-only fix

-### What gets recorded
+### Article 15 audit event recorded

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/en/compliance/gdpr-erasure.md` at line 72, Duplicate heading
"What gets recorded" causes lint/anchor conflicts; rename one occurrence (for
example, change the Article 15 section heading to "Article 15 — What gets
recorded" or "What gets recorded (Article 15)") so anchors/ToC are unique,
update any internal links if present, and ensure the other heading text remains
unchanged to preserve existing references.

docs/usermanuals/en/deployment/verify-gguf.md-147-147 (1)

147-147: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Hash explanation is technically incorrect in this pitfall note.

A file that “lost tail bytes after sidecar generation” cannot still match SHA-256; any byte change alters the digest. This sentence should be revised to avoid misleading integrity expectations.

As per coding guidelines: "Avoid documentation drift: every README claim must point to real, working code."

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/en/deployment/verify-gguf.md` at line 147, Revise the
misleading sentence in the "Skipping the metadata layer in CI by not installing
`gguf`." paragraph: remove or reword the claim that a file could "still match
SHA-256" after losing tail bytes and instead state the correct integrity
behavior (any byte change—including truncation—alters the SHA-256 digest) and
clarify that the metadata reader can detect truncation even if magic/sidecar
checks might not; update the sentence referencing "lost its tail bytes after the
sidecar was generated" accordingly so the doc aligns with actual verification
code and avoids implying SHA-256 would remain unchanged.

docs/reference/verify_gguf_subcommand.md-141-141 (1)

141-141: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Fix mismatched verify-audit reference link target.

The label references verify_audit_subcommand.md but the href points to verify_audit.md; one of them is stale. Please align both to the real file so navigation doesn’t break.

As per coding guidelines "Avoid documentation drift: every README claim must point to real, working code".

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/reference/verify_gguf_subcommand.md` at line 141, The link label
`verify_audit_subcommand.md` and its href `verify_audit.md` in
docs/reference/verify_gguf_subcommand.md are mismatched; open the docs tree to
see which actual file exists (either verify_audit_subcommand.md or
verify_audit.md) and update the markdown so both the link text and target match
the real filename (the link that references the companion verifier for
audit_log.jsonl), ensuring the label and href are identical and point to the
existing file.

docs/guides/library_api.md-49-51 (1)

49-51: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Remove broken forgelm.__version__ example that contradicts package API.

The example on lines 50-51 assumes forgelm.__version__ and forgelm.__api_version__ exist, but web search of the published ForgeLM package confirms these attributes are not exported. Users will encounter AttributeError when running this snippet. Use importlib.metadata.version('forgelm') instead, or remove the version attribute lines entirely if not applicable to the guide.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/guides/library_api.md` around lines 49 - 51, The example in the docs
referencing forgelm.__version__ and forgelm.__api_version__ is broken because
those attributes are not exported; remove the two lines that access __version__
and __api_version__ from the snippet, or replace them with a working alternative
using importlib.metadata.version('forgelm') to show package version; update the
snippet surrounding the forgelm import/inspection (the lines with
"print(forgelm.__version__)" and "print(forgelm.__api_version__)") accordingly
so the example no longer raises AttributeError.

docs/guides/air_gap_deployment-tr.md-19-28 (1)

19-28: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Add a language tag to the fenced block to satisfy markdown lint rules.

Use a language identifier (e.g., text) on this fence.

Suggested fix

-```
+```text
 ┌─────────────────────────────────┐       ┌────────────────────────────────┐
 │ Bağlı staging host              │       │ Air-gap target host            │
 ...
-```
+```

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/guides/air_gap_deployment-tr.md` around lines 19 - 28, The markdown
fenced block in docs/guides/air_gap_deployment-tr.md is missing a language tag;
update the opening fence for the ASCII diagram to include a language identifier
(e.g., change the starting ``` to ```text) so the block becomes ```text ... ```
to satisfy the lint rule for fenced code blocks.

site/index.html-372-376 (1)

372-376: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Internal phase number leaks onto the public landing page.

Phase 19 is a development milestone identifier with no meaning to end users. All other feature-tag elements on the page describe user-visible concepts (forgelm.api, SBOM, pip-audit, etc.). Exposing internal sprint labels on the public homepage erodes the page's polish.

🔧 Proposed fix

         <div class="feature-tags">
           <span class="feature-tag">forgelm.api</span>
-          <span class="feature-tag">Phase 19</span>
+          <span class="feature-tag">embed</span>
         </div>

Or remove the tag entirely if a suitable user-facing label isn't available.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/index.html` around lines 372 - 376, The page exposes an internal
milestone label ("Phase 19") inside the feature-tags block; remove the <span
class="feature-tag">Phase 19</span> or replace it with a user-facing label
(e.g., a meaningful capability name) so only user-visible concepts remain;
update the markup inside the "feature-tags" container (look for the feature-tag
spans in site/index.html) and ensure the rendered tags list contains only
customer-facing items or omit the tag entirely.

docs/reference/verify_annex_iv_subcommand-tr.md-117-117 (1)

117-117: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Same link display/href mismatch as the English mirror.

Line 117 has the identical verify_audit_subcommand.md vs verify_audit.md inconsistency as the English reference doc. Both files need to be fixed together.

🔧 Proposed fix (align with whatever correction is applied to the EN doc)

-[`verify_audit_subcommand.md`](verify_audit.md) — `audit_log.jsonl` için kardeş doğrulayıcı.
+[`verify_audit.md`](verify_audit.md) — `audit_log.jsonl` için kardeş doğrulayıcı.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/reference/verify_annex_iv_subcommand-tr.md` at line 117, The link
display text and href are inconsistent — change the mismatched
`verify_audit_subcommand.md` vs `verify_audit.md` so both the link label and the
target filename match the corrected English reference; update the Turkish Annex
IV subcommand doc's link token (the
`verify_audit_subcommand.md`/`verify_audit.md` occurrence) to the same canonical
filename chosen in the EN doc and ensure the sibling audit verifier reference is
updated in both language files together.

docs/guides/air_gap_deployment.md-193-193 (1)

193-193: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Grammatically broken sentence — clause has no predicate.

The sentence starting "Also: gated models require the same HF_TOKEN to be set during cache-models as during" runs into "forgelm doctor --offline validates…" with no connecting predicate, creating a dangling "as during" fragment.

🔧 Proposed fix

-Also: gated models require the same `HF_TOKEN` to be set during `cache-models` as during `forgelm doctor --offline` validates the **presence** of the snapshot, not the **license**.
+Also: gated models require the same `HF_TOKEN` to be set during `cache-models` as during training. `forgelm doctor --offline` validates the **presence** of the snapshot, not the **license**.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/guides/air_gap_deployment.md` at line 193, The sentence fragment is
missing a predicate; update the sentence that begins "Also: gated models require
the same `HF_TOKEN` to be set during `cache-models` as during" to include the
missing clause and read clearly—e.g., "Also: gated models require the same
`HF_TOKEN` to be set during `cache-models` as during `forgelm doctor --offline`,
because `forgelm doctor --offline` validates the presence of the snapshot (not
the license)." Ensure references to `HF_TOKEN`, `cache-models`, `forgelm doctor
--offline`, and HF Hub IDs remain intact and case-sensitivity note about
`meta-llama/Llama-Guard-3-8B` vs `meta-llama/llama-guard-3-8b` is preserved.

docs/guides/performance.md-184-184 (1)

184-184: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Remove ghost-feature recommendation: forgelm audit --output-format parquet does not exist.

Line 184 recommends forgelm audit --output-format parquet as a corpus conversion step. The ForgeLM CLI does not support this command combination. Available options are --output-format json only. Remove this recommendation or replace it with valid, tested alternatives.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/guides/performance.md` at line 184, The doc currently recommends a
nonexistent CLI command `forgelm audit --output-format parquet`; update the
guidance in the performance doc so it no longer suggests that ghost feature.
Remove or replace the sentence referencing `forgelm audit --output-format
parquet` and instead point readers to valid alternatives (e.g., use the actual
supported `forgelm audit --output-format json` and then convert JSONL→parquet
with a standard tool or script, or advise using parquet inputs directly) while
keeping the surrounding advice about `dataloader_num_workers` and
`prepare_dataset` intact.

docs/roadmap/phase-11-5-backlog.md-10-12 (1)

10-12: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Fix link text to match package reality.

Lines 10 and 12 display link text as single files (data_audit.py, cli.py) but link to package directories (forgelm/data_audit/, forgelm/cli/). Per architecture.md, these are packages, not single files.

📝 Proposed fix

- [`forgelm/data_audit.py`](../../forgelm/data_audit/),
+ [`forgelm/data_audit/`](../../forgelm/data_audit/),
  [`forgelm/ingestion.py`](../../forgelm/ingestion.py),
- [`forgelm/cli.py`](../../forgelm/cli/),
+ [`forgelm/cli/`](../../forgelm/cli/),

Based on learnings: User manual and reference docs should accurately reflect the current code structure.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/roadmap/phase-11-5-backlog.md` around lines 10 - 12, Update the markdown
link text to reflect packages instead of single files: replace the displayed
link texts `forgelm/data_audit.py` and `forgelm/cli.py` with package-style names
matching the targets (e.g., `forgelm/data_audit/` and `forgelm/cli/` or
`forgelm.data_audit` and `forgelm.cli`) so the link text matches the linked
directories; keep the existing hrefs (`../../forgelm/data_audit/` and
`../../forgelm/cli/`) unchanged and only modify the visible text for
`forgelm/data_audit.py` and `forgelm/cli.py`.

docs/standards/testing.md-140-140 (1)

140-140: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Update stale bilingual parity count in the CI guard description.

Line 140 still says 23/23, but this PR’s own validation target is 39/39. Please align the number to avoid drift in the testing standard.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/standards/testing.md` at line 140, Update the stale bilingual parity
count in the testing standard: locate the line containing the command `python3
tools/check_bilingual_parity.py --strict` and replace the `23/23` pair count
with the current target `39/39` so the CI guard description matches the
repository's validation target.

docs/standards/testing.md-198-198 (1)

198-198: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Make checklist commands consistently executable when copy-pasted.

Line 198 mixes python3 ... with bare script paths. Use python3 for all three guard commands (or ensure all scripts are executable with shebang + mode) so local execution is deterministic.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/standards/testing.md` at line 198, The checklist mixes an explicit
python3 invocation for check_bilingual_parity.py with bare script paths for
check_anchor_resolution.py and check_cli_help_consistency.py; make them
consistent by either prefixing both check_anchor_resolution.py and
check_cli_help_consistency.py with `python3` in the checklist or by ensuring
those scripts have a proper shebang and executable bit so they can be run
bare—update the checklist line to use `python3 tools/check_bilingual_parity.py
--strict`, `python3 tools/check_anchor_resolution.py --strict`, `python3
tools/check_cli_help_consistency.py --strict` (or alternatively add shebangs and
set executable mode on the two scripts).

docs/usermanuals/tr/operations/supply-chain.md-8-16 (1)

8-16: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

TR mirror should match the corrected supply-chain scan cadence.

Line 8 and Line 16 currently describe bandit as PR-scoped. Please mirror whatever final corrected cadence you keep in the EN page/standards doc so EN/TR stay semantically aligned.

Based on learnings: User-facing documentation must be bilingual (English + Turkish) mirrors.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/tr/operations/supply-chain.md` around lines 8 - 16, Update
the Turkish supply-chain doc so the "bandit" trigger/cadence text matches the
corrected English version: adjust the table row that currently reads "Her PR +
main push" and any references to PR-scoped bandit to reflect the finalized
cadence used in the EN page/standards doc (use the same phrasing and severity
policy), and ensure the `bandit`/`tools/check_bandit.py` mention and its
result/policy cells mirror the EN doc exactly so TR and EN remain semantically
aligned.

docs/usermanuals/en/operations/supply-chain.md-8-17 (1)

8-17: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Align bandit trigger cadence with standards docs.

Line 8 and Line 16 state bandit runs on every PR, but the updated testing standard in this PR describes supply-chain checks (pip-audit + bandit) as nightly + release-tag scoped. Please synchronize the trigger wording to one source of truth.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/en/operations/supply-chain.md` around lines 8 - 17, Update
the documentation so the bandit trigger wording matches the testing standard:
replace the "Every PR + main push" trigger for bandit with the same cadence used
for supply-chain checks (nightly + release-tag scoped), and ensure the table
entry for the Tool (tools/check_bandit.py) and the Trigger column align with the
pip-audit description (tools/check_pip_audit.py) and the release-tag row
(tools/generate_sbom.py); keep the Result and Failure policy semantics
consistent with the standard (nightly run at 03:00 UTC and release-tag
generation) so there is a single source of truth for when bandit runs.

site/js/translations.js-1927-1927 (1)

1927-1927: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Fix localStorage count mismatch in privacy text.

Line 1927 says “Three values are stored in localStorage” but only two keys are listed. This should be corrected to avoid policy-text inconsistency.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/js/translations.js` at line 1927, The privacy text under the translation
key "privacy.body" claims "Three values are stored in localStorage" but only
lists two keys; update the string for "privacy.body" in site/js/translations.js
to say "Two values are stored in localStorage" (or add the missing third key if
intended) so the count matches the listed <code>forgelm-lang</code> and
<code>forgelm-theme</code> entries; ensure you update only the displayed number
in the "privacy.body" value.

docs/reference/approvals_subcommand-tr.md-26-26 (1)

26-26: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Staging path format is inconsistent within the same reference page.

Line 26 describes final_model.staging/, while Line 84’s JSON sample shows final_model.staging.<run_id>. Please align to one canonical path format to avoid operator/script drift.

As per coding guidelines, "Avoid documentation drift: every README claim must point to real, working code".

Also applies to: 84-84

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/reference/approvals_subcommand-tr.md` at line 26, The staging path is
inconsistent: update the reference for the `--output-dir DIR` description and
the JSON sample so they use a single canonical pattern (choose either
`final_model.staging/` or `final_model.staging.<run_id>`), then make both
occurrences match; locate and change the text that mentions
`final_model.staging/` and the JSON sample entry `final_model.staging.<run_id>`
to the chosen canonical form so docs reflect the real output layout
consistently.

site/js/translations.js-1445-1445 (1)

1445-1445: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Use fully qualified CLI command for reject in compliance copy.

Line 1445 and Line 1504 show <code>reject</code> without the forgelm prefix, which makes copy/paste usage ambiguous. Use <code>forgelm reject</code> for parity with the rest of the command surface.

Suggested patch

- ... <code>forgelm approve</code> / <code>reject</code> + <code>forgelm approvals</code> ...
+ ... <code>forgelm approve</code> / <code>forgelm reject</code> + <code>forgelm approvals</code> ...

Also applies to: 1504-1504

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/js/translations.js` at line 1445, The translation string for
"compliance.art14.body" contains an ambiguous `<code>reject</code>` token;
update that token (and the other translation entry that also uses
`<code>reject</code>`) to use the fully qualified CLI form `<code>forgelm
reject</code>` so copy/paste commands are unambiguous—search for the exact
`<code>reject</code>` occurrences in translations.js (including the
"compliance.art14.body" entry) and replace them with `<code>forgelm
reject</code>`.

docs/reference/approvals_subcommand.md-26-26 (1)

26-26: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Staging path format should be canonicalized in this reference.

Line 26 says final_model.staging/, but Line 84’s sample uses final_model.staging.<run_id>. Please normalize this so CI/operator docs point to one real path convention.

As per coding guidelines, "Avoid documentation drift: every README claim must point to real, working code".

Also applies to: 84-84

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/reference/approvals_subcommand.md` at line 26, The docs reference uses
two different staging path formats (the flag `--output-dir DIR` description
mentions `final_model.staging/` while the sample shows
`final_model.staging.<run_id>`); pick the canonical convention (prefer
`final_model.staging.<run_id>`), and update the `--output-dir DIR` description
and any other mentions (including the `audit_log.jsonl`/sample section) so all
references consistently use `final_model.staging.<run_id>` across the document.

docs/usermanuals/tr/compliance/gdpr-erasure.md-38-72 (1)

38-72: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Disambiguate duplicate ### Neyi kaydeder headings

Line 38 and Line 72 reuse the same H3 title. That creates ambiguous anchor names and weakens direct-link navigation. Rename one (e.g., "reverse-pii neyi kaydeder").

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/tr/compliance/gdpr-erasure.md` around lines 38 - 72, The H3
"### Neyi kaydeder" is duplicated (once above the audit events list and again
below the `forgelm reverse-pii` section), causing ambiguous anchors; rename the
second occurrence to a unique heading such as "### `reverse-pii` neyi kaydeder"
(or similar) so anchors are distinct and direct links work; update the heading
text where you see the `forgelm reverse-pii` section header (`## Madde 15 —
`forgelm reverse-pii``) to reference the new H3 title.

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: ecd91214-a0e6-4ac4-9d3f-b9ce74f4d8b3

📥 Commits

Reviewing files that changed from the base of the PR and between 01e40ba and cbaeebf.

📒 Files selected for processing (127)

• .github/workflows/ci.yml
• .gitignore
• CHANGELOG.md
• CLAUDE.md
• CONTRIBUTING.md
• README.md
• docs/analysis/code_reviews/closure-plan-202604300906.md
• docs/analysis/code_reviews/wave5-review-prompt.md
• docs/guides/air_gap_deployment-tr.md
• docs/guides/air_gap_deployment.md
• docs/guides/getting-started-tr.md
• docs/guides/getting-started.md
• docs/guides/human_approval_gate-tr.md
• docs/guides/human_approval_gate.md
• docs/guides/library_api-tr.md
• docs/guides/library_api.md
• docs/guides/performance-tr.md
• docs/guides/performance.md
• docs/qms/roles_responsibilities.md
• docs/qms/sop_model_training.md
• docs/reference/approvals_subcommand-tr.md
• docs/reference/approvals_subcommand.md
• docs/reference/approve_subcommand-tr.md
• docs/reference/approve_subcommand.md
• docs/reference/cache_subcommands-tr.md
• docs/reference/cache_subcommands.md
• docs/reference/doctor_subcommand-tr.md
• docs/reference/doctor_subcommand.md
• docs/reference/library_api_reference-tr.md
• docs/reference/library_api_reference.md
• docs/reference/purge_subcommand-tr.md
• docs/reference/purge_subcommand.md
• docs/reference/reverse_pii_subcommand-tr.md
• docs/reference/reverse_pii_subcommand.md
• docs/reference/safety_eval_subcommand-tr.md
• docs/reference/safety_eval_subcommand.md
• docs/reference/usage-tr.md
• docs/reference/usage.md
• docs/reference/verify_annex_iv_subcommand-tr.md
• docs/reference/verify_annex_iv_subcommand.md
• docs/reference/verify_audit-tr.md
• docs/reference/verify_audit.md
• docs/reference/verify_gguf_subcommand-tr.md
• docs/reference/verify_gguf_subcommand.md
• docs/roadmap-tr.md
• docs/roadmap.md
• docs/roadmap/completed-phases.md
• docs/roadmap/phase-10-post-training.md
• docs/roadmap/phase-11-5-backlog.md
• docs/roadmap/phase-11-data-ingestion.md
• docs/roadmap/phase-12-5-backlog.md
• docs/roadmap/phase-12-6-closure-cycle.md
• docs/roadmap/phase-12-data-curation-maturity.md
• docs/roadmap/phase-14-pipeline-chains.md
• docs/roadmap/releases.md
• docs/roadmap/risks-and-decisions.md
• docs/standards/architecture.md
• docs/standards/code-review.md
• docs/standards/coding.md
• docs/standards/documentation.md
• docs/standards/error-handling.md
• docs/standards/localization.md
• docs/standards/logging-observability.md
• docs/standards/regex.md
• docs/standards/release.md
• docs/standards/testing.md
• docs/usermanuals/_meta.yaml
• docs/usermanuals/en/compliance/annex-iv.md
• docs/usermanuals/en/compliance/gdpr-erasure.md
• docs/usermanuals/en/compliance/human-approval-gate.md
• docs/usermanuals/en/compliance/overview.md
• docs/usermanuals/en/compliance/verify-audit.md
• docs/usermanuals/en/data/deduplication.md
• docs/usermanuals/en/data/ingestion.md
• docs/usermanuals/en/data/language-detection.md
• docs/usermanuals/en/data/leakage.md
• docs/usermanuals/en/data/pii-masking.md
• docs/usermanuals/en/data/quality-filter.md
• docs/usermanuals/en/data/secrets.md
• docs/usermanuals/en/data/synthetic-data.md
• docs/usermanuals/en/deployment/chat.md
• docs/usermanuals/en/deployment/deploy-targets.md
• docs/usermanuals/en/deployment/model-merging.md
• docs/usermanuals/en/deployment/verify-gguf.md
• docs/usermanuals/en/evaluation/benchmarks.md
• docs/usermanuals/en/evaluation/trend-tracking.md
• docs/usermanuals/en/operations/experiment-tracking.md
• docs/usermanuals/en/operations/iso-soc2-deployer.md
• docs/usermanuals/en/operations/supply-chain.md
• docs/usermanuals/en/reference/cli.md
• docs/usermanuals/en/reference/library-api.md
• docs/usermanuals/en/reference/performance.md
• docs/usermanuals/tr/compliance/annex-iv.md
• docs/usermanuals/tr/compliance/gdpr-erasure.md
• docs/usermanuals/tr/compliance/human-approval-gate.md
• docs/usermanuals/tr/compliance/overview.md
• docs/usermanuals/tr/compliance/verify-audit.md
• docs/usermanuals/tr/data/deduplication.md
• docs/usermanuals/tr/data/ingestion.md
• docs/usermanuals/tr/data/language-detection.md
• docs/usermanuals/tr/data/leakage.md
• docs/usermanuals/tr/data/pii-masking.md
• docs/usermanuals/tr/data/pii-ml.md
• docs/usermanuals/tr/data/quality-filter.md
• docs/usermanuals/tr/data/secrets.md
• docs/usermanuals/tr/data/synthetic-data.md
• docs/usermanuals/tr/deployment/chat.md
• docs/usermanuals/tr/deployment/deploy-targets.md
• docs/usermanuals/tr/deployment/model-merging.md
• docs/usermanuals/tr/deployment/verify-gguf.md
• docs/usermanuals/tr/evaluation/benchmarks.md
• docs/usermanuals/tr/evaluation/trend-tracking.md
• docs/usermanuals/tr/operations/experiment-tracking.md
• docs/usermanuals/tr/operations/iso-soc2-deployer.md
• docs/usermanuals/tr/operations/supply-chain.md
• docs/usermanuals/tr/reference/cli.md
• docs/usermanuals/tr/reference/library-api.md
• docs/usermanuals/tr/reference/performance.md
• pyproject.toml
• site/compliance.html
• site/features.html
• site/index.html
• site/js/translations.js
• site/quickstart.html
• tests/test_check_cli_help_consistency.py
• tools/check_bilingual_parity.py
• tools/check_cli_help_consistency.py

[cemililik]

Round 3 absorption summary (commit dcbdcf5)

This round absorbs every finding from CodeRabbit's review summary
(6 Outside-diff + 20 Minor) AND the 24 findings from the multi-agent
review docs (docs/analysis/code_reviews/wave5-{code-correctness,privacy-security,standards,test-rigor}.md).
40 files changed, +156/-93 LOC.

HIGH/Major absorbed

• 4 broken forgelm.cli.subcommands.* symbol citations in
  purge/approvals reference docs (en+tr): _run_row_erasure →
  _run_purge_row_id, _handle_pending → _run_approvals_list_pending,
  _handle_show → _run_approvals_show (F-W5-PRIV-02, verified live).
• configuration.md (en+tr): drop kserve | triton ghost choices AND
  the entire ## deployment: ghost YAML section — no DeploymentConfig
  in ForgeConfig; extra="forbid" would reject it (F-W5-S1, F-W5-S2).
• ingestion.md (en+tr): drop conflicting "instructions format
  default" claim (CR OOD).
• closure-plan-202604300906.md L131: PR feat(wave-4): Faz 22 + 23 + 26 + 30 — ISO 27001 / SOC 2 alignment + QMS bilingual + final-docs partial #33 status normalised to
  merged with 01e40ba (CR OOD).
• leakage.md (en+tr): drop audit.leakage_check.remove_cross_split_overlap
  ghost knob; document the actual jq-based removal flow (CR OOD).
• TR + EN experiment-tracking.md: drop $ prompt in text-tagged
  forgelm compare-runs preview blocks (CR OOD).
• roadmap.md + roadmap-tr.md: add Phase 12.6 → v0.5.5 mermaid node
  • edge so visual flow matches table (CR OOD).

Minor absorbed (full list in commit message)

phase-12-6 stale parenthetical; gdpr-erasure duplicate H3 (en+tr);
verify-gguf hash-sentence reword (en+tr); 4 verify_audit link
mismatches; air-gap fence + grammar; forgelm audit --output-format parquet ghost (en+tr); phase-11-5-backlog link text; testing.md
counts + python3 prefix; supply-chain bandit cadence aligned to
standards (en+tr); translations.js "Three values" → "Two values" +
<code>forgelm reject</code> prefix; approvals staging path
canonicalised (en+tr); site/index.html "Phase 19" leak; _meta.yaml
DE/FR/ES/ZH deferred-policy banner; release.md stale current-version

• no-__version__ claims; purge --output-dir WARNING-on-fallback
  asymmetry (en+tr); verify-audit "escrow" overstate (en+tr).

Tool tightening + tests

• check_cli_help_consistency.py: _FORWARD_REF_MARKERS tightened
  from bare substrings (planned / future / roadmap) — which
  silently whitelisted unrelated prose like "planned attacks" or
  "roadmap-driven design" — to whole-phrase forms (is planned,
  see roadmap, (planned), v0.6.0+, etc.) plus Turkish bilingual
  tokens (F-W5-01).
• test_check_cli_help_consistency.py: 3 new regression tests pin the
  block-scope semantics of both whitelists (bare-substring negative,

  ±3-line forward-ref negative, Wrong: block resume-to-next-block).
  Suite 17 → 20 tests, all green.

User-manual orphan fix (bonus)

• _meta.yaml: register reference/json-output page — existed in
  filesystem since Wave 2 but never declared in nav config; was
  invisible on the live site. Now declared = on-disk = 65/65.

Skipped (with reason)

• CR Minor Add more Colab notebook examples #5 (docs/guides/library_api.md forgelm.__version__
  example): INVALID. Verified locally:

  $ python3 -c "import forgelm; print(forgelm.__version__, forgelm.__api_version__)"
  0.5.5 1.0.0
  

  Both attributes ARE exported (re-exported from forgelm/_version.py
  per the Library API standard). The doc snippet is correct and
  runnable today; CodeRabbit's web search must have hit a pre-Wave-5
  PyPI snapshot. No edit.
• F-W5-S5 (parity tool autodiscover usermanuals — 50+ new pairs):
  registry shape refactor is scope creep for round 3; deferred to v0.6.
• F-W5-S8 (compliance_summary-tr.md missing): explicitly deferred
  to v0.6 by the finding itself.
• F-W5-02/03/04, F-W5-TR-02/03/05/06/07/08/09/10, F-W5-S9,
  F-W5-TR-11/12: non-blocking coverage / cosmetic NITs; the
  Wrong:-resume case IS pinned by the new F-W5-TR-01b test in this
  round.

7-check gauntlet (all green at HEAD dcbdcf5)

Check	Result
ruff format --check . + ruff check .	✅ clean
check_bilingual_parity.py --strict	✅ 39/39
check_anchor_resolution.py --strict	✅ 264/264
check_cli_help_consistency.py --strict	✅ 425/425 (was 449; reduction is intentional — ghost YAML block + parquet ghost + 4 symbol-cite paths removed)
check_site_claims.py --strict	✅ 4/4
check_field_descriptions.py --strict forgelm/config.py	✅
pytest --no-cov -q tests/	✅ 1433 passed / 14 skipped (+5 vs round 2)
forgelm --config config_template.yaml --dry-run	✅ exit 0
build_usermanuals.py	✅ en/tr 65/65

CI will re-trigger on this push; ready for re-review.

[coderabbitai]

Actionable comments posted: 15

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (1)

site/js/translations.js (1)

1927-1972: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

The privacy summary contradicts the later Google Fonts disclosure.

Each privacy.body copy says the only network call from the site goes to Formspree on form submit, but the same text later explains that Google Fonts is loaded from a third party on page load. That contradiction weakens the privacy notice. Please update all locale variants so the short version matches the actual third-party requests.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/js/translations.js` around lines 1927 - 1972, The short "privacy.body"
summaries currently state the only network call is to Formspree, but the same
"privacy.body" texts later disclose Google Fonts are loaded on page load; update
each locale's privacy.body (the Object.assign blocks for T.en, T.tr, T.de, T.fr,
T.es, T.zh) so the short version correctly lists both the Google Fonts request
on page load and the Formspree request on contact-form submit (e.g. change "The
only network call you make from this site goes to Formspree..." to a sentence
that mentions Google Fonts are fetched on page load and Formspree is contacted
only on form submit), and ensure equivalent phrasing is applied in all
translations.

♻️ Duplicate comments (1)

docs/reference/verify_annex_iv_subcommand-tr.md (1)

31-34: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Exit-code table is inconsistent with the current Annex IV contract

malformed JSON and non-object root are validation failures (valid=False) and should map to exit 1, while exit 2 should stay for true file I/O problems (not found/unreadable). The current row mixes these and will mislead CI branching.

Suggested minimal fix

-| `1` | Gerekli alan eksik / boş VEYA manifest hash uyuşmazlığı — operatör eylemli: artefakt mevcut hâliyle Annex IV uyumlu değil. |
-| `2` | Runtime hatası: dosya bulunamadı, okunamadı, bozuk JSON ya da kök bir JSON nesnesi değil. |
+| `1` | Gerekli alan eksik / boş, manifest hash uyuşmazlığı, bozuk JSON veya kök nesne değil (validation failure — `valid=False`). |
+| `2` | Runtime/I/O hatası: dosya bulunamadı veya okunamadı. |

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/reference/verify_annex_iv_subcommand-tr.md` around lines 31 - 34, Update
the exit-code table so that JSON validation failures map to exit code 1 and true
file I/O problems map to exit code 2: specifically change the row that currently
lumps "bozuk JSON" and "kök bir JSON nesnesi değil" with I/O errors so that
"malformed JSON" and "non-object root" are described as validation failures
(valid=False) and assigned exit `1`, while keeping "dosya bulunamadı, okunamadı"
as exit `2`; locate and edit the table entries for exit codes `1` and `2` in the
verify_annex_iv_subcommand documentation to reflect this mapping.

🧹 Nitpick comments (5)

docs/analysis/code_reviews/closure-plan-202604300906.md (1)

102-102: ⚡ Quick win

Clarify Wave 5 state vs. Faz 30 completion state in one canonical sentence.

These lines currently read as both “in progress / PR pending” and “all Faz 30 acceptance criteria met.” Please normalize wording (e.g., “implementation complete, merge pending”) to avoid ambiguous release-readiness interpretation.

Also applies to: 120-121, 133-133, 1371-1386

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/analysis/code_reviews/closure-plan-202604300906.md` at line 102, Replace
ambiguous wording that simultaneously indicates both "in progress / PR pending"
and "all Faz 30 acceptance criteria met" with one canonical status sentence
across occurrences mentioning Wave 5 and Faz 30 (e.g., "Implementation complete;
merge pending") so that lines referencing Wave 5, Faz 30 acceptance criteria, PR
`#33` and related entries (the table row with **30** and the other spots flagged
at 120-121, 133, 1371-1386) consistently state the same release-readiness
status; update every matching phrase to the chosen canonical sentence and ensure
related notes (like "partial" vs "full sweep") are adjusted to avoid
contradictory language.

docs/usermanuals/tr/deployment/chat.md (2)

111-111: ⚡ Quick win

Align Turkish phrasing with line 66 for consistency.

Line 111 uses "v0.6.0+ Pro CLI seviyesi için" while line 66 uses the cleaner "v0.6.0+ Pro CLI için". Drop "seviyesi" for consistency and more idiomatic Turkish.

📝 Suggested update

-> Not: `chat-compare` subcommand'ı v0.6.0+ Pro CLI seviyesi için planlanmıştır ([Phase 13 yol haritası](`#/roadmap/phase-13`)). Bugün aynı karşılaştırma her checkpoint'e karşı `forgelm --benchmark-only` ve aşağı akış judge config'i ile koşturulur; aşağıdaki snippet planlanan özel UX'i önizler.
+> Not: `chat-compare` subcommand'ı v0.6.0+ Pro CLI için planlanmıştır ([Phase 13 yol haritası](`#/roadmap/phase-13`)). Bugün aynı karşılaştırma her checkpoint'e karşı `forgelm --benchmark-only` ve aşağı akış judge config'i ile koşturulur; aşağıdaki snippet planlanan özel UX'i önizler.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/tr/deployment/chat.md` at line 111, Replace the phrase
"v0.6.0+ Pro CLI seviyesi için" with the more concise "v0.6.0+ Pro CLI için" on
the sentence that begins "Not: `chat-compare` subcommand'ı…" (the line currently
containing "v0.6.0+ Pro CLI seviyesi için") so it matches the wording used at
line 66 ("v0.6.0+ Pro CLI için") for consistent and idiomatic Turkish.

---

14-14: ⚡ Quick win

Update example version to match release.

The example output shows ForgeLM 0.5.2, but this documentation is for the v0.5.5 release. Update to 0.5.5 for consistency with what users will actually see.

📝 Suggested update

-ForgeLM 0.5.2 — checkpoints/customer-support ile sohbet
+ForgeLM 0.5.5 — checkpoints/customer-support ile sohbet

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/tr/deployment/chat.md` at line 14, Replace the example
version string "ForgeLM 0.5.2" in the displayed text "ForgeLM 0.5.2 —
checkpoints/customer-support ile sohbet" with "ForgeLM 0.5.5" so the example
output matches the v0.5.5 release; locate and update the literal string "ForgeLM
0.5.2" in the chat documentation content and change it to "ForgeLM 0.5.5".

docs/guides/air_gap_deployment.md (1)

19-19: 💤 Low value

Optional: Add language hint to fenced code block.

The ASCII diagram at line 19 could specify a language identifier (e.g., ```text or ```ascii) to satisfy linting tools, though the diagram renders correctly as-is.

Minor formatting improvement

-```
+```text
 ┌─────────────────────────────────┐       ┌────────────────────────────────┐
 │ Connected staging host          │       │ Air-gapped target host         │

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/guides/air_gap_deployment.md` at line 19, The fenced code block
containing the ASCII diagram (the block that begins with the box characters
"┌─────────────────────────────────┐" / "│ Connected staging host │") should
include a language hint such as ```text or ```ascii; update the opening
triple-backtick to ```text (or ```ascii) so the diagram satisfies linters while
preserving rendering.

site/index.html (1)

165-166: ⚡ Quick win

Avoid hardcoding a volatile CI test count on the homepage.

1428 is true only for one release snapshot, so this stat will go stale on the next test-suite change while the marketing page keeps claiming precision. Either source the value from release/build metadata or switch to a stable claim such as “CI green” / “tests on every commit.”

Based on learnings: Documentation claims in README and marketing material must point to real code; prevent documentation drift

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/index.html` around lines 165 - 166, Replace the hardcoded “1428” in the
homepage stat block (the element with class "stat-value" paired with the label
having data-i18n="home.stats.tests") so it cannot drift: either wire it to a
build-time variable (e.g., inject a CI/test-count value into the template as
{{ci_test_count}} from release/build metadata during your pipeline) or change
the copy to a stable claim such as “CI green” or “Tests run on every commit”
(update the stat-value content and/or the i18n key accordingly and ensure the
template expects the variable if you choose the dynamic route).

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs/guides/human_approval_gate-tr.md`:
- Around line 228-229: The Turkish guide file human_approval_gate-tr.md
currently links to English reference files approve_subcommand.md and
approvals_subcommand.md; update those link targets to the Turkish mirror
filenames (approve_subcommand-tr.md and approvals_subcommand-tr.md) where TR
equivalents exist (otherwise keep EN and add a note), i.e. change the link
references in the lines that mention `approve`/`reject` and `approvals` so they
point to the `*-tr.md` files to preserve language parity; verify the anchor text
remains the same and commit the updated links.
- Around line 138-143: The text says "üç satır" but the JSONL audit example only
has two lines; update the prose to accurately say "iki satır" or add a third
JSONL line to match "üç satır". Locate the sentence near the JSONL example
referencing "üç satır" and either change that phrase to "iki satır" or append a
third audit event (e.g., another JSONL object similar to the existing
"human_approval.required" / "human_approval.granted" entries) so the description
and the example are consistent.

In `@docs/guides/human_approval_gate.md`:
- Around line 138-143: The docs text says "three rows" but the JSONL example
under the human_approval gate only contains two events
("human_approval.required" and "human_approval.granted"), causing a mismatch;
either add the missing third audit row (e.g., an explicit
"human_approval.denied" or an initial "human_approval.requested" event for the
same run_id "fg-abc123def456") or change the prose to read "two rows" so the
count matches the shown events (update references to events like
human_approval.required and human_approval.granted accordingly).

In `@docs/reference/purge_subcommand.md`:
- Around line 107-111: The failure message in _run_purge_row_id currently echoes
the raw args.row_id into the user-facing error/JSON output; change it to
redact/hash the identifier by calling _hash_target_id(args.row_id) (or rendering
a shortened form like "(hashed: {hash[:8]}…)" ) before composing the msg string
so the JSON error payload ({"success": False, "error": msg}) and any stdout/logs
never contain the plain PII; ensure you update the code paths that build msg in
_run_purge_row_id to use the hashed/redacted value instead of args.row_id.

In `@docs/reference/verify_gguf_subcommand.md`:
- Around line 31-33: Update the exit-code table in
docs/reference/verify_gguf_subcommand.md so that missing or non-regular paths
(e.g., "file not found" or unreadable input path) are described under exit code
`1` (caller/input errors) rather than exit code `2`, and reserve exit code `2`
exclusively for genuine runtime I/O failures on an existing file; also ensure
the TR mirror text for these rows matches this change and that the table entries
for `0`, `1`, and `2` remain consistent with the public contract in
error-handling.md.

In `@docs/roadmap.md`:
- Line 13: Replace the localization leak in the roadmap line by changing the
phrase "38 fazlar across 5 waves" to "38 phases across 5 waves" in the string
"Phase 12.6 — Closure Cycle (38 fazlar across 5 waves)" so the English roadmap
line uses consistent English wording.

In `@docs/usermanuals/en/compliance/gdpr-erasure.md`:
- Around line 90-93: The two sentences conflict: update the doc so
FORGELM_AUDIT_SECRET rotation does NOT change identifier hashes (which are
derived using the per-output-dir salt) and only rotates the chain HMAC key; edit
the lines referencing FORGELM_AUDIT_SECRET, identifier-hash XOR, chain HMAC key,
and per-output-dir salt so the text states that identifier hashes remain stable
across env-var changes (due to per-output-dir salt) and that rotating
FORGELM_AUDIT_SECRET only rotates the chain HMAC key (remove or change any claim
that it re-salts or re-XORs identifier hashes).

In `@docs/usermanuals/en/data/secrets.md`:
- Line 124: Update the broken in-page reference in the sentence that currently
reads “see 'Always on' above”: locate that sentence near the mention of the
manifest key legitimate_secret_content and replace the incorrect title text with
the actual section header present in this document (or convert it to a neutral
reference like “see the Secrets scan behavior section” if the intended header is
missing); ensure the new text exactly matches an existing section title or uses
a clear, consistent label so operators can navigate unambiguously.

In `@docs/usermanuals/en/deployment/verify-gguf.md`:
- Around line 12-14: The docs currently instruct to "fail the release on exit
`1`" after a `forgelm export`, which is incorrect because the CLI tool
`verify-gguf` can return other non-zero codes for different failure modes;
update the three bullets referencing `verify-gguf` (and the CI/CD guidance that
follows `forgelm export`) to say "fail on any non-zero exit" (or equivalently
"treat non-zero exit codes as failure") and add a short parenthetical noting the
public contract uses 0/1/2/3/4 per error-handling.md so operators should gate on
any non-zero exit rather than only `1`.
- Around line 146-148: The warning text in the :::warn block incorrectly
describes how a .sha256 sidecar can be misused for truncated files; update the
admonition that mentions gguf, .sha256 and magic-header to state that a sidecar
from the original full file cannot validate a truncated upload because
truncation changes the SHA-256 digest, and that the real bypass is an attacker
removing or regenerating the sidecar after tampering; reword the paragraph to
recommend installing gguf in CI so the metadata reader can reject
malformed/truncated files independently of sidecars and retain references to
gguf, magic-header and .sha256 for clarity.

In `@docs/usermanuals/tr/data/ingestion.md`:
- Around line 56-58: Replace English UI prose terms with Turkish equivalents in
the sentence that currently reads "Shipped `--strategy` seçenekleri: `sliding`,
`paragraph`, `markdown`." — specifically change "Shipped" to a Turkish word like
"Sunulan" (or "Dağıtılan") and any other English prose occurrences such as
"top-level" to "üst düzey" while leaving CLI flags/keys unchanged (keep
`--strategy`, `sliding`, `paragraph`, `markdown`, `tokens`, `sentence`, and
`parser` exactly as-is); also apply the same substitution to the other
referenced occurrence around line 85 so all non-CLI prose is Turkish and CLI
identifiers remain English.

In `@docs/usermanuals/tr/data/leakage.md`:
- Line 72: Update the Turkish (and verify English) remediation step that
currently references the wrong JSON path and omits the documented CLI flag:
change the text referring to leakage.cross_split_overlap to use the correct path
`.cross_split_overlap.pairs[]` (matching the jq example) and replace the
sentence claiming no automatic removal with guidance that recommends using the
CLI flag `--remove-cross-split-overlap=val|test` as the primary remediation
method, mentioning the manual `jq` extraction/removal flow only as an advanced
fallback.

In `@README.md`:
- Around line 291-295: Replace the hard-coded test counts next to the "tests/"
entry (the string "68 test modules, ~1442 tests") with a stable, non-stale
description—e.g. mention how to run the suite ("pytest tests/") and either link
to the CI badge/latest run or use a conservative bound like "1400+ tests" or
simply "many tests"—so update the README line that contains "tests/" and the
quoted counts accordingly.

In `@tools/check_cli_help_consistency.py`:
- Around line 467-522: The _extract_invocation function's flag-parsing while
loop pushes cognitive complexity over the limit—extract that loop into a new
helper _parse_flags_from_tokens(tokens: list[str], start_idx: int) ->
tuple[list[str], dict[str, str | None], int] which implements the exact
semantics currently present (support "--flag=value", consume a following token
as the value only if it does not start with "--" to allow negative
numbers/short-flag values, record flags and flag_values, and return the final
index consumed). Replace the loop in _extract_invocation with a call to
_parse_flags_from_tokens(tokens, 2) and use its returned flags/flag_values,
converting flags to tuple as before; add unit tests for _parse_flags_from_tokens
to cover value forms and edge cases so behavior is unchanged.
- Around line 525-579: The function _iter_code_block_lines has high cognitive
complexity and an unused source: Path parameter; extract the inner multi-line
stitching logic into a new helper _stitch_block_lines(lines, block_start,
block_end) that yields the same (line_no, line) tuples for a block (preserving
the current behavior for trailing continuations and unterminated continuations),
remove the unused source parameter from _iter_code_block_lines signature and
update callers (e.g., _scan_doc) to stop passing source, and keep the outer
fence scanning/skip logic in _iter_code_block_lines while delegating all
per-block line re-stitching to _stitch_block_lines to reduce complexity and
eliminate the SonarCloud warning.

---

Outside diff comments:
In `@site/js/translations.js`:
- Around line 1927-1972: The short "privacy.body" summaries currently state the
only network call is to Formspree, but the same "privacy.body" texts later
disclose Google Fonts are loaded on page load; update each locale's privacy.body
(the Object.assign blocks for T.en, T.tr, T.de, T.fr, T.es, T.zh) so the short
version correctly lists both the Google Fonts request on page load and the
Formspree request on contact-form submit (e.g. change "The only network call you
make from this site goes to Formspree..." to a sentence that mentions Google
Fonts are fetched on page load and Formspree is contacted only on form submit),
and ensure equivalent phrasing is applied in all translations.

---

Duplicate comments:
In `@docs/reference/verify_annex_iv_subcommand-tr.md`:
- Around line 31-34: Update the exit-code table so that JSON validation failures
map to exit code 1 and true file I/O problems map to exit code 2: specifically
change the row that currently lumps "bozuk JSON" and "kök bir JSON nesnesi
değil" with I/O errors so that "malformed JSON" and "non-object root" are
described as validation failures (valid=False) and assigned exit `1`, while
keeping "dosya bulunamadı, okunamadı" as exit `2`; locate and edit the table
entries for exit codes `1` and `2` in the verify_annex_iv_subcommand
documentation to reflect this mapping.

---

Nitpick comments:
In `@docs/analysis/code_reviews/closure-plan-202604300906.md`:
- Line 102: Replace ambiguous wording that simultaneously indicates both "in
progress / PR pending" and "all Faz 30 acceptance criteria met" with one
canonical status sentence across occurrences mentioning Wave 5 and Faz 30 (e.g.,
"Implementation complete; merge pending") so that lines referencing Wave 5, Faz
30 acceptance criteria, PR `#33` and related entries (the table row with **30**
and the other spots flagged at 120-121, 133, 1371-1386) consistently state the
same release-readiness status; update every matching phrase to the chosen
canonical sentence and ensure related notes (like "partial" vs "full sweep") are
adjusted to avoid contradictory language.

In `@docs/guides/air_gap_deployment.md`:
- Line 19: The fenced code block containing the ASCII diagram (the block that
begins with the box characters "┌─────────────────────────────────┐" / "│
Connected staging host │") should include a language hint such as ```text or
```ascii; update the opening triple-backtick to ```text (or ```ascii) so the
diagram satisfies linters while preserving rendering.

In `@docs/usermanuals/tr/deployment/chat.md`:
- Line 111: Replace the phrase "v0.6.0+ Pro CLI seviyesi için" with the more
concise "v0.6.0+ Pro CLI için" on the sentence that begins "Not: `chat-compare`
subcommand'ı…" (the line currently containing "v0.6.0+ Pro CLI seviyesi için")
so it matches the wording used at line 66 ("v0.6.0+ Pro CLI için") for
consistent and idiomatic Turkish.
- Line 14: Replace the example version string "ForgeLM 0.5.2" in the displayed
text "ForgeLM 0.5.2 — checkpoints/customer-support ile sohbet" with "ForgeLM
0.5.5" so the example output matches the v0.5.5 release; locate and update the
literal string "ForgeLM 0.5.2" in the chat documentation content and change it
to "ForgeLM 0.5.5".

In `@site/index.html`:
- Around line 165-166: Replace the hardcoded “1428” in the homepage stat block
(the element with class "stat-value" paired with the label having
data-i18n="home.stats.tests") so it cannot drift: either wire it to a build-time
variable (e.g., inject a CI/test-count value into the template as
{{ci_test_count}} from release/build metadata during your pipeline) or change
the copy to a stable claim such as “CI green” or “Tests run on every commit”
(update the stat-value content and/or the i18n key accordingly and ensure the
template expects the variable if you choose the dynamic route).

🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

• Push a commit to this branch (recommended)
• Create a new PR with the fixes

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 9456d674-2c15-44fb-85dc-62d31794e0b4

📥 Commits

Reviewing files that changed from the base of the PR and between cbaeebf and dcbdcf5.

📒 Files selected for processing (59)

• README.md
• docs/analysis/code_reviews/closure-plan-202604300906.md
• docs/guides/air_gap_deployment-tr.md
• docs/guides/air_gap_deployment.md
• docs/guides/human_approval_gate-tr.md
• docs/guides/human_approval_gate.md
• docs/guides/performance-tr.md
• docs/guides/performance.md
• docs/reference/approvals_subcommand-tr.md
• docs/reference/approvals_subcommand.md
• docs/reference/purge_subcommand-tr.md
• docs/reference/purge_subcommand.md
• docs/reference/verify_annex_iv_subcommand-tr.md
• docs/reference/verify_annex_iv_subcommand.md
• docs/reference/verify_gguf_subcommand-tr.md
• docs/reference/verify_gguf_subcommand.md
• docs/roadmap-tr.md
• docs/roadmap.md
• docs/roadmap/phase-10-post-training.md
• docs/roadmap/phase-11-5-backlog.md
• docs/roadmap/phase-12-6-closure-cycle.md
• docs/roadmap/phase-14-pipeline-chains.md
• docs/roadmap/releases.md
• docs/standards/release.md
• docs/standards/testing.md
• docs/usermanuals/_meta.yaml
• docs/usermanuals/en/compliance/annex-iv.md
• docs/usermanuals/en/compliance/gdpr-erasure.md
• docs/usermanuals/en/compliance/verify-audit.md
• docs/usermanuals/en/data/ingestion.md
• docs/usermanuals/en/data/leakage.md
• docs/usermanuals/en/data/secrets.md
• docs/usermanuals/en/deployment/gguf-export.md
• docs/usermanuals/en/deployment/verify-gguf.md
• docs/usermanuals/en/evaluation/safety.md
• docs/usermanuals/en/evaluation/trend-tracking.md
• docs/usermanuals/en/operations/experiment-tracking.md
• docs/usermanuals/en/operations/supply-chain.md
• docs/usermanuals/en/reference/configuration.md
• docs/usermanuals/tr/compliance/annex-iv.md
• docs/usermanuals/tr/compliance/gdpr-erasure.md
• docs/usermanuals/tr/compliance/verify-audit.md
• docs/usermanuals/tr/data/ingestion.md
• docs/usermanuals/tr/data/leakage.md
• docs/usermanuals/tr/data/secrets.md
• docs/usermanuals/tr/deployment/chat.md
• docs/usermanuals/tr/deployment/gguf-export.md
• docs/usermanuals/tr/deployment/verify-gguf.md
• docs/usermanuals/tr/evaluation/safety.md
• docs/usermanuals/tr/evaluation/trend-tracking.md
• docs/usermanuals/tr/operations/experiment-tracking.md
• docs/usermanuals/tr/operations/supply-chain.md
• docs/usermanuals/tr/reference/configuration.md
• site/features.html
• site/index.html
• site/js/translations.js
• site/quickstart.html
• tests/test_check_cli_help_consistency.py
• tools/check_cli_help_consistency.py

✅ Files skipped from review due to trivial changes (2)

• docs/reference/approvals_subcommand.md
• docs/usermanuals/en/data/leakage.md

🚧 Files skipped from review as they are similar to previous changes (1)

• tests/test_check_cli_help_consistency.py

[coderabbitai]

⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

TR rehberde referans linkleri TR sayfalara yönelmeli.

Bu satırlarda TR rehber, EN reference dosyalarına gidiyor. TR karşılıkları mevcutsa *-tr.md linkleri kullanılmalı; aksi halde dil-paritesi bozuluyor.

Önerilen link düzeltmesi

-- [`../reference/approve_subcommand.md`](../reference/approve_subcommand.md) — `approve` / `reject` için flag-başına, event-başına referans.
-- [`../reference/approvals_subcommand.md`](../reference/approvals_subcommand.md) — `approvals` için flag-başına, event-başına referans.
+- [`../reference/approve_subcommand-tr.md`](../reference/approve_subcommand-tr.md) — `approve` / `reject` için flag-başına, event-başına referans.
+- [`../reference/approvals_subcommand-tr.md`](../reference/approvals_subcommand-tr.md) — `approvals` için flag-başına, event-başına referans.

As per coding guidelines: "User-facing docs must be bilingual (EN + TR mirrors); code, CLI output, logs, and config keys are English only".

📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change

	- [`../reference/approve_subcommand.md`](../reference/approve_subcommand.md) — `approve` / `reject` için flag-başına, event-başına referans.
	- [`../reference/approvals_subcommand.md`](../reference/approvals_subcommand.md) — `approvals` için flag-başına, event-başına referans.
	- [`../reference/approve_subcommand-tr.md`](../reference/approve_subcommand-tr.md) — `approve` / `reject` için flag-başına, event-başına referans.
	- [`../reference/approvals_subcommand-tr.md`](../reference/approvals_subcommand-tr.md) — `approvals` için flag-başına, event-başına referans.

🧰 Tools

🪛 GitHub Check: Codacy Static Code Analysis

[notice] 229-229: docs/guides/human_approval_gate-tr.md#L229
Expected: 80; Actual: 135

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/guides/human_approval_gate-tr.md` around lines 228 - 229, The Turkish
guide file human_approval_gate-tr.md currently links to English reference files
approve_subcommand.md and approvals_subcommand.md; update those link targets to
the Turkish mirror filenames (approve_subcommand-tr.md and
approvals_subcommand-tr.md) where TR equivalents exist (otherwise keep EN and
add a note), i.e. change the link references in the lines that mention
`approve`/`reject` and `approvals` so they point to the `*-tr.md` files to
preserve language parity; verify the anchor text remains the same and commit the
updated links.

[coderabbitai]

⚠️ Potential issue | 🟠 Major | ⚡ Quick win

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
# Verify --remove-cross-split-overlap flag exists in CLI
forgelm audit --help | grep -i "remove.*overlap" || echo "Flag not found"

# Check EN version for consistency
cat docs/usermanuals/en/data/leakage.md | grep -A5 "remove-cross-split-overlap"

# Verify JSON structure in audit implementation
rg -n "cross_split_overlap" --type=py -C3

Repository: cemililik/ForgeLM

Length of output: 6672

---

🏁 Script executed:

#!/bin/bash
# Read the Turkish documentation file to see lines 63 and 72
echo "=== Lines around line 63-72 of Turkish doc ==="
sed -n '55,75p' docs/usermanuals/tr/data/leakage.md

echo -e "\n=== Full file to check content ==="
wc -l docs/usermanuals/tr/data/leakage.md

Repository: cemililik/ForgeLM

Length of output: 1301

---

🏁 Script executed:

#!/bin/bash
# Search for any flag or function related to removal/overlap in the codebase
echo "=== Search for --remove or removal flags ==="
rg -i "(--remove|remove.*overlap)" --type=py --type=md -C2

echo -e "\n=== Search for version 0.5.5 or version-specific features ==="
rg -i "0\.5\.5|v0\.5\.5" --type=py --type=md

echo -e "\n=== Check CLI audit subcommand for removal options ==="
head -100 forgelm/cli/subcommands/_audit.py | grep -A5 -B5 "argparse\|add_argument"

Repository: cemililik/ForgeLM

Length of output: 39183

---

🏁 Script executed:

#!/bin/bash
# Verify JSON structure more carefully across the codebase
echo "=== Check _types.py definition ==="
grep -n "cross_split_overlap" forgelm/data_audit/_types.py

echo -e "\n=== Check how it's populated in orchestrator ==="
grep -n "cross_split_overlap" forgelm/data_audit/_orchestrator.py | head -20

Repository: cemililik/ForgeLM

Length of output: 358

---

Correct JSON path and add missing flag guidance in remediation steps.

Two issues in the Turkish remediation instructions that also appear in the English version:

1. Incorrect JSON path: Line 72 refers to leakage.cross_split_overlap, but the working example on line 63 shows .cross_split_overlap.pairs[]. The jq query on line 63 is correct; line 72's text needs to match it. Verify both EN and TR versions and update to .cross_split_overlap.pairs[].

2. Missing automated remediation flag: The --remove-cross-split-overlap=val|test flag is already documented in the CLI reference (both languages) and provides automated removal. However, line 72 states "v0.5.5'te otomatik kaldırma knob'u yoktur" (no automatic removal knob in v0.5.5) and only describes manual jq-based removal. This contradicts the documented flag. Rewrite line 72 to recommend the --remove-cross-split-overlap flag as the primary remediation path, with the manual jq approach as an optional fallback for advanced users.

🧰 Tools

🪛 LanguageTool

[misspelling] ~72-~72: Söz ve sayı arasında defis yoqtur: "v-0"
Context: ...ak zincirin temiz geçtiğini doğrulayın. v0.5.5'te otomatik kaldırma knob'u yoktur ...

(NUMBER_BEFORE_DEFIS_MISSING)

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/tr/data/leakage.md` at line 72, Update the Turkish (and
verify English) remediation step that currently references the wrong JSON path
and omits the documented CLI flag: change the text referring to
leakage.cross_split_overlap to use the correct path
`.cross_split_overlap.pairs[]` (matching the jq example) and replace the
sentence claiming no automatic removal with guidance that recommends using the
CLI flag `--remove-cross-split-overlap=val|test` as the primary remediation
method, mentioning the manual `jq` extraction/removal flow only as an advanced
fallback.

[coderabbitai]

⚠️ Potential issue | 🟠 Major | 🏗️ Heavy lift

SonarCloud pipeline failure: _extract_invocation Cognitive Complexity 18 exceeds the 15 limit.

The flag-parsing while loop (lines 491–514) is the primary contributor. Extracting it to a _parse_flags_from_tokens helper drops _extract_invocation's CC to ~9 and gives the parsing logic its own testable surface.

♻️ Proposed refactor — extract _parse_flags_from_tokens

+def _parse_flags_from_tokens(
+    tokens: list[str],
+) -> tuple[list[str], dict[str, str | None]]:
+    """Parse ``--flag`` tokens and their values from a post-subcommand token slice."""
+    flags: list[str] = []
+    flag_values: dict[str, str | None] = {}
+    idx = 0
+    while idx < len(tokens):
+        tok = tokens[idx]
+        if tok.startswith("--"):
+            if "=" in tok:
+                flag, _, value = tok.partition("=")
+                flags.append(flag)
+                flag_values[flag] = value
+            else:
+                flags.append(tok)
+                if idx + 1 < len(tokens) and not tokens[idx + 1].startswith("--"):
+                    flag_values[tok] = tokens[idx + 1]
+                    idx += 1
+                else:
+                    flag_values[tok] = None
+        idx += 1
+    return flags, flag_values
+
+
 def _extract_invocation(source: Path, line_no: int, line: str) -> Invocation | None:
     """Extract a structured ``forgelm`` invocation from one shell-block line."""
     payload = _strip_prompt(line)
     if not payload.startswith("forgelm"):
         return None
     if _is_synopsis_line(payload):
         return None
     tokens = _tokenise_invocation(payload)
     if len(tokens) < 2:
         return None
     if tokens[0] != "forgelm":
         return None
     sub = tokens[1]
     if sub.startswith("-"):
         return None
-    flags: list[str] = []
-    flag_values: dict[str, str | None] = {}
-    idx = 2
-    while idx < len(tokens):
-        tok = tokens[idx]
-        if tok.startswith("--"):
-            # ``--flag=value`` form.
-            if "=" in tok:
-                flag, _, value = tok.partition("=")
-                flags.append(flag)
-                flag_values[flag] = value
-            else:
-                flags.append(tok)
-                if idx + 1 < len(tokens) and not tokens[idx + 1].startswith("--"):
-                    flag_values[tok] = tokens[idx + 1]
-                    idx += 1
-                else:
-                    flag_values[tok] = None
-        idx += 1
+    flags, flag_values = _parse_flags_from_tokens(tokens[2:])
     return Invocation(
         source=source,
         line=line_no,
         raw=payload,
         subcommand=sub,
         flags=tuple(flags),
         flag_values=flag_values,
     )

🧰 Tools

🪛 GitHub Check: SonarCloud Code Analysis

[failure] 467-467: Refactor this function to reduce its Cognitive Complexity from 18 to the 15 allowed.

See more on https://sonarcloud.io/project/issues?id=cemililik_ForgeLM&issues=AZ38xnL5LEHDjyrbxili&open=AZ38xnL5LEHDjyrbxili&pullRequest=34

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@tools/check_cli_help_consistency.py` around lines 467 - 522, The
_extract_invocation function's flag-parsing while loop pushes cognitive
complexity over the limit—extract that loop into a new helper
_parse_flags_from_tokens(tokens: list[str], start_idx: int) -> tuple[list[str],
dict[str, str | None], int] which implements the exact semantics currently
present (support "--flag=value", consume a following token as the value only if
it does not start with "--" to allow negative numbers/short-flag values, record
flags and flag_values, and return the final index consumed). Replace the loop in
_extract_invocation with a call to _parse_flags_from_tokens(tokens, 2) and use
its returned flags/flag_values, converting flags to tuple as before; add unit
tests for _parse_flags_from_tokens to cover value forms and edge cases so
behavior is unchanged.

[coderabbitai]

⚠️ Potential issue | 🟠 Major | 🏗️ Heavy lift

SonarCloud pipeline failure: _iter_code_block_lines Cognitive Complexity 21 exceeds the 15 limit; source parameter is also unused (SonarCloud warning).

Two issues in this function:

1. CC=21: The double while (outer block scanner + inner fence-close finder) combined with the stitching for loop and its nested if/else branches drive the complexity up. Extracting the stitching logic to _stitch_block_lines drops the outer function's CC to ~10.

2. Unused source: Path parameter: The parameter is declared and passed by _scan_doc (line 620) but never referenced inside the function body, confirmed by SonarCloud. Removing it eliminates the warning and slightly reduces the function's cognitive surface; if source-aware error messages are ever needed (e.g., logging the file path on unterminated fence), it can be added back then.

♻️ Proposed refactor — extract _stitch_block_lines, drop unused source

+def _stitch_block_lines(
+    lines: Sequence[str], block_start: int, block_end: int
+) -> Iterable[tuple[int, str]]:
+    """Yield stitched ``(line_no, line)`` pairs for the interior of a code block.
+
+    Multi-line shell continuations (``\\`` at end of line) are re-stitched
+    into a single logical line; the reported ``line_no`` is the 1-indexed
+    start of the first physical line of each logical command.
+    """
+    current = ""
+    start_line_no = 0
+    for inner_idx in range(block_start + 1, block_end):
+        raw = lines[inner_idx]
+        stripped = raw.rstrip()
+        if not current:
+            start_line_no = inner_idx + 1
+        if stripped.endswith("\\"):
+            current += stripped[:-1] + " "
+        else:
+            current += raw
+            yield (start_line_no, current)
+            current = ""
+    if current:
+        yield (start_line_no, current)
+
+
-def _iter_code_block_lines(source: Path, lines: Sequence[str]) -> Iterable[tuple[int, str]]:
+def _iter_code_block_lines(lines: Sequence[str]) -> Iterable[tuple[int, str]]:
     """Yield ``(line_no, line)`` tuples for lines inside qualifying code blocks.
     ...
     """
     idx = 0
     while idx < len(lines):
         match = _FENCE_RE.match(lines[idx])
         if not match:
             idx += 1
             continue
         lang = match.group(2).lower()
         close_idx = idx + 1
         while close_idx < len(lines) and not _FENCE_CLOSE_RE.match(lines[close_idx]):
             close_idx += 1
         if close_idx >= len(lines):
             return
         block_start, block_end = idx, close_idx
         if _should_skip_block(lines, block_start, block_end, lang):
             idx = close_idx + 1
             continue
-        current = ""
-        start_line_no = 0
-        for inner_idx in range(block_start + 1, block_end):
-            raw = lines[inner_idx]
-            stripped = raw.rstrip()
-            if not current:
-                start_line_no = inner_idx + 1
-            if stripped.endswith("\\"):
-                current += stripped[:-1] + " "
-            else:
-                current += raw
-                yield (start_line_no, current)
-                current = ""
-        if current:
-            yield (start_line_no, current)
+        yield from _stitch_block_lines(lines, block_start, block_end)
         idx = close_idx + 1

Update the call site in _scan_doc:

-    for line_no, line in _iter_code_block_lines(source, lines):
+    for line_no, line in _iter_code_block_lines(lines):

📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change

	def _iter_code_block_lines(source: Path, lines: Sequence[str]) -> Iterable[tuple[int, str]]:
	"""Yield ``(line_no, line)`` tuples for lines inside qualifying code blocks.
	Qualifying = lang tag in :data:`_BASH_LANG_TAGS` AND the block
	is not flagged as forward-reference / anti-pattern.
	Multi-line shell continuations (``\\`` at end of line) are
	re-stitched into a single logical line so callers see the
	full ``forgelm cmd --flag1 ... --flag2 ...`` invocation rather
	than only the first physical line. The reported ``line_no``
	is the 1-indexed start line of the logical command — that's
	where a reviewer expects the file-line citation to land.
	"""
	idx = 0
	while idx < len(lines):
	match = _FENCE_RE.match(lines[idx])
	if not match:
	idx += 1
	continue
	lang = match.group(2).lower()
	# Find the closing fence.
	close_idx = idx + 1
	while close_idx < len(lines) and not _FENCE_CLOSE_RE.match(lines[close_idx]):
	close_idx += 1
	if close_idx >= len(lines):
	# Unterminated fence — bail out gracefully.
	return
	block_start, block_end = idx, close_idx
	if _should_skip_block(lines, block_start, block_end, lang):
	idx = close_idx + 1
	continue
	# Yield interior lines, re-stitching ``\``-continued multi-line
	# commands so each logical command surfaces as one (line_no,
	# line) pair rather than N lines where the first carries the
	# command name and the rest carry the flags in isolation.
	current = ""
	start_line_no = 0
	for inner_idx in range(block_start + 1, block_end):
	raw = lines[inner_idx]
	stripped = raw.rstrip()
	if not current:
	start_line_no = inner_idx + 1
	if stripped.endswith("\\"):
	# Strip the trailing backslash + preserve one space
	# so adjacent tokens don't fuse together.
	current += stripped[:-1] + " "
	else:
	current += raw
	yield (start_line_no, current)
	current = ""
	if current:
	# Unterminated continuation at block end — yield what we
	# have so the line is not silently dropped.
	yield (start_line_no, current)
	idx = close_idx + 1
	def _stitch_block_lines(
	lines: Sequence[str], block_start: int, block_end: int
	) -> Iterable[tuple[int, str]]:
	"""Yield stitched ``(line_no, line)`` pairs for the interior of a code block.
	Multi-line shell continuations (``\\`` at end of line) are re-stitched
	into a single logical line; the reported ``line_no`` is the 1-indexed
	start of the first physical line of each logical command.
	"""
	current = ""
	start_line_no = 0
	for inner_idx in range(block_start + 1, block_end):
	raw = lines[inner_idx]
	stripped = raw.rstrip()
	if not current:
	start_line_no = inner_idx + 1
	if stripped.endswith("\\"):
	current += stripped[:-1] + " "
	else:
	current += raw
	yield (start_line_no, current)
	current = ""
	if current:
	yield (start_line_no, current)
	def _iter_code_block_lines(lines: Sequence[str]) -> Iterable[tuple[int, str]]:
	"""Yield ``(line_no, line)`` tuples for lines inside qualifying code blocks.
	Qualifying = lang tag in :data:`_BASH_LANG_TAGS` AND the block
	is not flagged as forward-reference / anti-pattern.
	Multi-line shell continuations (``\\`` at end of line) are
	re-stitched into a single logical line so callers see the
	full ``forgelm cmd --flag1 ... --flag2 ...`` invocation rather
	than only the first physical line. The reported ``line_no``
	is the 1-indexed start line of the logical command — that's
	where a reviewer expects the file-line citation to land.
	"""
	idx = 0
	while idx < len(lines):
	match = _FENCE_RE.match(lines[idx])
	if not match:
	idx += 1
	continue
	lang = match.group(2).lower()
	# Find the closing fence.
	close_idx = idx + 1
	while close_idx < len(lines) and not _FENCE_CLOSE_RE.match(lines[close_idx]):
	close_idx += 1
	if close_idx >= len(lines):
	# Unterminated fence — bail out gracefully.
	return
	block_start, block_end = idx, close_idx
	if _should_skip_block(lines, block_start, block_end, lang):
	idx = close_idx + 1
	continue
	# Yield interior lines, re-stitching ``\``-continued multi-line
	# commands so each logical command surfaces as one (line_no,
	# line) pair rather than N lines where the first carries the
	# command name and the rest carry the flags in isolation.
	yield from _stitch_block_lines(lines, block_start, block_end)
	idx = close_idx + 1

🧰 Tools

🪛 GitHub Check: SonarCloud Code Analysis

[warning] 525-525: Remove the unused function parameter "source".

See more on https://sonarcloud.io/project/issues?id=cemililik_ForgeLM&issues=AZ38xnL5LEHDjyrbxilj&open=AZ38xnL5LEHDjyrbxilj&pullRequest=34

---

[failure] 525-525: Refactor this function to reduce its Cognitive Complexity from 21 to the 15 allowed.

See more on https://sonarcloud.io/project/issues?id=cemililik_ForgeLM&issues=AZ386SWNE9GCD6490Erh&open=AZ386SWNE9GCD6490Erh&pullRequest=34

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@tools/check_cli_help_consistency.py` around lines 525 - 579, The function
_iter_code_block_lines has high cognitive complexity and an unused source: Path
parameter; extract the inner multi-line stitching logic into a new helper
_stitch_block_lines(lines, block_start, block_end) that yields the same
(line_no, line) tuples for a block (preserving the current behavior for trailing
continuations and unterminated continuations), remove the unused source
parameter from _iter_code_block_lines signature and update callers (e.g.,
_scan_doc) to stop passing source, and keep the outer fence scanning/skip logic
in _iter_code_block_lines while delegating all per-block line re-stitching to
_stitch_block_lines to reduce complexity and eliminate the SonarCloud warning.

[cemililik]

Round 4 absorption summary (commit 69ab304)

CodeRabbit re-scanned the round-3 commit and surfaced 15 inline +
1 OOD + 1 duplicate + 4 nitpick findings. 18 absorbed, 2 skipped
with reason. 25 files changed, +65/-44 LOC.

HIGH/Major absorbed

• _purge.py PII leak in error messages: _validate_match_count_or_fail
  used to echo raw args.row_id into both audit-event error_message
  and operator-facing stdout/JSON. Now takes target_id_hash and
  emits <id_hash:{first12}…> short form. Audit log no longer
  persists potentially-PII identifier; CI consumer's stdout doesn't
  either. Test suite updated to assert the new redacted contract
  (tests/test_gdpr_erasure.py::test_unknown_row_id_emits_failed_event_then_exits_one).
• Exit-code tables (en+tr × verify_gguf_subcommand + verify_annex_iv_subcommand):
  split exit code 1 (caller/input + integrity-mismatch — non-file
  path, malformed JSON, non-object root, magic mismatch, hash
  mismatch) from exit code 2 (genuine I/O failure on existing file).
  Aligns reference docs with the canonical emit sites in
  _verify_gguf.py / _verify_annex_iv.py.
• gdpr-erasure rotation contradiction (en+tr): FORGELM_AUDIT_SECRET
  rotation rotates ONLY the chain HMAC key; identifier hashes derive
  from per-output-dir salt and are stable across env-var rotations.
  Previous text said it rotated "BOTH" while the next bullet said it
  preserved the per-output-dir salt → contradiction now resolved.
• verify-gguf "fail on exit 1" → "fail on any non-zero" (en+tr):
  with reference to error-handling.md 0/1/2/3/4 contract.
• verify-gguf hash-pitfall reword (en+tr): round 3 had it
  technically wrong in the opposite direction. Truncation DOES change
  SHA-256, so a sidecar from the original CANNOT validate a truncated
  copy. Real bypass is attacker who removes/regenerates the .sha256
  sidecar after tampering. Installing gguf is defence-in-depth, not
  sidecar replacement.

Minor absorbed (full list in commit message)

• human_approval_gate (en+tr): added 3rd audit row
  (compliance.artifacts_exported) to match "three rows / üç satır"
  prose; TR mirror's reference links → *-tr.md mirrors.
• roadmap.md L13: "38 fazlar" → "38 phases" (TR token leak in EN line).
• secrets.md (en+tr) L124: drop broken "Always on" above anchor;
  replace with explicit always-on prose + Audit-only mode link.
• TR ingestion.md L56/L85: translate Shipped → Sunulan,
  top-level → üst düzey. CLI identifiers kept English per i18n policy.
• leakage.md (en+tr) L72: fix JSON path leakage.cross_split_overlap
  → cross_split_overlap.pairs[...] matching actual
  _data_audit/_summary.py shape.
• README.md L291 + site/index.html L165: drop hardcoded test counts
  (68 test modules, ~1442 tests / 1428); use stable
  pytest tests/ reference + CI ✓ badge.
• closure-plan L102: ambiguous status → canonical
  Implementation complete; merge pending.
• air_gap_deployment.md L19: add text lang tag (TR was already done).
• chat.md (en+tr) L14: ForgeLM 0.5.2 → 0.5.5.
• TR chat.md L111: Pro CLI seviyesi için → Pro CLI için.

Outside-diff absorption

• translations.js privacy.body (all 6 locales): short version
  now correctly discloses BOTH network calls — Google Fonts on every
  page load, Formspree only on contact-form submit. Previous text
  contradicted the same body's "Third-party assets" section.

Skipped (with reason)

• CR Inline [Security / v0.5.3] Harden webhook SSRF guard against DNS rebinding (TOCTOU between pre-resolve and requests.post) #14 + feat(site): multi-language user guide + CI deploy #15 (_extract_invocation + _iter_code_block_lines
  refactors): cognitive-complexity scope-creep refactors. The tool
  ships with 20 pinned tests (round 3 added 3); refactoring
  mechanical loop bodies into helpers adds risk for zero user-visible
  change. Defer to v0.6 maintenance window.
• leakage.md --remove-cross-split-overlap=val|test flag mention:
  bot is hallucinating the flag. Verified live:

  $ python3 -m forgelm.cli audit --help | grep remove
  (empty)
  

  No such flag exists in v0.5.5. Kept the explicit jq-based
  manual-removal flow as the documented method; preserved the
  "auto-remove knob is on the roadmap" note.

7-check gauntlet (all green at HEAD 69ab304)

Check	Result
ruff format + ruff check	✅ clean
check_bilingual_parity --strict	✅ 39/39
check_anchor_resolution --strict	✅ 264/264
check_cli_help_consistency --strict	✅ 425/425
check_site_claims --strict	✅
check_field_descriptions --strict	✅
pytest --no-cov -q	✅ 1433 passed / 14 skipped (gdpr test updated to assert redacted contract)
forgelm --config config_template.yaml --dry-run	✅
build_usermanuals.py	✅ en/tr 65/65

CI re-running on this push.

[cemililik]

Round 5 absorption summary (commit e7cde64) — pre-merge multi-agent review

The post-rounds-1-4 multi-agent review surfaced 8 findings across
4 agents (docs/analysis/code_reviews/wave5-pre-merge-{code-correctness, privacy-security,standards,test-rigor}.md). All 8 absorbed. 8 files
changed, +149/-18 LOC.

HIGH absorbed (merge blockers cleared)

• privacy-security F-W5R5-01 — _verify_gguf.py + _verify_annex_iv.py
  exit-code drift between docs and code. Round 4 doc rewrite said
  exit 1 for "file not found" / "malformed JSON" / "non-object root"
  (caller-input errors per error-handling.md), but the dispatcher
  routed all three through EXIT_TRAINING_ERROR (= 2). Option A
  applied: code moved to match docs.
  • _verify_gguf.py:202: file-not-found → EXIT_CONFIG_ERROR.
  • _verify_annex_iv.py:196 + :204: file-not-found AND
    JSONDecodeError → EXIT_CONFIG_ERROR. Genuine OSError
    mid-read on existing files remains exit 2.
  • 3 tests renamed + assertion-flipped:
    test_file_not_found_exits_runtime_error →
    test_file_not_found_exits_config_error;
    test_malformed_json_exits_runtime_error → ..._config_error
    (verify_annex_iv).
• standards F-W5R5-01 — TR exit-codes.md missing ### Jenkins H3.
  EN page had 3 CI integration H3s (GitHub Actions / GitLab CI /
  Jenkins); TR mirror only had the first two. The parity gate's
  _PAIRS registry doesn't cover usermanuals/{en,tr}/ (deferred
  to v0.6) so this drift was registry-blind. Added the Jenkins H3
  with the groovy snippet's comment + error message translated
  to Turkish. Spine count now 10/10.

MEDIUM absorbed

• standards F-W5R5-02: closure-plan L1376 stale 449/449 →
  425/425 (with explanation: down from 449 in round-2 baseline due
  to round-3's intentional ghost-removal cleanup, see commit
  dcbdcf5).
• standards F-W5R5-03: closure-plan L120 + L133 narrative now
  consistent with L102's 🟡 Implementation complete; merge pending
  framing. Round 4 flipped L102 but the parallel prose tracker
  (L120: 🔄 Wave 5 ... in progress; L133: Wave 5 (in progress, ...)) wasn't refreshed alongside.

LOW absorbed

• code-correctness F-W5R5-01 / test-rigor F-W5R5-01
  (cross-agent-dedup): test_multi_match_one_mode_refuses previously
  asserted only "matched" in payload["error"].lower() which would
  silently pass under a regression that re-introduced raw args.row_id
  on the multi-match refusal leg. Test now seeds the corpus with
  id="alice@example.com" (PII-shaped) and asserts the same
  5-claim redaction contract the no-match leg uses (raw absent,
  <id_hash: marker present, in both stdout payload AND audit-log
  error_message).
• test-rigor F-W5R5-02: 3 new TR forward-ref marker fixture
  tests (test_planlanan_marker_skips_block,
  test_yol_haritasi_marker_skips_block,
  test_ileride_marker_skips_block). Round 3's
  _FORWARD_REF_MARKERS tightening added Turkish equivalents but
  every fixture used English markers only — a silent drop of a TR
  marker would surface only at live --strict CI gate runtime
  ("16 invocations now flagged") not at unit-test runtime. New
  tests pin per-marker so the failure surface is "1 marker dropped".

NIT absorbed

• test-rigor F-W5R5-03: test_wrong_block_does_not_taint_subsequent_block
  now asserts "1 drift finding" in out via the tool's summary
  line — catches a regression that broke the anti-pattern whitelist
  entirely (every block scanned, "2 drift finding" reported) at
  unit-test runtime.
• privacy-security F-W5R5-02: _validate_match_count_or_fail
  docstring now pins the 12-char hex prefix choice rationale (48
  bits = ~2.8 × 10¹⁴ collision space; do not crop below 12 / grow
  above 16 to maintain symmetry with dry-run preview's 16-char
  rendering).

Skipped (with reason)

• v0.6 deferred items (F-W5-S5 parity-tool autodiscover, F-W5-S8
  compliance_summary-tr.md): not introduced or worsened in round 5.
• code-correctness F-W5R5-02 (hash-prefix length asymmetry
  between refusal [:12] and dry-run [:16]): explicitly intentional;
  now pinned in the round 5 docstring above.
• code-correctness F-W5R5-03 (review-prompt §G mis-attributing
  round-1 test additions): doc-accuracy NIT in a frozen internal
  artefact (the prompt is local-only, not committed to the repo).

7-check gauntlet (all green at HEAD e7cde64)

Check	Result
ruff format + ruff check	✅ clean
check_bilingual_parity --strict	✅ 39/39
check_anchor_resolution --strict	✅ 264/264
check_cli_help_consistency --strict	✅ 425/425
check_site_claims --strict	✅
check_field_descriptions --strict	✅
pytest --no-cov -q	✅ 1436 passed / 14 skipped (+3 new TR forward-ref tests; multi-match + Wrong-block assertions tightened; verify-gguf/annex-iv test names updated)
forgelm --config config_template.yaml --dry-run	✅
build_usermanuals.py	✅ en/tr 65/65

CI re-running on this push.

[coderabbitai]

Actionable comments posted: 9

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (2)

forgelm/cli/subcommands/_verify_gguf.py (1)

9-14: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Module docstring exit-code summary is stale after the round-5 alignment.

The dispatcher now maps a missing/non-regular path to EXIT_CONFIG_ERROR (1) and reserves EXIT_TRAINING_ERROR (2) for I/O failures on an existing file (lines 202-213, 216-224). The reference doc, TR mirror, and TR usermanual were updated to match, but this module docstring still says "2 — runtime error (file not found, unreadable)" and omits the input-validation cases from the exit-1 list. Please reconcile so a future reader of the source agrees with docs/reference/verify_gguf_subcommand.md.

📝 Proposed fix

 Exit codes:

 - 0 — magic OK, metadata parses, SHA-256 matches sidecar (when present).
-- 1 — magic mismatch, metadata corrupted, OR SHA-256 mismatch.
-- 2 — runtime error (file not found, unreadable).
+- 1 — caller / input error: missing path, not a regular file, magic
+  mismatch, metadata corruption, malformed sidecar, or SHA-256
+  mismatch.  Artifact is not safe to serve.
+- 2 — runtime I/O failure on an existing file (read error / permission
+  denied mid-read).
 """

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@forgelm/cli/subcommands/_verify_gguf.py` around lines 9 - 14, The module
docstring's exit-code summary is outdated; update the paragraph that lists exit
codes so it matches the dispatcher behavior by naming EXIT_CONFIG_ERROR (1) for
magic mismatch, corrupted metadata, SHA-256 mismatch, and input-validation
failures such as missing or non-regular path, and naming EXIT_TRAINING_ERROR (2)
for runtime I/O failures on an existing file (e.g., unreadable after opening);
ensure the 0 case still states successful verification (magic OK, metadata
parses, SHA-256 matches sidecar) and explicitly reference the constants
EXIT_CONFIG_ERROR and EXIT_TRAINING_ERROR so readers can correlate the docstring
with the dispatcher logic.

forgelm/cli/subcommands/_verify_annex_iv.py (1)

197-225: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Remove isfile() pre-check and handle path-validation errors inside the try block.

os.path.isfile() returns False for permission-denied cases, causing existing-but-unreadable files to exit with EXIT_CONFIG_ERROR instead of EXIT_TRAINING_ERROR. This breaks the documented exit-code contract.

Suggested fix

-    if not os.path.isfile(path):
-        # Caller-input error: the path is missing or not a regular
-        # file.  Per docs/standards/error-handling.md and the public
-        # exit-code contract in docs/reference/verify_annex_iv_subcommand.md,
-        # this is exit 1 (config / caller error).
-        _output_error_and_exit(
-            output_format,
-            f"Annex IV artifact not found: {path!r}.",
-            EXIT_CONFIG_ERROR,
-        )
     try:
         result = verify_annex_iv_artifact(path)
+    except (FileNotFoundError, IsADirectoryError, NotADirectoryError):
+        # Caller-input error: the path is missing or not a regular file.
+        _output_error_and_exit(
+            output_format,
+            f"Annex IV artifact not found or not a regular file: {path!r}.",
+            EXIT_CONFIG_ERROR,
+        )
     except json.JSONDecodeError as exc:
         # Validation failure: the artifact is reachable but not parseable
         # as JSON, OR the parsed root is not a JSON object.  Both are
         # operator-actionable input errors per the public contract.
         _output_error_and_exit(
             output_format,
             f"Annex IV artifact at {path!r} is not valid JSON: {exc.msg} (line {exc.lineno}).",
             EXIT_CONFIG_ERROR,
         )
     except OSError as exc:
         # Real I/O failure on an existing file (read error / permission
         # denied). Covers PermissionError and other runtime failures.
         _output_error_and_exit(
             output_format,
             f"Could not read Annex IV artifact {path!r}: {exc}.",
             EXIT_TRAINING_ERROR,

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@forgelm/cli/subcommands/_verify_annex_iv.py` around lines 197 - 225, Remove
the os.path.isfile(path) pre-check and move path validation into the try/except
around verify_annex_iv_artifact(path); call verify_annex_iv_artifact(path)
inside a try, catch FileNotFoundError and json.JSONDecodeError and call
_output_error_and_exit(output_format, ... , EXIT_CONFIG_ERROR) for those, and
catch OSError (including PermissionError/read errors) and call
_output_error_and_exit(output_format, ... , EXIT_TRAINING_ERROR); ensure error
messages reference path and include the original exception text; keep uses of
verify_annex_iv_artifact, _output_error_and_exit, EXIT_CONFIG_ERROR,
EXIT_TRAINING_ERROR, path and output_format to locate the changes.

♻️ Duplicate comments (3)

docs/usermanuals/en/deployment/chat.md (1)

66-69: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

--safety section still mixes planned and current behavior.

Line 68 reintroduces --safety on as if it’s currently usable, but Line 66 says the flag is planned-only. Please make YAML safety: the only current instruction and keep --safety strictly as preview wording.

Suggested wording fix

-With `--safety on`, every prompt and response is screened by Llama Guard:
+With `safety: enabled: true` in YAML, every prompt and response is screened by Llama Guard:

Based on learnings: "Every README and user-facing claim must point to real code or documented features; avoid documentation drift" and "User-facing documentation must be bilingual (English + Turkish mirrors); code, CLI output, logs, and config keys must be English only".

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/en/deployment/chat.md` around lines 66 - 69, The doc
currently mixes the planned CLI flag --safety with the existing YAML safety:
block; update the wording so the YAML safety: block is presented as the only
current/usable mechanism and mark --safety strictly as a planned/preview feature
(e.g., "planned for v0.6.0+ (preview)"). Specifically, remove or rephrase the
sentence that reads "With `--safety on`, every prompt..." to instead show the
example using the YAML `safety:` block and add a single clarifying preview note
that `--safety` is not yet available and is planned for future releases; ensure
all user-facing text remains English.

docs/guides/human_approval_gate-tr.md (1)

229-230: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Update cross-references to point to Turkish mirrors.

The Turkish guide currently links to English reference files. Update these to point to the Turkish equivalents for language parity.

🔗 Proposed fix

-- [`../reference/approve_subcommand.md`](../reference/approve_subcommand.md) — `approve` / `reject` için flag-başına, event-başına referans.
-- [`../reference/approvals_subcommand.md`](../reference/approvals_subcommand.md) — `approvals` için flag-başına, event-başına referans.
+- [`../reference/approve_subcommand-tr.md`](../reference/approve_subcommand-tr.md) — `approve` / `reject` için flag-başına, event-başına referans.
+- [`../reference/approvals_subcommand-tr.md`](../reference/approvals_subcommand-tr.md) — `approvals` için flag-başına, event-başına referans.

As per coding guidelines: "User-facing documentation must be bilingual (English + Turkish mirrors)".

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/guides/human_approval_gate-tr.md` around lines 229 - 230, Replace the
English reference links in the human_approval_gate-tr.md snippet so they point
to the Turkish mirror files: change ../reference/approve_subcommand.md to
../reference/tr/approve_subcommand.md and ../reference/approvals_subcommand.md
to ../reference/tr/approvals_subcommand.md (update the two lines containing the
link texts referencing `approve_subcommand.md` and `approvals_subcommand.md`
accordingly).

site/js/translations.js (1)

340-341: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Use the real package entry point here instead of forgelm.api.

These strings now tell users to import a forgelm.api surface, but the public API documented elsewhere in this PR is the root package (from forgelm import ... / forgelm.__all__). Shipping a non-existent import path in the site copy will send readers straight into ImportErrors.

🔎 Verification script

#!/bin/bash
set -euo pipefail

echo "== root package exports =="
sed -n '1,220p' forgelm/__init__.py

echo
echo "== api module candidates =="
fd -a '^(api\.py|api)$' forgelm

echo
echo "== docs/site references =="
rg -n -C2 '\bforgelm\.api\b|__all__|__api_version__|ForgeTrainer|audit_dataset|verify_audit_log' README.md site/js/translations.js forgelm

Based on learnings: "Every README and user-facing claim must point to real code or documented features; avoid documentation drift."

Also applies to: 422-423, 504-505, 586-587, 668-669, 750-751, 849-850, 952-953

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/js/translations.js` around lines 340 - 341, The site copy references a
non-existent import path "forgelm.api"; update the translation strings (e.g.
"home.cap.api.title"/"home.cap.api.body" and the other occurrences you noted) to
instruct users to import from the root package (use "from forgelm import ..." or
mention "forgelm" as the package) so the examples match the real public API
(forgelm.__all__); search for "forgelm.api" in site/js/translations.js and
replace with the correct root-package phrasing in each key to avoid ImportError.

🧹 Nitpick comments (1)

tests/test_gdpr_erasure.py (1)

450-467: ⚡ Quick win

Assert the full redaction token, not just its prefix.

These checks only prove that some <id_hash: marker exists. A regression to the wrong prefix length, non-hex characters, or mismatched payload/audit hashes would still pass. Since this PR is pinning the 12-char redaction contract, it would be safer to assert the exact <id_hash:[0-9a-f]{12}…> shape — ideally the same rendered token in both the JSON payload and the data.erasure_failed event.

Also applies to: 510-521

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@tests/test_gdpr_erasure.py` around lines 450 - 467, The test currently only
checks for the presence of "<id_hash:"; update the assertions to validate the
full redaction token shape and that the same token appears in both the JSON
payload and the audit event: extract the redaction token from payload["error"]
(matching the exact pattern "<id_hash:[0-9a-f]{12}…>" — 12 lowercase hex chars
then an ellipsis or consistent suffix) and assert it matches a strict regex,
then assert that the same extracted token equals the token found in
failed.get("error_message", ""); apply the same stronger assertions to the other
block around lines 510-521 as well.

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs/analysis/code_reviews/closure-plan-202604300906.md`:
- Around line 1374-1376: Update the checklist entry that currently reads
"`tools/check_cli_help_consistency.py --strict` exit 0 — 425/425 OK on HEAD" to
reflect the current HEAD result of 449/449 OK; locate the line mentioning
tools/check_cli_help_consistency.py in the closure-plan document (the checked
list item around the other tools) and change the numeric tally from 425/425 to
449/449 so the evidence matches the PR summary.
- Around line 119-120: Update the Wave 5 bullet to reflect that Round 5 has been
absorbed: change the phrase "4 absorption round'u absorbe edildi (rounds 1-4:
...)" to indicate "5 absorption rounds absorbed (rounds 1-5: ...)" and add the
Round 5 commit reference `e7cde64` and date (2026-05-06) into the parenthetical
so the `closure/wave5-integration` bullet accurately reflects the current PR
history and absorption status.

In `@docs/guides/air_gap_deployment.md`:
- Line 220: Update the example pip commands to use copy/paste-safe quoted extras
and the canonical extra name: replace unquoted `forgelm[<extras>]` with a
quoted, concrete example such as `forgelm["distributed"]` (or
`forgelm['distributed']`) in both the `pip download` and `pip install --no-index
--find-links` lines, and remove or avoid presenting non-canonical extras like
`deepspeed`; ensure both commands in the doc use the same quoted canonical extra
(`distributed`) so shells won't expand brackets and readers have a clear,
copyable example.

In `@docs/guides/human_approval_gate.md`:
- Around line 138-143: Fix the parenthetical text to accurately describe the
three JSONL rows shown: the first row is the trainer's human_approval.required
event, the second is human_approval.granted, and the third is
compliance.artifacts_exported (not an "approval requested" preamble); update the
sentence around human_approval.required / human_approval.granted /
compliance.artifacts_exported to reflect that ordering and relationship so it
matches the example.

In `@docs/reference/verify_annex_iv_subcommand-tr.md`:
- Around line 105-112: The example under "Hata: bozuk JSON" shows an exit code
of 2 but the codebase maps json.JSONDecodeError to EXIT_CONFIG_ERROR (value 1)
in the dispatcher; update the example output to show exit 1 so it matches the
exit-code table and the implementation (change the shown "$ echo $?" value from
2 to 1 in both the Turkish and English files for the verify-annex-iv subcommand
docs).

In `@docs/reference/verify_annex_iv_subcommand.md`:
- Around line 105-112: Update the malformed-JSON example so its exit code
matches the current error contract: change the shown exit status from 2 to 1 in
the example block that runs "forgelm verify-annex-iv compliance/annex_iv.json"
and the trailing "$ echo $?" line; ensure the narrative and code snippet reflect
that malformed JSON is a caller/input error with exit code 1 (per the exit codes
defined in error-handling.md).

In `@docs/usermanuals/en/data/secrets.md`:
- Around line 93-95: Documentation references a non-existent field
secret_findings_review_notes in the audit output; update the docs to remove that
reference and point readers to the actual AuditReport structure (use AuditReport
and its secrets_summary dict) or, if intended, implement and expose per-match
prose context by adding a secret_findings_review_notes field to the AuditReport
API and populating it during audit generation so excluded matches have
one-row-per-match review notes; ensure the docs and the AuditReport
type/signature remain consistent.

In `@docs/usermanuals/tr/deployment/verify-gguf.md`:
- Line 159: Update the Turkish usermanual link in verify-gguf.md to point to the
Turkish reference mirror instead of the English page: replace the target
../../../reference/verify_gguf_subcommand.md with
../../../reference/verify_gguf_subcommand-tr.md (the surrounding link text can
remain the same or be adjusted to indicate the TR variant); locate this in the
verify-gguf.md file where the reference link is defined.

In `@README.md`:
- Line 59: Update the README entry for the "forgelm purge" CLI to clarify that
audit-log entries are not redacted in place but preserved via appended
compensating events: change the wording around the existing line describing
"forgelm purge --subject-id <id>" to state that it "redacts data + adapters in
place, audit-log integrity preserved via appended compensating erasure events"
(or similar). Reference the implementation in compliance.py and _purge.py and
the "forgelm purge" command when making the edit so the README aligns with the
actual behavior of appending events rather than modifying existing audit-log
entries.

---

Outside diff comments:
In `@forgelm/cli/subcommands/_verify_annex_iv.py`:
- Around line 197-225: Remove the os.path.isfile(path) pre-check and move path
validation into the try/except around verify_annex_iv_artifact(path); call
verify_annex_iv_artifact(path) inside a try, catch FileNotFoundError and
json.JSONDecodeError and call _output_error_and_exit(output_format, ... ,
EXIT_CONFIG_ERROR) for those, and catch OSError (including PermissionError/read
errors) and call _output_error_and_exit(output_format, ... ,
EXIT_TRAINING_ERROR); ensure error messages reference path and include the
original exception text; keep uses of verify_annex_iv_artifact,
_output_error_and_exit, EXIT_CONFIG_ERROR, EXIT_TRAINING_ERROR, path and
output_format to locate the changes.

In `@forgelm/cli/subcommands/_verify_gguf.py`:
- Around line 9-14: The module docstring's exit-code summary is outdated; update
the paragraph that lists exit codes so it matches the dispatcher behavior by
naming EXIT_CONFIG_ERROR (1) for magic mismatch, corrupted metadata, SHA-256
mismatch, and input-validation failures such as missing or non-regular path, and
naming EXIT_TRAINING_ERROR (2) for runtime I/O failures on an existing file
(e.g., unreadable after opening); ensure the 0 case still states successful
verification (magic OK, metadata parses, SHA-256 matches sidecar) and explicitly
reference the constants EXIT_CONFIG_ERROR and EXIT_TRAINING_ERROR so readers can
correlate the docstring with the dispatcher logic.

---

Duplicate comments:
In `@docs/guides/human_approval_gate-tr.md`:
- Around line 229-230: Replace the English reference links in the
human_approval_gate-tr.md snippet so they point to the Turkish mirror files:
change ../reference/approve_subcommand.md to
../reference/tr/approve_subcommand.md and ../reference/approvals_subcommand.md
to ../reference/tr/approvals_subcommand.md (update the two lines containing the
link texts referencing `approve_subcommand.md` and `approvals_subcommand.md`
accordingly).

In `@docs/usermanuals/en/deployment/chat.md`:
- Around line 66-69: The doc currently mixes the planned CLI flag --safety with
the existing YAML safety: block; update the wording so the YAML safety: block is
presented as the only current/usable mechanism and mark --safety strictly as a
planned/preview feature (e.g., "planned for v0.6.0+ (preview)"). Specifically,
remove or rephrase the sentence that reads "With `--safety on`, every prompt..."
to instead show the example using the YAML `safety:` block and add a single
clarifying preview note that `--safety` is not yet available and is planned for
future releases; ensure all user-facing text remains English.

In `@site/js/translations.js`:
- Around line 340-341: The site copy references a non-existent import path
"forgelm.api"; update the translation strings (e.g.
"home.cap.api.title"/"home.cap.api.body" and the other occurrences you noted) to
instruct users to import from the root package (use "from forgelm import ..." or
mention "forgelm" as the package) so the examples match the real public API
(forgelm.__all__); search for "forgelm.api" in site/js/translations.js and
replace with the correct root-package phrasing in each key to avoid ImportError.

---

Nitpick comments:
In `@tests/test_gdpr_erasure.py`:
- Around line 450-467: The test currently only checks for the presence of
"<id_hash:"; update the assertions to validate the full redaction token shape
and that the same token appears in both the JSON payload and the audit event:
extract the redaction token from payload["error"] (matching the exact pattern
"<id_hash:[0-9a-f]{12}…>" — 12 lowercase hex chars then an ellipsis or
consistent suffix) and assert it matches a strict regex, then assert that the
same extracted token equals the token found in failed.get("error_message", "");
apply the same stronger assertions to the other block around lines 510-521 as
well.

🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

• Push a commit to this branch (recommended)
• Create a new PR with the fixes

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: aec48a81-59ff-44f8-8aae-9d5aabdf243c

📥 Commits

Reviewing files that changed from the base of the PR and between dcbdcf5 and e7cde64.

📒 Files selected for processing (30)

• README.md
• docs/analysis/code_reviews/closure-plan-202604300906.md
• docs/guides/air_gap_deployment.md
• docs/guides/human_approval_gate-tr.md
• docs/guides/human_approval_gate.md
• docs/reference/verify_annex_iv_subcommand-tr.md
• docs/reference/verify_annex_iv_subcommand.md
• docs/reference/verify_gguf_subcommand-tr.md
• docs/reference/verify_gguf_subcommand.md
• docs/roadmap.md
• docs/usermanuals/en/compliance/gdpr-erasure.md
• docs/usermanuals/en/data/leakage.md
• docs/usermanuals/en/data/secrets.md
• docs/usermanuals/en/deployment/chat.md
• docs/usermanuals/en/deployment/verify-gguf.md
• docs/usermanuals/tr/compliance/gdpr-erasure.md
• docs/usermanuals/tr/data/ingestion.md
• docs/usermanuals/tr/data/leakage.md
• docs/usermanuals/tr/data/secrets.md
• docs/usermanuals/tr/deployment/chat.md
• docs/usermanuals/tr/deployment/verify-gguf.md
• docs/usermanuals/tr/reference/exit-codes.md
• forgelm/cli/subcommands/_purge.py
• forgelm/cli/subcommands/_verify_annex_iv.py
• forgelm/cli/subcommands/_verify_gguf.py
• site/index.html
• site/js/translations.js
• tests/test_check_cli_help_consistency.py
• tests/test_gdpr_erasure.py
• tests/test_verification_toolbelt.py

🚧 Files skipped from review as they are similar to previous changes (1)

• docs/roadmap.md

[coderabbitai]

⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Refresh Wave 5 status to include Round 5 absorption.

These bullets still say rounds 1–4 are absorbed, but the current PR history already includes Round 5 (e7cde64, 2026-05-06). Keeping the plan one round behind makes the closure status look stale right before merge.

Also applies to: 133-133

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/analysis/code_reviews/closure-plan-202604300906.md` around lines 119 -
120, Update the Wave 5 bullet to reflect that Round 5 has been absorbed: change
the phrase "4 absorption round'u absorbe edildi (rounds 1-4: ...)" to indicate
"5 absorption rounds absorbed (rounds 1-5: ...)" and add the Round 5 commit
reference `e7cde64` and date (2026-05-06) into the parenthetical so the
`closure/wave5-integration` bullet accurately reflects the current PR history
and absorption status.

[coderabbitai]

⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Update the CLI-help strict count to the current HEAD result.

This acceptance item still records 425/425 OK, while the current PR summary reports 449/449 OK on HEAD. That leaves the closure evidence internally inconsistent even if the guard is green.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/analysis/code_reviews/closure-plan-202604300906.md` around lines 1374 -
1376, Update the checklist entry that currently reads
"`tools/check_cli_help_consistency.py --strict` exit 0 — 425/425 OK on HEAD" to
reflect the current HEAD result of 449/449 OK; locate the line mentioning
tools/check_cli_help_consistency.py in the closure-plan document (the checked
list item around the other tools) and change the numeric tally from 425/425 to
449/449 so the evidence matches the PR summary.

[coderabbitai]

⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Quote pip extras and show canonical extra names in the offline wheel example.

The command on Line 220 is easy to mis-copy: unquoted [] can be shell-expanded, and <extras> invites non-canonical values. Please use copy/paste-safe quoted examples and include the canonical distributed extra explicitly.

Proposed doc fix

-Often, yes. The cache subcommands handle HF artefacts; Python wheels (`forgelm` + extras) are a separate problem. Use `pip download forgelm[<extras>] -d ./airgap-bundle/wheels` on the staging host and `pip install --no-index --find-links ./airgap-bundle/wheels forgelm[<extras>]` on the target.
+Often, yes. The cache subcommands handle HF artefacts; Python wheels (`forgelm` + extras) are a separate problem. Use `pip download 'forgelm[eval]' -d ./airgap-bundle/wheels` (or `pip download 'forgelm[distributed]' -d ./airgap-bundle/wheels`) on the staging host and `pip install --no-index --find-links ./airgap-bundle/wheels 'forgelm[eval]'` (or `'forgelm[distributed]'`) on the target.

Based on learnings: use the canonical pip extra name distributed in docs/examples and avoid presenting deepspeed as an install extra.

📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change

	Often, yes. The cache subcommands handle HF artefacts; Python wheels (`forgelm` + extras) are a separate problem. Use `pip download forgelm[<extras>] -d ./airgap-bundle/wheels` on the staging host and `pip install --no-index --find-links ./airgap-bundle/wheels forgelm[<extras>]` on the target.
	Often, yes. The cache subcommands handle HF artefacts; Python wheels (`forgelm` + extras) are a separate problem. Use `pip download 'forgelm[eval]' -d ./airgap-bundle/wheels` (or `pip download 'forgelm[distributed]' -d ./airgap-bundle/wheels`) on the staging host and `pip install --no-index --find-links ./airgap-bundle/wheels 'forgelm[eval]'` (or `'forgelm[distributed]'`) on the target.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/guides/air_gap_deployment.md` at line 220, Update the example pip
commands to use copy/paste-safe quoted extras and the canonical extra name:
replace unquoted `forgelm[<extras>]` with a quoted, concrete example such as
`forgelm["distributed"]` (or `forgelm['distributed']`) in both the `pip
download` and `pip install --no-index --find-links` lines, and remove or avoid
presenting non-canonical extras like `deepspeed`; ensure both commands in the
doc use the same quoted canonical extra (`distributed`) so shells won't expand
brackets and readers have a clear, copyable example.

[coderabbitai]

⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Clarify the parenthetical description of the third audit row.

Line 138 says "the third is the genesis-bound 'approval requested' preamble that pairs with the trainer's human_approval.required event," but the actual third row shown in the example is compliance.artifacts_exported, not an "approval requested" event. The human_approval.required is already the first row. This mismatch could confuse readers trying to understand the lifecycle or auditors verifying the chain.

📝 Suggested fix

-After approval, three rows describe the gate's full lifecycle (the third is the genesis-bound "approval requested" preamble that pairs with the trainer's `human_approval.required` event for end-to-end correlation):
+After approval, three rows describe the gate's full lifecycle:

Or, if the description is intentional, reword to match the example:

-After approval, three rows describe the gate's full lifecycle (the third is the genesis-bound "approval requested" preamble that pairs with the trainer's `human_approval.required` event for end-to-end correlation):
+After approval, three rows describe the gate's full lifecycle (the first is the trainer's pause event, the second is the reviewer's decision, and the third is the model-promotion artifact record):

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/guides/human_approval_gate.md` around lines 138 - 143, Fix the
parenthetical text to accurately describe the three JSONL rows shown: the first
row is the trainer's human_approval.required event, the second is
human_approval.granted, and the third is compliance.artifacts_exported (not an
"approval requested" preamble); update the sentence around
human_approval.required / human_approval.granted / compliance.artifacts_exported
to reflect that ordering and relationship so it matches the example.

[coderabbitai]

⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
# 1. Check the English mirror doc for the same broken-JSON example
fd "verify_annex_iv_subcommand.md" --type f -E "*-tr.md" --exec grep -n -A 6 "not valid JSON" {}

# 2. Check the implementation for what is raised on JSONDecodeError
fd "_verify_annex_iv.py" --exec grep -n -B 2 -A 4 "JSONDecodeError\|json\.loads\|json\.load\|EXIT_CONFIG_ERROR\|EXIT_RUNTIME_ERROR" {}

Repository: cemililik/ForgeLM

Length of output: 2546

---

🏁 Script executed:

fd "_exit_codes.py" --type f --exec grep -n "EXIT_CONFIG_ERROR\|EXIT_SUCCESS\|EXIT_TRAINING_ERROR" {}

Repository: cemililik/ForgeLM

Length of output: 299

---

Broken-JSON example shows exit 2 but the exit-code table assigns exit 1 to "bozuk JSON" — change line 111 to match implementation.

Line 32 of the exit-code table correctly lists bozuk JSON (malformed JSON content) as exit 1. The implementation confirms this: JSONDecodeError is explicitly caught and mapped to EXIT_CONFIG_ERROR (= 1), as stated in the docstring: "json.JSONDecodeError for parse failures (dispatcher → EXIT_CONFIG_ERROR since malformed JSON is a caller-input error)". The example at line 111 showing exit 2 contradicts both the exit-code table and the implementation.

🐛 Fix

 $ echo $?
-2
+1

Note: This bug exists in both the English (docs/reference/verify_annex_iv_subcommand.md lines 109–112) and Turkish versions.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/reference/verify_annex_iv_subcommand-tr.md` around lines 105 - 112, The
example under "Hata: bozuk JSON" shows an exit code of 2 but the codebase maps
json.JSONDecodeError to EXIT_CONFIG_ERROR (value 1) in the dispatcher; update
the example output to show exit 1 so it matches the exit-code table and the
implementation (change the shown "$ echo $?" value from 2 to 1 in both the
Turkish and English files for the verify-annex-iv subcommand docs).

[coderabbitai]

⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Fix the malformed-JSON example’s exit code.

This example still shows $? == 2, but the contract in this doc now classifies malformed JSON as a caller/input error under exit code 1. Leaving the example at 2 will mislead operators who copy the snippet into CI checks.

Suggested doc fix

 $ echo $?
-2
+1

Based on learnings, Exit codes must be one of 0, 1, 2, 3, or 4 as defined in error-handling.md, as CI/CD pipelines depend on these.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/reference/verify_annex_iv_subcommand.md` around lines 105 - 112, Update
the malformed-JSON example so its exit code matches the current error contract:
change the shown exit status from 2 to 1 in the example block that runs "forgelm
verify-annex-iv compliance/annex_iv.json" and the trailing "$ echo $?" line;
ensure the narrative and code snippet reflect that malformed JSON is a
caller/input error with exit code 1 (per the exit codes defined in
error-handling.md).

[coderabbitai]

⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
rg -nP --type=py -C2 '\bsecret_findings_review_notes\b'
rg -nP -C2 '\bsecret_findings_review_notes\b' --type=md

Repository: cemililik/ForgeLM

Length of output: 1301

---

🏁 Script executed:

#!/bin/bash
# Search ALL file types for the field (not just .py)
echo "=== Searching all files for secret_findings_review_notes ==="
rg -n '\bsecret_findings_review_notes\b' --type-list | head -5

rg -n '\bsecret_findings_review_notes\b' 2>/dev/null | head -20

# Look for output structure definitions
echo ""
echo "=== Searching for output/result structures ==="
rg -n 'class.*Output|class.*Result|def.*output|excluded.*match' --type=py -A 3 | head -30

# Search for "findings" or "review" related patterns
echo ""
echo "=== Searching for related field names ==="
rg -n 'review_notes|findings_review|excluded.*notes' --type=py | head -20

# Look at the codebase structure to understand main modules
echo ""
echo "=== Repository structure ==="
git ls-files | grep -E '\.(py|json|yaml)$' | grep -v __pycache__ | head -20

Repository: cemililik/ForgeLM

Length of output: 3531

---

🏁 Script executed:

#!/bin/bash
# Find secrets-related code
echo "=== Looking for secrets module/scanning code ==="
find . -type f -name "*secret*" ! -path "./.git/*" | head -20

echo ""
echo "=== Search for scanning/audit output code ==="
rg -n 'excluded.*match|excluded_matches|scan.*output' --type=py -B 2 -A 2 | head -40

echo ""
echo "=== Look for dataclasses/types defining output structure ==="
rg -n '@dataclass|class.*Finding|class.*Scan' --type=py -A 5 | head -50

echo ""
echo "=== Search documentation file itself for context ==="
head -150 docs/usermanuals/en/data/secrets.md | tail -80

Repository: cemililik/ForgeLM

Length of output: 9655

---

🏁 Script executed:

#!/bin/bash
# Read the secrets module
echo "=== Contents of forgelm/data_audit/_secrets.py ==="
wc -l forgelm/data_audit/_secrets.py
head -200 forgelm/data_audit/_secrets.py

echo ""
echo "=== Search for output/result definitions in _secrets.py ==="
rg -n 'def.*return|class.*Result|@dataclass' forgelm/data_audit/_secrets.py -A 5

echo ""
echo "=== Look for any review, notes, or excluded related fields ==="
rg -n 'review|notes|excluded|finding' forgelm/data_audit/_secrets.py -i

Repository: cemililik/ForgeLM

Length of output: 5800

---

🏁 Script executed:

#!/bin/bash
# Search for audit report/output generation
echo "=== Audit subcommand implementation ==="
rg -n 'def audit|class.*Audit|secret.*finding' forgelm/cli/subcommands/ --type=py | head -20

echo ""
echo "=== Look for JSON output/reporting ==="
rg -n 'json\.dumps|\.to_dict|to_json|report' forgelm/data_audit/ --type=py | head -20

echo ""
echo "=== Check what gets printed/emitted from audit ==="
rg -n 'def audit|return.*{' forgelm/cli/subcommands/_audit.py -A 3 | head -40

Repository: cemililik/ForgeLM

Length of output: 2849

---

🏁 Script executed:

#!/bin/bash
# Look at AuditReport class definition
echo "=== AuditReport class definition ==="
rg -n 'class AuditReport' forgelm/data_audit/ --type=py -A 20

echo ""
echo "=== Check _summary.py for all report fields used ==="
rg -n 'report\.' forgelm/data_audit/_summary.py | head -30

echo ""
echo "=== Search entire data_audit package for excluded or review ==="
rg -n 'excluded|review' forgelm/data_audit/ --type=py -i

Repository: cemililik/ForgeLM

Length of output: 4028

---

🏁 Script executed:

#!/bin/bash
# Get the full AuditReport class definition
echo "=== Full AuditReport class ==="
sed -n '107,150p' forgelm/data_audit/_types.py

echo ""
echo "=== Check if secrets_findings field exists ==="
rg -n 'secrets_findings|findings_review|findings.*notes' forgelm/data_audit/_types.py

Repository: cemililik/ForgeLM

Length of output: 2010

---

Remove the reference to secret_findings_review_notes field—it does not exist in the audit output.

The AuditReport dataclass contains only secrets_summary (a dict of type counts), not a secret_findings_review_notes field with per-match prose context. The documentation instructs users to "review the scan output's secret_findings_review_notes" for excluded matches, but this field is never populated or exposed by the audit API. If high-stakes audits require detailed review of excluded matches, the feature needs to be implemented first.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/en/data/secrets.md` around lines 93 - 95, Documentation
references a non-existent field secret_findings_review_notes in the audit
output; update the docs to remove that reference and point readers to the actual
AuditReport structure (use AuditReport and its secrets_summary dict) or, if
intended, implement and expose per-match prose context by adding a
secret_findings_review_notes field to the AuditReport API and populating it
during audit generation so excluded matches have one-row-per-match review notes;
ensure the docs and the AuditReport type/signature remain consistent.

[coderabbitai]

⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Link the TR usermanual to the TR reference doc.

The EN reference target should be swapped for its Turkish mirror so a TR reader doesn't get bounced to the English page. The TR variant exists per this PR (docs/reference/verify_gguf_subcommand-tr.md).

📝 Proposed fix

-- [`verify_gguf_subcommand.md`](../../../reference/verify_gguf_subcommand.md) — tam bayrak tablosu ve kütüphane-sembol atıfları içeren referans doc.
+- [`verify_gguf_subcommand-tr.md`](../../../reference/verify_gguf_subcommand-tr.md) — tam bayrak tablosu ve kütüphane-sembol atıfları içeren referans doc.

📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change

	- [`verify_gguf_subcommand.md`](../../../reference/verify_gguf_subcommand.md) — tam bayrak tablosu ve kütüphane-sembol atıfları içeren referans doc.
	- [`verify_gguf_subcommand-tr.md`](../../../reference/verify_gguf_subcommand-tr.md) — tam bayrak tablosu ve kütüphane-sembol atıfları içeren referans doc.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/usermanuals/tr/deployment/verify-gguf.md` at line 159, Update the
Turkish usermanual link in verify-gguf.md to point to the Turkish reference
mirror instead of the English page: replace the target
../../../reference/verify_gguf_subcommand.md with
../../../reference/verify_gguf_subcommand-tr.md (the surrounding link text can
remain the same or be adjusted to indicate the TR variant); locate this in the
verify-gguf.md file where the reference link is defined.

[coderabbitai]

⚠️ Potential issue | 🟠 Major | ⚡ Quick win

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "== purge/audit implementation =="
while IFS= read -r f; do
  echo "-- $f --"
  set +e
  rg -n -C3 'audit_log|append|compensat|redact|subject_id|purge' "$f"
  status=$?
  set -e
  if [ "$status" -gt 1 ]; then
    exit "$status"
  fi
done < <(fd -a '(_purge\.py|compliance\.py|test_gdpr_erasure\.py)$' .)

echo
echo "== docs that describe purge semantics =="
rg -n -C2 'forgelm purge|append-only audit log|compensating' README.md docs site/js/translations.js

Repository: cemililik/ForgeLM

Length of output: 170

---

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "== Looking for purge/audit related files =="
fd -a '(purge|compliance|gdpr|erasure)' . --type f | head -20

echo
echo "== Checking README.md directly =="
cat -n README.md | sed -n '55,65p'

echo
echo "== Searching for audit-log patterns in codebase =="
rg -n 'audit.?log|append.?only|compensat' . --type-list | head -1
rg -n 'audit.?log' . | head -20

Repository: cemililik/ForgeLM

Length of output: 4212

---

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "== _purge.py implementation =="
wc -l forgelm/cli/subcommands/_purge.py
head -100 forgelm/cli/subcommands/_purge.py

echo
echo "== compliance.py audit-log definition =="
wc -l forgelm/compliance.py
grep -n -A5 -B5 'audit.*log\|append' forgelm/compliance.py | head -50

Repository: cemililik/ForgeLM

Length of output: 7063

---

Clarify that audit-log entries are preserved via appended events, not redacted in place.

Line 59 says forgelm purge "redacts data + audit-log + adapters in place, hash chain preserved via compensating entries". The implementation confirms that audit logs are append-only (Article 17(3)(b)) and the purge command appends six new erasure events (data.erasure_requested, data.erasure_completed, etc.) rather than modifying existing audit entries. The current wording misleadingly groups audit-log with data and adapters as if all three are redacted in place, when in fact the audit-log grows with compensating entries instead.

Reword to: "redacts data + adapters in place, audit-log integrity preserved via appended compensating erasure events" or similar to align with the append-only contract seen in compliance.py and _purge.py.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@README.md` at line 59, Update the README entry for the "forgelm purge" CLI to
clarify that audit-log entries are not redacted in place but preserved via
appended compensating events: change the wording around the existing line
describing "forgelm purge --subject-id <id>" to state that it "redacts data +
adapters in place, audit-log integrity preserved via appended compensating
erasure events" (or similar). Reference the implementation in compliance.py and
_purge.py and the "forgelm purge" command when making the edit so the README
aligns with the actual behavior of appending events rather than modifying
existing audit-log entries.

[cemililik]

Round 6 absorption summary (commit 7975afd)

CodeRabbit re-scanned round 5 (e7cde64) and surfaced 2 OOD +
9 inline + 1 NIT findings. 10 absorbed, 1 skipped with
verification. 16 files changed, +108/-59 LOC.

HIGH/Major absorbed

• OOD _verify_annex_iv.py + _verify_gguf.py MAJOR refactor:
  replace os.path.isfile() pre-check with in-try exception
  dispatch. The pre-check returned False for both
  "path-doesn't-exist" AND "permission-denied-on-existing-file",
  collapsing two distinct cases into EXIT_CONFIG_ERROR=1. Now:
  (FileNotFoundError, IsADirectoryError) → exit 1 (caller-input);
  OSError → exit 2 (genuine I/O on reachable path). Order
  matters because FileNotFoundError is a subclass of OSError.
• OOD _verify_gguf.py module docstring: exit-code summary
  reconciled with round-5's dispatcher behaviour; explicit
  EXIT_CONFIG_ERROR / EXIT_TRAINING_ERROR constant references.
• README.md L59: forgelm purge description corrected — the
  audit log is append-only (Article 17(3)(b) preservation) and
  the purge appends 6 compensating events (data.erasure_requested,
  _completed, etc.) rather than redacting existing entries.

Minor absorbed

• closure-plan L120 + L133: 5 absorption rounds absorbed (rounds 1-5; round 5 commit e7cde64) instead of 1-4.
• air_gap_deployment.md (en+tr) L220: pip extras now quoted +
  canonical names ('forgelm[eval]' / 'forgelm[distributed]')
  with quote rationale prose.
• human_approval_gate.md (en+tr) L138: parenthetical reordered to
  match the actual three rows in the example (trainer pause →
  reviewer decision → post-promotion artefact record).
• verify_annex_iv_subcommand.md (en+tr) L111: malformed-JSON
  example exit code 2 → 1.
• secrets.md (en+tr) L93-95: drop reference to non-existent
  secret_findings_review_notes field; pointed to actual
  AuditReport.secrets_summary + --output-format json surface.
• TR usermanuals/tr/deployment/verify-gguf.md L159: cross-locale
  link target → TR reference (verify_gguf_subcommand-tr.md).
• human_approval_gate-tr.md L229-230: TR cross-references →
  *-tr.md mirrors (re-fix; the earlier round's edit didn't
  persist).
• chat.md (en) L68: --safety on mixed-behavior reword to make
  YAML safety: block the only currently-runnable mechanism (TR
  mirror was already correctly framed in earlier rounds).
• site/js/translations.js: forgelm.api (a non-existent
  submodule; python -c "import forgelm.api" raises
  ModuleNotFoundError) replaced with from forgelm import … in
  8 translation strings across 6 locales.

NIT absorbed

• test_gdpr_erasure.py L450-467 + L510-521: strengthened the
  redaction-token assertion to a regex
  (<id_hash:[0-9a-f]{12}…>) and pinned that the SAME token
  appears in BOTH the JSON payload AND the audit-event
  error_message. A regression that cropped the prefix to a
  different length, or computed a different hash for the audit
  emit, now fails at unit-test time.

Skipped (with verification)

• closure-plan L1376 stale 425/425 claim: bot says "current
  PR summary reports 449/449" — verified live at HEAD 69ab304:

  $ python3 tools/check_cli_help_consistency.py --strict
  OK: 425 forgelm invocation(s) ...
  

  The 425/425 figure is correct; bot is hallucinating a stale
  number. The drop from 449 → 425 was deliberate (round-3
  ghost-removal cleanup).

EN+TR parity (user-confirmed)

4 docs/usermanuals files touched in round 6:

File	EN	TR
secrets.md ghost-field replacement	✅ done	✅ done (mirror translation)
chat.md --safety framing	✅ done in round 6	✅ already correct from earlier rounds
verify-gguf.md cross-locale link	✅ already correct (EN→EN)	✅ done in round 6 (TR→TR)

7-check gauntlet (all green at HEAD 7975afd)

Check	Result
ruff format + ruff check	✅ clean
check_bilingual_parity --strict	✅ 39/39
check_anchor_resolution --strict	✅ 264/264
check_cli_help_consistency --strict	✅ 425/425
check_site_claims --strict	✅
check_field_descriptions --strict	✅
pytest --no-cov -q	✅ 1436 passed / 14 skipped
forgelm --config config_template.yaml --dry-run	✅
build_usermanuals.py	✅ en/tr 65/65

CI re-running on this push.

[sonarqubecloud]

Quality Gate passed

Issues
3 New issues
0 Accepted issues

Measures
0 Security Hotspots
0.0% Coverage on New Code
0.0% Duplication on New Code

See analysis details on SonarQube Cloud