[Paul Lizer (paullizer)]

Summary

• Harden model-assisted task completeness verification (functions_task_completeness.py) so valid multi-heading/discontiguous answer_quote values, negative/global constraints (such as Do not use em dashes), fenced JSON replies, and nested evidence_refs (citation_id, document_id, file_name, record IDs, and prompt/instruction labels) do not falsely fail runs with completeness_unavailable, while continuing to reject hallucinated quotes and references.
• Supply active saved_memory, conversation_history, CONVERSATION_POLICY, and deliverable/visual guidance to check_and_correct() in adapter_compose() (functions_orchestration_composition.py) so memory-derived prefixes, section headings, personas, and prior-turn baseline facts are recognized as authorized and preserved across checks and corrections.
• Prevent _select_scoped_memory_candidates() (functions_fact_memory_context.py) from leaking scoped CB-27-* and FED-* memories into unmatched conversations via fallback when no scoped identifier matches the active request or conversation context.
• Support linked PDF extraction with PyMuPDF page-by-page [Page X of Y] text and page-count coverage in functions_source_review.py / run_url_fetch(), surface pages_in_returned_excerpts in retain_document_search_result(), record skipped-URL reasons in notes, and treat evidence-backed "not found in searched source" answers (with page/source inspection coverage and evidence of what was reviewed) as complete rather than completeness_incomplete.

Linked issue

N/A

Release Notes & Latest Features

• New Feature
• Bug Fix
• UI Enhancement
• Breaking Change
• Internal only

Is this visible to end users?

• Yes
• No

Is this admin-facing (Admin Settings, governance, deployment, config)?

• Yes
• No

Should this become a Latest Feature card?

• Yes
• No
• Already added

Screenshot needed for the card?

• Yes
• No
• Attached

Version bump

• application/single_app/config.py VERSION third segment bumped, or not needed because this is docs-only
• deployers/version.txt bumped, or not needed because deployers/ was not changed

Testing / validation

• pytest -q functional_tests/test_task_completeness_engine.py functional_tests/test_task_completeness_runtime.py functional_tests/test_fact_memory_profile_and_mini_sk.py functional_tests/test_orchestration_request_memory_resolution.py functional_tests/test_source_review_security.py functional_tests/test_orchestration_deep_research.py functional_tests/test_orchestration_search_result_integrity.py functional_tests/test_orchestration_compose_output_retry.py (passed: 187 passed, 5 subtests passed)
• python .\functional_tests\test_docs_app_surface_coverage.py (passed: 7/7 checks passed)
• python .\functional_tests\test_docs_site_quality.py (passed: 6/6 checks passed)
• python .\scripts\check_cosmos_response_boundaries.py (passed: 1081 owners, 421 doubles, 0 review gaps)

Documentation

• Release notes updated, or not needed
• Feature documentation updated, or not needed
• Fix documentation updated, or not needed

Security checklist

• New Flask routes include @swagger_route(security=get_auth_security())
• Settings sent to non-admin frontends use sanitize_settings_for_user()
• Browser JavaScript is served from local SimpleChat static assets only; no CDN-hosted JS
• No secrets, keys, connection strings, or local-only artifacts are included