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etherimirr/README.md
Christina Jia

Christina Yijing Jia

Distributed backend systems  ·  LLM agent infrastructure  ·  Computer vision

M.S. Computer Engineering @ Columbia   Dec 2026   B.E. ECE @ UMich-SJTU JI

LinkedIn Email Site Photography


I work on the unglamorous half of systems: the execution layer underneath, the part that has to stay correct when things run concurrently and for a long time. Lately that has meant LLM agents in production, and increasingly computer vision, which is where I want to go deeper.

This past summer I was a SWE intern on TikTok Trust & Safety, Algorithm Infra, on the async execution layer behind a safety-model evaluation platform. I re-architected a synchronous SSE path into MongoDB-backed durable tasks (a 15-minute ceiling became 3-hour jobs) and extended a Go DAG engine with async triggers, which is how I ended up tracking a production concurrency deadlock across parallel evaluation runs.

Now I split my time between DiyoWater (part-time lead data engineering and ML intern: a Python/DuckDB ETL pipeline with LLM enrichment for 11,000+ venues at 95%+ precision, plus a FAISS two-tower recommender on AWS) and research in Prof. Zhou Yu's lab at Columbia on evaluating conversational LLM agents.

Interested in

  • Distributed systems & backend infrastructure
  • LLM agent tooling, evaluation, ML systems
  • Computer vision: detection on the edge, diffusion, 3D

Looking for

  • 2027 New Grad SWE / ML / CV / AI Infra (start Jan 2027)
  • US-based, open to relocation

Selected work

Project The hard part Stack
🧗 rcri-climbing-route-recognition Real-time climbing route ID on a Jetson Nano. Three-stage YOLOv8 pipeline (mAP50 0.825 on holds), ONNX to TensorRT FP16, 12 FPS at 5W, plus an A* beta solver. PyTorch TensorRT Jetson
⚡ mbook Deterministic limit order book. O(1) dense tick ladder over a preallocated slab, nothing allocated on the hot path, replay verified by a digest over the ordered fill stream. C++17 CMake
🔒 Nightwatch (private) Multi-agent assistant on the Claude Code SDK. Five-layer memory (procedural, working, episodic, semantic, persona), and a read-only digital twin with three-layer prompt-injection defense. Python SQLite/FTS5 ChromaDB
🧭 cs-interview-coach Local-first, sub-millisecond FST search over 140+ knowledge cards, with FSRS spaced repetition across five navigation views. Rust Tauri SvelteKit
🗺️ atlas-of-wonders Interactive travel atlas in one static HTML file: d3-geo map, per-trip diaries, venue markers recovered by running OCR over my own photos. Live. d3-geo Vision OCR Vanilla JS
🧙 Desk Companions (private) 3D anime desktop pets for macOS: image to mesh (Hunyuan3D), auto-rigged, animated with three.js inside a transparent always-on-top WKWebView; calendar reminders, file shelf, screen snipping from the right-click menu. Swift three.js Hunyuan3D
📮 gmail-digest Rules-first triage across several inboxes. The optional LLM pass must quote the email for every judgment it makes, no unsourced verdicts. Python Discord API
👤 facial-profile-analyzer Ten facial profile angles from a side photo, entirely in the browser, with population norms instead of surgical "ideals". Nothing is uploaded. JS Canvas

More on the site: a TLA+-verified distributed lock, an LLM-orchestrated quant system, a Pinyin AAC badge for ASD children on a Raspberry Pi.


Stack

Languages  Go Python C++ Rust Swift TypeScript Java

Distributed & backend  gRPC Kafka Kubernetes Docker AWS MongoDB DuckDB PostgreSQL Redis

ML & vision  PyTorch CUDA TensorRT OpenCV YOLO FAISS Anthropic


Off the clock

Photography (Canon R6 Mark II, gallery), bouldering, mapping my trips into the atlas, and drawing pixel worlds.

Popular repositories Loading

  1. mbook mbook Public

    Deterministic O(1) limit order book in C++17 — dense tick ladder, intrusive per-price queues over a preallocated slab, no hot-path allocation, replay-verified determinism.

    C++ 1

  2. project project Public

    Python

  3. mimas-room-fan-timeline mimas-room-fan-timeline Public

    Interactive timeline visualization built with vanilla JavaScript.

    JavaScript

  4. pinyin-communication-badge-asd pinyin-communication-badge-asd Public

    Pinyin communication badge — assistive AAC prototype for non-verbal communication.

    Python

  5. fitmaster fitmaster Public

    Single-file, offline, zero-dependency fitness app with AI coach (Claude/GPT vision), scientific dynamic calorie engine, 100+ exercises, bilingual EN/中文

    HTML

  6. portfolio-insights-generator portfolio-insights-generator Public

    Streamlit dashboard for transaction CSV analytics with LLM-assisted insights and what-if scenarios.

    Python