codex-watch
local, non-blocking estimate of Codex five-hour usage pressure
Rust · Shell · Python
Working toolkit
What I reach for when something needs to ship. If it's here, it's been in one of my projects.
- Backend
- Python, FastAPI, Pydantic, SQLAlchemy, Alembic
- Data & jobs
- PostgreSQL, SQLite, Redis, RQ, Pandas
- AI
- model APIs (DeepSeek, Claude, OpenAI), agents, structured outputs, faster-whisper
- Frontend
- Next.js, React, TypeScript, Tailwind, Streamlit
- Also
- pytest, Git, Linux, Docker, Telegram bots
Projects
Three projects currently pinned on GitHub.
Open project
ai-customer-support-ticket-system
FastAPI support-ticket backend: JWT, RBAC, Redis, RQ routing, SLA, tests
Python · TypeScript · CSS
reckoning-3.0
A local-first personal agent for decisions that matter.
Python
Latest writing
EN
What do junior and mid-level engineers really mean nowadays?
AI already handles a lot of junior implementation work, which makes the first job harder to get. But maybe some of these people are already doing mid-level work — and maybe the labels are what need to change.
Read moreEN
Data pipeline design with my Interview Agent
Why an interview question needs the conversation around it, and how I keep that information while building a question bank.
Read moreEN
I Learned to Code. Now I Have to Explain It.
Building projects and explaining the decisions behind them are different skills. On technical interviews and finding the words in English, Chinese, and Russian.
Read more