Technical guides and Python tools — Polish and English.
Poradniki techniczne i narzędzia w Pythonie — po polsku i po angielsku.
Full Python toolkit: setup.sh, snapshots, geoblock check, paper journal, compare_snapshots. No wallet or order placement.
Install oobabooga WebUI, load GGUF models offline, chat privately, and expose OpenAI-compatible API.
Quick prompts and patterns for Code Interpreter / Advanced Data Analysis in ChatGPT.
Build a controlled AI-support pilot with 30 synthetic tests, weighted QA scoring, clear human escalation, and a weekly improvement loop.
Run 25 synthetic cases and check whether an AI support assistant responds, requests human review, or escalates at the intended boundary.
Route 15 support case types into AI_OK, HUMAN_REVIEW, or ESCALATE_NOW with an owner, trigger, and first safe action for every row.
Coding Lab is a free community for builders working on AI agents, Python automations and local LLM tools. Start read-only, reproduce one failure, keep a human confirmation boundary, and share an honest demo.
Join the free Coding Lab →