Как сделать интерактивного агента с помощью KV‑кеш‑манипуляций
Обычно LLM работает строго последовательно: получает запрос, рассуждает и только после этого отвечает. Пока она думает, новая информация остаётся за…
Open Source
⚑ Report a ProblemLatest Open Source news from Tech News
All topics
AI
agents
ai
api
architecture
automation
backend
beginners
career
database
devchallenge
devops
discuss
javascript
linux
llm
machinelearning
mcp
opensource
performance
productivity
programming
python
react
security
showdev
testing
tutorial
typescript
webdev
Fair Queue for a Shared Free AI Server: 5-Dev Postmortem
Five independent clients on one free AI server will produce 429s and a thundering herd unless you add a fair queue. We fixed it with a client-side a…
Python Asyncio Library
Asyncio is a built-in Python library available from Python 3.4 onwards, used to write concurrent programmes with the async and await syntax. Unlike…
Billing a Bulk Endpoint Where Any Row Might Be Free
I already had per-invoice billing working: reserve a credit, do the expensive call, settle or refund. Then I added a bulk endpoint — paste a list, v…
A Production Python Telegram Bot Was Crashing Every 2 Hours. The Fix Was 18 Lines.
"If you see cascading errors, find the first thing that fails and stop reading the log there. Everything after the first failure is the system react…