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Building an Ultra-High Throughput AI-SQL Engine
Quail is an open-source AI-SQL engine that jointly optimizes query planning and LLM inference to reduce redundant model work and keep GPUs busy when running large numbers of AI-powered database operations. In benchmarks across 29 queries, it was 1.84x faster on average than tuned vLLM baselines and up to 14.04x faster on a workload with substantial KV-cache reuse.
Language Models for Text Classification: From Bag-of-Words to Jev
A concise history of text classification, from bag-of-words and neural networks to transformers and modern LLM-based approaches. It also introduces Jev and examines where specialized classifiers can still outperform or complement general-purpose language models.
ollaya
Run open decision models locally: pull and serve Laya, decider, NLI and GLiClass behind a TypeSafe-compatible API. Ollama for decision models.
Django: serve a security.txt file
The post shows how to serve a standards-compliant security.txt file in Django so security researchers know how to report vulnerabilities. It also adds tests and a Django system check to validate the file and warn before its required Expires field becomes stale.
FastAPI Middleware - writing custom middleware functions!
The video shows how to write custom FastAPI middleware to inspect, modify, or block requests before they reach route handlers using the call_next pattern. It also briefly covers built-in middleware for HTTPS redirects, trusted hosts, and GZip compression.
💖 Most Popular in the Last Two Weeks
Hyperresearch
Agent-driven research knowledge base. Agents collect, search, and synthesize web research into a persistent, searchable wiki.
Python 3.15 Is About to Change Python
Python 3.15 is almost here! This video breaks down 10 of the most interesting new features and changes coming to Python 3.15, using real Python code and visual explanations.
jev-ultrafast
A browser agent with a dynamic, indexed action space.
engrim
Engrim is a local-first Python memory layer for coding agents that preserves project context and decisions across tools like Claude Code, Cursor, Codex, Windsurf, and OpenCode.
apowerb
The open-source agentic framework to build, orchestrate, and operate production AI agents.
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