The WUIC framework team replaced the cloud-based generation half of its RAG chatbot with a local LLM running via Ollama, cutting per-token costs and privacy exposure. A side effect emerged: exposing t…
A developer has built a workflow that runs every untrusted repository through a local LLM triage pass before opening it in an editor, after encountering a fake-recruiter take-home project that contain…
A developer has built a two-stage pre-commit hook that combines a regex scanner with a local LLM to block secrets without annoying developers. The hook first flags suspicious patterns, then uses Ollam…
A developer built an agent loop that lets a local LLM (qwen2.5-coder:7b) drive Foundry to fuzz-test Solidity contracts, using Ollama's function calling to run forge tests, read files, and write fuzz t…
A developer with 18 years of software experience, including 8 in crypto, is entering their first Sherlock audit contest. The engineer, who built the open-source AI smart contract auditor spectr-ai, de…
A developer built a two-tier AI code review system for CI that uses a small local model for triage and a large model with prompt caching for high-risk diffs, cutting costs without sacrificing review q…
The article describes how to run Claude Code locally using Ollama on a Mac, enabling offline use on flights or in areas with poor connectivity. The author initially chose the recommended qwen2.5-coder…