Needle Review: 26M Function-Calling Model for Edge Devices
Cactus open-sourced Needle, a 26M-parameter function-calling model distilled from Gemini 3.1. Runs 6000 tok/s on phones. Honest review with code and limits.
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Recent Posts
agentmemory Review: Persistent Memory for AI Coding Agents
agentmemory gives Claude Code, Cursor, and Codex persistent memory via 12 hooks + MCP. 95.2% recall on LongMemEval. Honest review with benchmarks and limits.
Statewright Review: State Machine Guardrails for AI Agents
Statewright uses visual state machines to gate which tools AI coding agents can call per phase. Open-source Rust engine, MCP plugins, real benchmarks.
Rapid-MLX Review: 4x Faster Local LLM Server for Mac
Rapid-MLX is a drop-in OpenAI server that's 2-4x faster than Ollama on Apple Silicon. Setup, benchmarks, Claude Code integration, and honest limits.
CocoIndex Review: Incremental RAG Engine for AI Agents
CocoIndex turns codebases, docs, Slack, and PDFs into live, always-fresh context for AI agents — recomputing only the delta. Honest review + code.
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