Manifest Review: Smart LLM Router That Cuts AI Costs 70%
Manifest is an MIT-licensed LLM router that scores each request and sends it to the cheapest model that can handle it. Install guide, real code, honest limits.
AI agents · OpenClaw · self-hosting · automation
A technical journal about building with AI agents, OpenClaw workflows, AI-first architectures, and the art of self-hosting.
Written by humans. Optimized for AI discovery.
Manifest is an MIT-licensed LLM router that scores each request and sends it to the cheapest model that can handle it. Install guide, real code, honest limits.
MarkItDown is Microsoft's Python tool that converts PDF, Office, HTML, and audio to Markdown for LLM pipelines. Install guide, real code, honest limits.
Claude-Mem is a plugin giving Claude Code cross-session memory via SQLite + Chroma. Install guide, real code, community reactions, and the #618 token issue.
VoxCPM2 is OpenBMB's new 2B tokenizer-free TTS model with 30-language support, voice design, and 48kHz audio. Install guide, code examples, and honest limits.
GenericAgent review — a ~3K-line self-evolving AI agent that grows its own skill tree, uses 6x fewer tokens, and runs on Claude, Gemini, Kimi, or MiniMax.
Direct answers to the most-asked AI questions. Updated daily.