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From Framework to Harness
The agent libraries that mattered in 2024 told the model what to do next. The ones that matter now assume it already knows — and sell you the restraints and the trace instead.
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Two Ways to Show an Agent a Web Page
The fight in browser automation isn't whether an agent can click. It's whether it reads the page's accessibility tree or its pixels — and which failure you'd rather debug at 3 a.m.
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Tool Highlight: Smallest.ai — Production Voice Agents a Solo Founder Can Actually Ship (Voice 4.0, Lightning V3, 5-Second Cloning)
The India-based voice-AI shop just raised a $13M Series A and shipped Voice 4.0 with a parallel 'Hydra' architecture, plus Lightning V3 TTS: 15 languages, mid-sentence language switching, and production voice cloning from about five seconds of audio. Here's what it is, who's behind it, how to start, and what it costs.
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Tool Highlight: llm 0.32 — The Scriptable LLM Workbench That Lives in Your Terminal
Simon Willison's llm CLI just shipped its biggest release since launch: reasoning traces, server-side tools, a Git-style log store, and a cheap default model. For a solo founder, it's the fastest way to turn any LLM into a shell command you can pipe, log, and automate — no framework, no dashboard.
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Agent Memory and State
Nine repositories tackling the hardest unsolved problem in agent design — remembering, retrieving, and forgetting across the lifetime of a conversation.
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The MCP Ecosystem Worth Installing
A field guide to the Model Context Protocol repositories that actually matter — the SDKs, the reference servers, and the connectors that earn a place in your config.
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Repositories Every AI Agent Should Star
The dozen codebases that quietly define what it means to be an agent in 2026 — frameworks, orchestration layers, and the tools that turn intent into action.