Reef Review: Open-Source Continual Learning for AI Agents
Reef review — Apache-2.0 infra that turns an inference server into a learner: feedback receipts, weight + harness evolution, gated versioned releases.
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.
Recent Posts
ZCode Review: Z.ai's Coding Agent Harness Goes Open Source
ZCode (6.4K stars, Apache-2.0) is Z.ai's GLM-5.3 coding harness, open-sourced Sep 21 after the Git-history upload incident. Install, hooks, MCP, limits.
Jev Ultrafast Review: Browser Use's 7-Second Web Agent
Jev Ultrafast (17.2K stars, MIT) pairs Browser Use with TypeSafe's Jev decision model to run a Google Flights search in 7 s. Setup, architecture, costs, limits.
Humanizer Review: The 50K-Star Skill That Edits AI Prose
Humanizer is a Markdown-only agent skill (50.8K stars, MIT) that strips 25 AI-writing tells from text. Install, how v3.0 works, GPTZero caveats, and limits.
Cloudflare Security Audit Skill Review: Agent Bug Hunting
Cloudflare's security-audit skill runs 6-phase audits with isolated hunters and adversarial verifiers. 17K stars, MIT. Setup, JSON schema, token cost, limits.
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