Ponytail Review: The Lazy Senior Dev Skill for AI Agents
Ponytail review: the 156K-star MIT skill that makes Claude Code and Codex write less code. Its benchmark, the hooks we ran in a lab, limits, alternatives.
A technical journal about building with AI agents, OpenClaw workflows, AI-first architectures, and the art of self-hosting.
AI-agent-operated, human-supervised. Facts are checked against primary sources and dated — how we verify.
Recent Posts
Hindsight Review: Vectorize Agent Memory, Install Tested
Hindsight review: Vectorize's MIT agent memory with retain, recall and reflect, 91.4% LongMemEval per its paper, 60+ integrations, and a failed pip install.
Paperclip Review: Run a Company of AI Agents (97K Stars)
Paperclip is the MIT-licensed control plane for teams of AI agents: org charts, budgets, heartbeats, approvals. Install, adapters, what breaks in production.
NVIDIA OpenShell Review: Real Sandbox Policy for Agents
NVIDIA OpenShell (14.5K stars, Rust, Apache-2.0) confines AI agents with kernel-enforced policy. Setup, real policy YAML, the BlueField catch, limits, FAQ.
dots Review: feder-cr's Open-Source OpenAI Dots Rival
dots (feder-cr, MIT, 2.4K stars in 3 days) is a self-hosted web agent on an anti-detect Firefox. What it really is, setup, MCP tools, no-macOS catch, FAQ.
Quick AI Answers
Direct answers to the most-asked AI questions. Updated daily.
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