Ralph Wiggum: Autonomous Loops for Claude Code
The official Claude Code plugin that lets agents work autonomously for hours. When to use it, when not to, and the philosophy behind letting AI fail repeatedly until it succeeds.
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Amazon's AI Outages Escalated. So Did the Denial.
Two weeks after Kiro deleted a production environment, Amazon.com itself went down for 6 hours. 1,500 engineers are petitioning for Claude Code. The safeguards are arriving after the damage.
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Playground: When Text Prompting Isn't Enough
Claude Code's playground plugin generates interactive HTML explorers for visual configuration. Six modes for design, data, concepts, code review, architecture, and document review. The copy-prompt-back loop as a new interaction pattern.
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Recent Posts
Autoresearch Became a Primitive
Eight days after Karpathy open-sourced autoresearch, the community ported the pattern to GPU kernels, security hardening, Apple Silicon, and agent optimization. The loop - one file, one metric, git as memory - turns out to be the interesting part.
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Autoresearch: 700 Experiments While You Sleep
Karpathy's autoresearch gives an AI agent a training script, a GPU, and a git branch. It runs 100 experiments overnight, keeps what works, discards what doesn't. The human writes the prompt. The agent writes the code.
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Impeccable: The Design Vocabulary AI Was Missing
The bottleneck isn't AI capability - it's that developers lack design vocabulary. Impeccable bridges the gap, and the Tessl benchmarks prove it: 1.59x improvement over baseline.
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Your AI Tools Are the Attack Surface
Prompt injection through pull requests, GitHub Issues, and CI/CD pipelines is turning AI coding assistants into weapons against the developers who use them. The 2026 attack surface nobody's talking about.
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The Enterprise Tax
Anthropic is locking AI capability behind enterprise tiers while competitors only gate compliance. Claude Code's individual users are funding the R&D for features they'll never access.
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Stupid and Industrious
A German general's 1933 framework for categorizing officers maps perfectly to engineers using AI. The most dangerous quadrant - stupid and industrious - is exactly what AI amplifies.
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From Ralph Wiggum to /loop: The Absorption Continues
Claude Code shipped /loop - cron-based scheduled tasks. It's not Ralph Wiggum. It's what happens when the platform asks 'what's the simplest version of this pattern?'
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GPT-5.4 and the Wall Nobody's Talking About
OpenAI launched its most capable model during the biggest credibility crisis in AI history. The technical gains are real. The trust deficit is bigger.
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We Built Productivity Tools. They Built Friends.
A viral chart shows AI coding agents as a single pixel in the world's population. Meanwhile, 660 million people have told a chatbot they love it. The AI industry is building for the wrong audience.
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The 10x AI Developer is a Myth
Independent studies consistently show AI coding tools deliver modest gains at best. The real story is worse: developers are thinking less, learning less, and producing more debt.
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Your AGENTS.md is a Liability
Frontier models top out at 68% compliance with 500 instructions. Every rule you add makes every other rule less likely to be followed. The research explains why.
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March 2026 Tooling Roundup: Profiles, Proxies, and Free 744B Models
Updates across tether-cli, claude-launcher, and claude-tools - plus why NVIDIA NIM giving away GLM-5 at 40 RPM changes the math on local-vs-cloud.
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