Claude Code Hooks: Guardrails That Actually Work
Real footgun stories and the deterministic hooks that would've prevented them. From $30k API key leaks to nuked home directories.
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Claude Code Auto-Fix: The PR That Fixes Itself
Claude Code can now watch your PRs in the cloud, fix CI failures, and address reviewer comments while you're away. It's the logical next step after auto mode - and it raises the same trust questions, harder.
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Three Ways to Build Deep Research with Claude
From 20 lines of shell to production apps. Anthropic renamed Claude Code SDK to Agent SDK because deep research is now a first-class use case.
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Recent Posts
MiniMax M3: Frontier Coding at a Tenth of the Price
MiniMax shipped M3 on June 1: frontier coding claims, 1M-token context, native multimodality, and pricing that undercuts Opus 4.7 by 10-40x. It's already on Ollama Cloud and OpenRouter, so you can point Claude Code at it today.
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Cheap Is a Hardware Strategy
Google led I/O 2026 with a cheap, fast Gemini Flash instead of a frontier behemoth, and everyone read it as conceding the top of the market. Wrong read. Cheap isn't a model strategy, it's a silicon strategy. Google owns every layer from the TPU to the search box, which is why it can give intelligence away while its rivals rent the compute to compete with it, some of them for $40 billion.
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The Last Slow Thing
Everything in software got a fast mode this year except understanding what to build. The proof is in the labs' own org charts: the companies selling the models that supposedly end software engineering are paying $600k for engineers to go sit in customers' offices. The bottleneck moved all the way up to the conversation.
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Opus 4.8: The Honest Model Is the Expensive Model
Opus 4.8's headline feature isn't a benchmark. It's that the model is 4x less likely to let a flaw in its own code pass unflagged. Self-correction, flagged uncertainty, and effort dials all cost tokens. Anthropic shipped a model that pays for confidence by the token, weeks before it starts billing automation by the token.
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Security Review Moved Into the Loop
Anthropic's new security-guidance plugin is built entirely on hooks. It fires on every edit, turn, and commit, hands the diff to a second Claude with fresh context, and fixes findings in the same session. It catches vulnerabilities before they reach the PR. It also doesn't block a single one, and that's the honest part.
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Microsoft Is Letting GitHub Die
Ghostty left after 18 years. Zig, cURL, and Godot are reducing reliance. 48 major outages in a year, no CEO since August, reporting into the Core AI team. Centralising the world's code was a bet on stewardship. The steward stopped showing up.
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The Viral CLAUDE.md and Mine
A community file distilling Karpathy's coding-agent observations hit 60K stars on four principles. I opened my own CLAUDE.md to compare. I'd independently written two of them. The two I hadn't are the ones that matter most.
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AI Found the Bug. Who's Going to Fix It?
Project Glasswing found 10,000+ critical vulnerabilities at 90.6% accuracy. Mozilla had to patch 271 of them in Firefox by hand. Finding collapsed to near-free. Fixing didn't move. The bottleneck just walked downstream.
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The Seat Was Never Priced for the Fleet
On June 15, Anthropic moves claude -p, the Agent SDK, and GitHub Actions off the subscription onto metered credits. The last place automation rode free is closing. The flat seat was always a bet that you'd code at human speed.
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Agents Merge. Someone Still Has to Ship.
Creation runs at machine speed. Release engineering does not. GitHub agent-authored PRs went from 4M to 17M in six months. The bottleneck moved from review to release.
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Boring Agents Ship: The Triage Lane Nobody Is Writing About
Most agent discourse is about coding agents. The agents quietly running in production right now are simpler, dumber, and more useful: stale-ticket sweepers, board monitors, three-line incident explainers, leadership briefs from a fixed template. Different species. Different shape. Already shipping.
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Codex Hits 4M: Quality Is What's Left to Brag About
OpenAI publishes weekly active developers. Anthropic publishes annual recurring revenue. Each company brags about the metric it can defend. Codex went 600K to 4M in four months. The 'Claude Code is better' discourse is a quality argument because quality is what's left when scale goes the other way.
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