Claude Code, AI-native engineering, and building the future with LLMs.
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Five floors of understanding: a kid version, an engineer version, a tools-and-cases version, an advanced version, a PhD version. By the end you'll know what RAG is, when to use it, when to run, every tool worth caring about, and the hot takes most posts won't tell you.
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A war between AI haters and AI believers. A quieter, more dangerous third group nobody's writing about: the silent passive-aggressive ones. The doomer/accelerationist schism. The Taoist farmer's reply. And why both tribes are losing to the exact same trick.
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Claude Opus 4.7 shipped April 18, 2026. Within 48 hours, Reddit had a 2,300-upvote regression thread. Within 5 days, Anthropic published a public postmortem. Here are the receipts: GitHub issue #50235, the AUP cop, the tokenizer tax, and what's actually better.
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275+ SaaS apps per enterprise. 40-60% of RAG never ships. Your knowledge is everywhere and queryable nowhere. Every AI agent rebuilds context from scratch. Companies that win the AI era will stop paying the knowledge tax. Sinapt is the bet on how.
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Anthropic just shipped Workload Identity Federation for the Claude Platform — short-lived OIDC tokens via AWS, GCP, Azure, or any standards-compliant IdP. Production AI auth finally graduates from "static API key in .env" to first-class cloud workload.
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Anthropic published a 23,000-word values manifesto for Claude under CC0. The four-principle priority order, the Aristotelian framing, and what every operator should internalize before their next session.
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The symlink trick from The Exomind looked clean — versioned memory in the repo, portable via git. It also broke autonomous operation. The fix: reverse the symlink and let the kernel resolve the path before the protected-path check sees it.
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Slept on yesterday's Sinapt brainstorm. Woke up with one sharp correction: it's not one product, it's two. The knowledge-base infrastructure ships first; the cockpit is a future opinionated layer on top.
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A year of AI-native practice, the workflow that actually works, and the imaginary product idea that would close the loop.
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Two models on one branch. Claude writes the code and ships the PR; Codex reviews with fresh eyes. No agent framework, no MCP plumbing — just one CLI call from inside the editor. The simplest agent orchestration that actually works.
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OpenAI shipped GPT-5.5 today — first ground-up retrain since GPT-4.5, double the token price, state-of-the-art on agentic benchmarks. Opus 4.7 still wins precision coding. What the numbers say, what practitioners are reporting, and how to pair it with Claude Code.
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Anthropic built an AI that finds zero-days in every major OS. Day one of the announcement, a Discord room guessed its URL and walked in. The fear marketing writes itself. That's the point.