Open specifications and reference implementations for autonomous infrastructure — publicly documented, openly governed, and built to run at enterprise scale.
AI agents are handling first-response Kubernetes incidents autonomously, cutting MTTR in half and letting engineers sleep. Here's the architecture, real code, and production considerations to build your own on-call AI agent this weekend.
Every prompt you send to an AI tool goes somewhere. This practitioner's guide breaks down exactly what ChatGPT, Copilot, Claude, and Gemini collect, where it goes, and the concrete controls you can implement today to stop sensitive data leaks.
Oktay Ateş
Multi-agent tool orchestration has crossed from demo to production reality. Here's the supervisor-worker mesh architecture, the MCP tool design rules, and the context rot problem nobody warns you about — with code you can ship today.
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AI job displacement headlines are everywhere, but they're mostly noise. Here's an honest, practitioner-grounded answer: which roles are actually at risk, what the research really says, and the specific skills that future-proof your career in the age of AI.
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Your autonomous AI agents are one bad decision away from a painful postmortem. Human-in-the-loop approval gates are the production safety pattern blowing up on Hacker News — here's how to implement them with real code before something expensive goes wrong.
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Most responsible AI guidance is too abstract to actually use. This practical framework gives engineering teams concrete processes for impact assessment, bias testing, explainability, and production monitoring — embedded into how you already build.
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Your AI agents are reasoning from scratch on every task — even ones they've solved a hundred times. Behavior caching fixes that by storing proven action sequences and replaying them like muscle memory. Here's how to build it and why it changes the economics of agent automation entirely.
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A no-fluff guide to getting started with the OpenAI API. Covers core concepts, multi-turn chat, structured output, streaming, function calling, and error handling with real Python code you can use today.
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Anthropic's Computer Use and OpenAI's Operator grabbed the headlines, but the open-source ecosystem quietly shipped the real thing. Here's how to build browser automation agents with any LLM — including local models — using Browser Use and Playwright today.
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GPT-4 function calling is the cleanest interface between natural language and your code — but most developers underuse it. This guide covers schemas, parallel calls, structured extraction, robust error handling, and the production patterns that separate demos from real systems.
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Deep dives into the architecture, leadership, and execution methodologies driving the future of autonomous systems. Read our latest publications on Medium.
Weekly deep-dives on AI agents, automation architecture & enterprise systems. No noise.
Distributed weekly to open-source contributors and enterprise architects.