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I Built a Context Engineering Prompt From Scratch. It Made My AI 10x More Useful and Exposed Everything I Was Doing Wrong.
Engineering production-grade context systems for LLM agents from scratch — and the performance gains (and failure modes) that surfaced.
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I Watched an AI File a Bug Report, Fix the Code, and Run the Tests. I Didn't Touch the Keyboard.
Building a fully autonomous AI agent workflow — bug detection, code repair, and test execution without human intervention.
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Your AI Chatbot Isn't Stupid. It Just Has No Memory. Here's How We Fixed That.
Engineering persistent memory into LLM-powered agents — implementation patterns and the production impact on multi-turn coherence.