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Developer Relations, voiceover services and business consulting. Training to be the world's fastest centenarian while building the world's smallest conglomerate.
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2,085 Tests, and None of Them Opens the Front Door
I read all 22 repositories in my ecosystem and counted every test I had written. Then I counted how many of them could fail a deploy. The second number is the post. Here is what my tests are genuinely good at, the tier that is missing, and where a browser
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I Built an Adversarial Eval for My Multi-Agent Coach. It Passed the Traps I Designed And Failed the Basics.
21 property-based test cases, an opus-class judge, a frozen baseline. The contradiction traps I engineered all passed. The thing that failed was citation discipline, at 57%. Here's the full loop: findings, fixes, and the re-run numbers, including what sti
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Prompt Chains, Tool Calling, and MCP: How AI Agents Actually Do Things
A from-zero explanation of prompt chains, tool calling, and the Model Context Protocol, using three production LangGraph agents as worked examples, with a SWOT for every approach and an honest audit of which techniques those agents actually use.
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