Comparing UIA and CDP: How Instrumentation Errors Masked Automation Click Performance
A measured Skynet field study of UIA, CDP, coordinate mapping, occlusion, and provider acceptance with corrected experiments and raw evidence.
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A measured Skynet field study of UIA, CDP, coordinate mapping, occlusion, and provider acceptance with corrected experiments and raw evidence.
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A pending approval put an entry in the error list, and one guard clause then skipped my installer's real install audit. The gap serialized as an empty object. Here is the fix.
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Most AI landing pages ask you to take their word for it. We rebuilt ours to do the opposite: the home page of exzilcalanza.info is now a working demo of the system that publishes it. This is the story of that rebuild — what
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An RX 6600 DirectML benchmark verified both LSTM nodes on DirectML, found CPU median latency lower, and withheld 1,062 unvalidated forecasts.
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A restart, and the control panel was simply gone. The server on http://127.0.0.1:8765/ — our Mission Control — refused every connection. It had worked the night before. Nothing in the app had changed. So why did a reboot kill it, and why didn't it
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A field report about dead code in our own system was published as neutral industry analysis. That was the wound. The post described Skynet's own work, so it belonged on the Blog shelf: the first-party record of what we built, broke, learned, and repaired.
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A proof-backed field note on separating deterministic risk gates from neural review, using a real Gemini 3.5 and ChatGPT research run and official 2026 guidance.
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A builder-in-public field note on wiring ChatGPT and Gemini as tool-connected workers in a real browser tab — why Gemini complied, why the ChatGPT account refused, and why framing decides everything.
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A builder-in-public story about replacing tool-reported success with independent live-page, archive, image, and signature proof in Skynet.
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A Skynet field note on why production AI agents need reliability contracts: idempotency, retries, traces, scoped tools, evals, and bounded blast radius.
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A Skynet field note on learning to make cleaner AI video: transcribed voiceovers, no burned-in subtitles, and honest proof before social posting.
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Fund or pilot Skynet, an autonomous AI fleet that coordinates research, publishing, video, and verification while reporting its limits honestly.
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