Evidence-led analysis of what technology changes, what remains uncertain, and why it matters.
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When an AI rule changes, who gets the correction?
A four-way change test and five continuity duties for deciding when an AI correction should reach people affected by an earlier version.
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When does a local AI answer measure the model?
Use a four-layer test to tell whether a local AI failure belongs to the model, runtime, application, or host.
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Qwen 3.8 27B thinks by default, and the default effort is xhigh
See the official Qwen 3.8 27B defaults, then change effort or turn analysis off before judging speed or quality.
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Private AI can protect your input without making every outcome private
See what encrypted inference protects, which privacy layers remain separate, and how to assess a private-AI claim without overstating it.
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Who Spends the Time Your AI Saves?
A four-condition test for when an AI agent saves its user’s time by creating review and response work for other people.
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Who Is Free-Riding on AGI?
A concise argument that the free-rider label should be tested against three ledgers: development cost, wider contribution, and control of the result.
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Did I Mean It Before the Machine Said It?
A philosophical argument about what happens when AI-generated language arrives before settled intention, is attributed backward as an original thought, and is enacted forward as a commitment.
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GitHub Copilot Retired Gemini 2.5 Pro and Gemini 3 Flash: What to Switch To
GitHub Copilot retired Gemini 2.5 Pro and Gemini 3 Flash on July 31, 2026. GitHub currently points deeper-reasoning work to Gemini 3.1 Pro (Preview) and faster work to…
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GPT-5.6 Model Selection Guide: Sol, Terra, Luna, and Reasoning Effort
GPT-5.6 Luna and Terra became cheaper on July 30, 2026. That makes them more attractive for repeatable work, but it does not make model choice a simple “light…
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GitHub Models Is Retired: What Broke and Where to Move Next
GitHub Models is no longer available. If its playground, model catalog, inference API, or bring-your-own-key setup stopped working, GitHub says the July 30, 2026 shutdown applies to every…
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ChatGPT’s Unified Desktop App: Chat, Work, and Codex Explained
If a Codex update changed the app’s name and icon to ChatGPT, or left ChatGPT Classic beside it, the installation may be working as designed. OpenAI’s unified desktop…
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GPT-5.6 on Amazon Bedrock: Regions, Model Choice, and Cache Economics
Amazon Bedrock made GPT-5.6 Sol, Terra, and Luna generally available on July 13, 2026. The strongest model is not automatically the right deployment choice because region, latency, compliance,…