Notes from the work
Build notes, practical systems, and a closer look at what changed. Written to help you make a decision, try something useful, or avoid learning the annoying part twice.
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AI in Practice
ChatGPT Pages gives teams a shared document for AI-assisted work. Here is a practical way to test it on one reviewable document, keep claims and decisions clear, and assess the handoff before expanding.
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A dated guide to GPT-6.1 Sol request accounting: price cache writes and reads correctly, apply the long-context rule, and attach retries and review to accepted work.
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Use GPT-6.1 Sol where a bounded everyday task passes your checks. This guide develops document and coding trials, escalation rules and a reversible adoption decision.
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Compare Flash and Flash-Lite on one approved workload, then inspect transcript metadata, speaker turns, voice selection and WAV handling before moving a TTS application.
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A recurring Gemini 3.8 TTS voice needs rights, production access, multi-scene consistency, manageable review and usable source files. This article maps a pilot before a team commits to a series.
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A decision guide for Notion Agent MCP connections: check access and account permissions, inspect evidence, and review a proposed external write.
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Notion says teams can download shared skills for Codex. Here is a way to inspect the files, compare a sample task, and manage updates without assuming the local copy stays current.
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A computer-use model can propose an action, but your application decides whether to execute it. Put the stop point in the host system, define what requires a human, and verify the resulting state before the workflow continues.
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GPT-6 Astra can use computer-use tools, but the model does not supply the environment or decide whether a user-interface route is better than an API. Use it when the interface is part of the work, then compare it with the narrowest reliable
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A practical framework for deciding what a coding agent may do alone, when it should pause, and what a reviewer needs before accepting its work.
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