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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Automation and Agents
Anthropic lists lower Opus 5.5 rates, but an agency’s useful measure is spend per accepted coding result. Here is a reviewable pilot and a transparent cost calculation.
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Use this route-by-route checklist to verify account access, context, settings, fallbacks, and handoffs before moving a workflow to Sonnet 5.5.
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Anthropic claims up to 30% lower task costs, while one independent benchmark found higher costs at max effort. Compare the evidence and measure cost per accepted coding task.
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Microsoft says Copilot Code can build internal apps from natural-language requests. Here is how to decide whether your team needs one and what to verify before live use.
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Microsoft describes Autopilot as an agent for recurring work. This proposed trial helps teams check its output, access, memory, cost, and stop controls before expanding an assignment.
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A dated comparison of GPT-6.1 Sol, GPT-6 Sol, Luna, Opus 5.5 and Gemini rates, hypothetical ticket costs, and the measurements needed to price accepted work.
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GPT-6.1 Sol adds a new price-performance signal. Compare OpenAI, Anthropic and Google API rates, then decide what a workflow pilot should measure.
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A five-part test for deciding whether repeated work should be removed, simplified, automated with review, or kept human.
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The inputs, limits, and human review points that make energy-aware scheduling more useful than filling empty time slots.
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A maintainable architecture for using Notion as a working source while synchronized tools power portals, apps, and structured views.
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