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Your AI Agent Said It Finished. It Hadn’t.
An AI agent saying “done” is not evidence. Use external acceptance checks, durable receipts and independent verification before treating autonomous work as complete. Read the article →
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We Ran 12 GPT-6 Luna Low Sessions at Once — Here’s What Happened to CPU and RAM
One owner-reported, single-machine snapshot: CPU ~39–71%, RAM ~25.6–26.0 of 31.8 GB, GPU ~10%. This is not a concurrency ceiling or controlled benchmark. Read the article →
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A Practical API-Cost Scenario: Inputs, FX Date and Limits
A CALCULATED illustrative API scenario shows why request volume, cache share, source rates and dated FX must travel with an estimate. Read the article →
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Building AI Tools We Needed for Real Workflow Questions
Three focused browser tools address recurring decisions about agent rules, context policies and measured AI costs; adoption and savings remain unmeasured. Read the article →
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AI Workflow Acceptance: A Heartbeat Is Not a Verified Result
Separate worker liveness, provider activity, durable progress and verifier acceptance; no production throughput rate is claimed. Read the article →
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Local AI vs Cloud AI: The Break-Even Inputs That Matter
A modelled break-even method covering hardware, power, utilisation, API usage, quality and human handling; no universal winner is claimed. Read the article →
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Human Time Belongs in AI Workflow Economics
A measurement method for human review, setup and recovery beside machine runtime and provider waits; current minutes remain unknown. Read the article →
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Cached Input Is a Separate Usage Field, Not Free Extra Context
Keep provider-reported cached input distinct and check model-specific pricing; there is no universal cache definition or hit rate. Read the article →
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Measure the Final Request Boundary, Not the Visible Prompt
A reproducible method for capturing assembled messages, tool schemas, retries and provider-reported usage without attributing tokens by guesswork. Read the article →
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Cheaper-Model-First Routing Needs a Quality Gate
A method for routing to a lower-cost model only when the same acceptance standard still passes; no routing-savings result is claimed. Read the article →