Build Lab — field notes on building with AI

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The Lab

Gemini 3.5 Transcribe needs an action-commit gate, not a WER victory lap

A Build Lab protocol for testing speakers, revisions, critical tokens, consent, and downstream effects before a voice transcript is allowed to change product state.

The Lab · 18 min read

Gemini 3.5 Transcribe needs an action-commit gate, not a WER victory lap

A Build Lab protocol for testing speakers, revisions, critical tokens, consent, and downstream effects before a voice transcript is allowed to change product state.

Noah Bennett
Safety and Operations Editor · Aug 27, 2026 Read the teardown →

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The Lab

Experiments published after their evidence is reviewed. ★

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★ FLAGSHIP

04 · The Lab

Before your AI cites an expert, verify the institution behind the name

OpenAI’s latest influence-operation report shows how copied scholarship, false attribution, and cross-platform promotion can manufacture authority. This Build Lab drill tests the source graph before a small team publishes, recommends, or acts on it.

Aug 26 · 19 min

★ FLAGSHIP

04 · The Lab

Show a GUI agent once. Then test whether it learned the workflow

UI-Mate turns a recorded desktop run into subtask guidance instead of replaying coordinates. A Build Lab transfer test should prove that the procedure survives new data, layouts, app states, and safety boundaries.

Aug 19 · 19 min

★ FLAGSHIP

04 · The Lab

Your AI agent has idle time. Prove that extra reasoning is worth buying

Second Thought moves extra reasoning into tool-wait windows. A Build Lab pilot should measure accepted outcomes, wall-clock latency, branch usefulness, cancellation, and fully loaded cost before shipping it.

Aug 18 · 18 min

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