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Why binary AI disclosure systems fail (and how to design better ones)
Binary AI disclosure flags collapse a spectrum into one bit and end up incentivizing dishonesty. Here's how to design provenance that actually works.
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Binary AI disclosure flags collapse a spectrum into one bit and end up incentivizing dishonesty. Here's how to design provenance that actually works.

Most engineering teams have no idea what their work actually costs. Here's a practical framework for tracking effort allocation and making better decisions.

Fix the broken feedback loop between engineering and management with ADRs, risk profiles, and shared vocabulary systems.

Stop over-engineering with AI. A practical framework for knowing when a simple SQL query or regex beats an LLM call, with real code examples.