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What we are building, learning, and shipping

Product notes, engineering write-ups, and the decisions behind the assistant we are putting into the world.

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Agent Skills Ecosystem Map: A Data-Driven Look at 25M Workers and 50K skills
researchaiskills

Agent Skills Ecosystem Map: A Data-Driven Look at 25M Workers and 50K skills

AI tooling is booming but only for developers. We measured the democratization gap across 25M workers and found most professions locked out of the composable AI ecosystem.

Adrian Zgorzałek
Adrian Zgorzałek
April 2, 2026
Gemini undocumented limits for strongly typed schemas
engineeringgeminiproductionreliability

Gemini undocumented limits for strongly typed schemas

Gemini silently fails when your tool schemas get too complex. We found the undocumented limits and how to work around them

Adrian Zgorzałek
Adrian Zgorzałek
March 11, 2026
A 3-step fix for the persistent MALFORMED_FUNCTION_CALL error in production agents
engineeringgeminiproductionreliability

A 3-step fix for the persistent MALFORMED_FUNCTION_CALL error in production agents

How three layered fixes brought our Gemini MALFORMED_FUNCTION_CALL production error rate down to near zero.

Nirman Gupta
Nirman Gupta
November 30, 2025

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