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API keys and OAuth weren't built for AI agents. Agent Auth Protocol (AAP) adds discovery, typed capabilities, human approval, and per-call constraints.
Read moreA practical walkthrough of Agent Skills and SKILL.md, what happens mechanically when an agent loads one, the skills I've shipped across five projects, and where the design quietly breaks down.
Read moreAI is everywhere but it's unclear which investments will actually move your metrics and which are expensive experiments.
Most AI projects fail at the data layer. Pipelines, quality, access all need work before LLMs can deliver value.
Your engineers are shipping product. They don't have capacity to also become AI specialists with production-grade experience.
Aging, undocumented codebases make AI integration slow, risky, and expensive. They need to move first.