Lessons from building multi-agent systems
Working notes on where agent separation helps, where it adds complexity, and how to keep AI workflows reviewable.
AgentsLLMsEvaluation
Notes and experiments
Short research logs I’m preparing from current projects.
No fake long-form articles are published here. These are visible writing topics and working notes that will become more complete over time.
Why resume keyword matching is limited
A short reflection from TalentAI-X on evidence, context, skills, and explainability in candidate evaluation.
Talent intelligenceExplainabilityProduct design
Building products during hackathons
Notes on scope, teamwork, demos, and trade-offs from hackathon projects like AssetFlow and TalentAI-X.
HackathonsLeadershipProduct engineering