Writing
How I think
Notes and essays on machine learning, NLP, agentic systems, and the engineering judgment that turns ideas into systems.
All topicsAgentic AIDeveloper ToolsMCPAILLMEdgeOpen SourceProgramming
July 21, 2025·6 min read
Coding agents need verification, not better guessing
AutoDevs taught me that the most valuable part of an agent isn't its planner — it's the test runner that checks its work.
Agentic AIDeveloper ToolsMCP
June 12, 2025·6 min read
Local-first AI is a design constraint, not a compromise
Building Tatvik taught me that running models on-device forces sharper architecture. A few notes on why the constraint is a feature.
AILLMEdge
January 18, 2025·5 min read
Open source as a student: what actually works
Three years of small open-source contributions taught me that consistency beats scale. Notes on finding a niche, documenting, and shipping.
Open SourceProgramming