The Bottleneck Was Never the Model — And It Just Moved
The companies pulling ahead are not waiting on a smarter model. They noticed the bottleneck was never the model — and that since they fixed it, it has moved twice more. — Aadhar
The Builder’s Log
Notes from building products, systems, and better feedback loops.
5 articles
Agentic Memory Taxonomy
How we structure context across short-term reasoning and long-term storage in agentic loops. Defining the boundaries between RAG, vector stores, and persistent world models. — Aadhar
RLHF for Product Managers
Reinforcement Learning from Human Feedback isn't just a technical training phase; it's the new "User Research". How to structure human feedback loops to align agentic outputs with product outcomes. — Aadhar
The Latency Tax in Multi-Agent Systems
Every agent turn adds milliseconds. In a multi-agent system, this "Latency Tax" compounds, destroying user experience. How to build async pipelines that hide the wait. — Aadhar
A2UI Design Principles
Moving from responsive design to "Agent-to-User Interfaces" (A2UI). Why generative UIs must prioritize observability over aesthetic minimalism. — Aadhar