Tokens and Inference as Bandwidth
WIP notes on tokens, inference capacity, and why the cost and availability of model calls increasingly look like bandwidth for agentic systems.
AI
When to Use MCPs vs Skills for Agents
A practical comparison of Skills and MCPs for modern agent workflows, with implications for OpenClaw-style systems and CrowdListen product design.
Tokens as Bandwidth, Apps for Agents
A reasoned view of the agent economy: what is changing, where agent-mediated software is headed, and what product teams should build for next.
The AI Stack for a One-Person Company
The complete toolkit for building a billion-dollar company with a team of one. How AI agents handle research, coding, operations, and marketing while you focus on vision.
CrowdListen as the Real-Time Feedback Layer
Products are conversations, not launches. Crowdlisten is evolving from insight extraction into a real-time feedback layer that connects what builders ship with how audiences actually respond, creating continuous learning loops that compound over time โฆ...
Feature Extraction & Multimodal Content Understanding
Fine-grained social listening for understanding crowd conversations: a framework for turning fragmented, high-volume social discussion into weighted signal and agent-ready product action.