Writing
Thoughts & Notes
On AI agents, building in public, and things learned along the way.

Websites Are Recipe Books. They Need to Become in-house Chefs.
From menu cards to open kitchens to guided cooking classes, and now to in-house chefs. MCP trained the visiting chef — nobody trained the house chef. Why the agentic web needs internal annotations, not just protocols.
Claude Opus 4.7: Higher Ceiling, Lower Floor
Anthropic's latest flagship scores better on benchmarks but ships worse code in practice. A data-backed analysis of what improved, what regressed, and why the numbers don't tell the full story.

Social Vibing: The New Belonging
AI won't just take our jobs — it might give us a new way to belong.
The Revenue OS: Why Your Sales Stack Needs an Orchestration Layer
CRMs store data. Engagement tools send messages. Analytics show dashboards. But nothing coordinates them. The Revenue OS is the missing execution layer.
Wizard of Agents Is Evolving
MCP Gateway and the commercial agent infrastructure are moving to SailWith.AI. WizardOfAgents.com becomes a personal space for writing about the agentic future.
Voice Is the New Interface
The evolution of voice AI stacks — from clunky STT-LLM-TTS pipelines to voice-native models. Why voice is becoming the default way humans interact with AI agents.
The Five Stages of an Agentic Organization
A maturity model for the agentic age — from digitized to neotic. Where most companies are, where they're going, and what it takes to get there.
The Future of AI Agents: Standardizing Communication with agent://
Why we need a new addressing layer for agents at internet scale — and what the agent:// protocol does about it.