AI Agents and Founder-Led Software

Where I would invest a $100K to $1M product budget on Solana before its Alpenglow upgrade.

When an AI agent can fund its own compute by staking SOL, when does it stop needing its creator?

I use fuzz testing to find faults in the logic I own, then use simulation to make failures in the wider system reproducible.

A founder's practical guide to choosing between Solana token accounts, Token-2022, Token Metadata, Metaplex Core, and Bubblegum v2 when $100K is the entire product or protocol launch budget.

A comprehensive analysis of Kiro's pioneering approach to AI-assisted development. We examine how Kiro's spec-driven architecture bridges the gap between 'vibe coding' and production-ready systems through its innovative use of requirements artifacts, event-driven hooks, and task orchestration. This deep dive explores whether Kiro represents the future of enterprise AI development or another iteration in the evolving landscape of coding assistants.

A deep dive into Anthropic's Claude Code. We analyze why this terminal-first agent represents a pivotal moment in AI, deconstructing its technical architecture (like MCP and Hooks), its superior reliability in the face of the "98% problem," and the security risks that come with its power. This isn't just a new tool; it's a new philosophy for building robust and transparent AI.