Insights
Founder and builder perspectives on AI tools, thinking patterns, and the new way of working
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The $400M Cleanup Bill: What Unreviewed AI Code Actually Costs
Industry-wide estimates put AI-code cleanup costs between $400M and $4B, with per-team maintenance costs up roughly 300% in 18 months. Here's what that means at your team's scale.
Why Technical Debt Rose 30-41% After Teams Adopted AI Coding Tools
An 8.1-million-pull-request study found technical debt climbing after AI adoption. The cause isn't worse code per line — it's review capacity that never scaled with volume.
The 3.2% Secret-Leak Rate Hiding in AI-Assisted Commits
AI-assisted commits leak credentials at roughly double the baseline GitHub rate. The mechanism isn't a smarter attacker — it's a faster typist with no memory of what it just wrote.
Vibe Coding Was Never the Problem. Skipping Review Was.
Andrej Karpathy's 'vibe coding' term describes a technique, not a defect. The defect is treating AI-generated code as if it doesn't need the review any other code gets.
What the App Store Taught Us That Skill Marketplaces Keep Relearning
Review processes, ranking algorithms, and trust infrastructure — the App Store solved these once. Skill marketplaces are solving them again, with real differences.
The Security Audit Every Skill Marketplace Needs to Run
A practical checklist for marketplace operators, built directly from why 82% of MCP servers failed on path traversal and 67% on code injection.
Building a Skill Once, Shipping It to 20 Different Agents
Cross-agent portability is the skill economy's biggest leverage argument — and its friction points are more specific than the pitch usually admits.
What Makes a Skill Get Reused vs Installed Once and Forgotten
Most skills get installed, run once, and quietly abandoned. The ones that stick share specific, identifiable traits that have nothing to do with cleverness.
Discovery Is Harder Than Creation in a Skill Marketplace
Writing a good SKILL.md file takes an afternoon. Getting the right developer to find it before they build their own version takes much longer.
Trust and Verification: The Bottleneck of Every Skill Marketplace
82% of audited MCP servers are vulnerable to path traversal, 67% to code injection. That's the security backdrop every skill marketplace has to reckon with.
Pricing a Skill: What 70/30 Splits Tell You About the Market
Curated skill marketplaces are converging on a 70/30 creator-platform split. That specific number reveals more about the market than either side admits.
What Skills, Subagents, Hooks, and MCP Are Each Actually For
Four primitives, one confusing acronym soup. A clarifying breakdown of when to reach for a skill versus a subagent, a hook, or an MCP server.