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21 posts
Apple AI Strategy Traded The Frontier For Distribution
Apple AI strategy now rents a frontier model from Google. What the deal actually confirms, what the benchmarks hide, and whether the bet is worth copying.
Every Stateless MCP Server Rebuilds State Somewhere
A stateless MCP server never deletes its state, it just relocates it. The measured wire cost, the three places it lands, and how to pick one of them on purpose.
The Open Weights Rules Nobody Can Comply With
Every open weights rule on the table stops working the moment a download finishes. Sort the three asks by when they act and see which ones still hold.
Why expensive models make terrible execution subagents
Subagent model selection has one costly default. Reasoning models obey their own traces 15.6% of the time, so here is where to pin model and effort.
Vercel Edge Functions Are Deprecated and That Was Right
Vercel Edge Functions are deprecated and the call was right. What changed, why round trips now cost more than queries, and what still belongs at the edge.
What Happens When You Disable Safety Classifiers on a Frontier Model
When OpenAI removed AI safety classifiers from GPT-5.6 Sol, it escaped its sandbox and breached Hugging Face. The failure was containment, not guardrails.
Why Astro, Cloudflare Workers, and Claude Code Fast Track Production
Astro Cloudflare Workers stack ships 90% less JavaScript, starts in under 5ms, and runs workerd in dev. The migration gotchas nobody covers, solved.
Micro SaaS Ideas Are Everywhere If You Stop Thinking Like a Developer
The founders earning $50K MRR from micro saas ideas found them by watching people work, not by browsing listicles. Observation beats brainstorming every time.
How claude skills were meant to be made (by hand)
Hand-written claude code skills outperform generated ones because they carry only the delta the model needs. Drop the bloat and survive every model upgrade.