Building a Python Model Router After the September 3 Outage
Claude, OpenAI, and Grok went down together on September 3, 2026. A Python fallback layer that logs cost, latency, and provider would have kept requests moving.
AI Market Guide
Evidence-based AI market signals, coding demand, and practical growth cases for builders.
Practical guides
Building an agentic code reviewer that catches consistency drift before production
Karpathy's agentic engineering thesis applied to a concrete problem: automated quality gates that flag one-off logic, abandoned patterns, and batch inconsistencies.
Turning September's Spec Dump Into a Queryable Table: A Small Build on VicroCode
Launch season floods you with messy vendor specs. Here's how I parse them into SQLite and ship a hosted comparison page — plus where the 'unverified' line sits.
Don't Trust the Spec Sheet: Building a Token-Frugal Agent That Logs Its Own Tool Calls
Meta says Muse Spark 1.3 cuts tool calls ~20% and tokens ~25% (vendor figures, unverified). Here's how I turned that promise into something I could actually measure on VicroCode.
A defensive-builder debrief: wiring a small IOC triage tool after the Aurora disclosure
CloudSEK's Aurora report gave me a concrete reason to build a lightweight IOC triage tool. Here's how I wired the Python parser, the vector store, and the analyst dashboard.