methodology

Template Gives You Consistency, Not Credibility

Per-vertical content a practitioner respects cannot be stamped from one template. Depth at altitude takes serial authoring through an adversarial critique loop.

Ground It or Flag It: Ending Agent Confabulation

The agent failure to fix is not guessing - it is confident, unmarked inference dressed as fact. The cure separates disclosure from verification.

Building a Product's Entire UI in a Two-Day Parallel Agent Sweep

A client portal and an admin console, built in two days by agents working in parallel, each owning one surface, on a shared dual-mode abstraction.

Plan-declared workstreams: every plan ships its own execution topology

Replacing ad-hoc agent coordination with a fenced YAML execution-mode block at the bottom of every approved plan. One gate, plan-internal parallelism.

Validating pattern-matchers against a real corpus, not your imagination

Our v1 reflex hook had zero corpus recall. v2 was corpus-driven from the start. Mine real transcripts before shipping pattern-matching code.

Where We Stand: AI Agent Operations in February 2026

An honest field report on running AI agent teams in production. What the stack looks like, what works, what breaks, and what the data says versus the marketing.

Plan-declared workstreams ship in /auto-build

Reflex primer v1 to v2 in one day after corpus check