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Methodology·May 08, 2026·7 min
Operationalize Every Fix: Turning 1 ESM Bug Into an 8-File Regression Test
The patch is the down payment. The sweep is the principal. Pay both.
Methodology·May 08, 2026·9 min
18 Opus Workers, 4 Waves, $10: A Parallel-Agent Audit Pattern
How to audit 39 agents and 100 markdown files in 3 hours for $10. The trick is non-overlapping domains.
Methodology·Apr 29, 2026·7 min
Multi-Agent AI Systems: What You Need to Know to Get Started
I run 36 agents. Getting there required understanding the core patterns first. Here's the mental model that makes multi-agent systems click — what they are, when to use them, and how to start.
Methodology·Apr 29, 2026·6 min
7 Prompt Techniques That Actually Work (After Thousands of Hours)
Most people treat AI prompts like search queries. After thousands of hours building production agents, here are the 7 techniques that consistently move the needle.
Methodology·Apr 26, 2026·8 min
The 7 Golden Rules of Claude Code
Non-coder operating 36 agents built these rules from 18 months of production failures. Not theory. The exact patterns that separate sessions that ship from sessions that spiral.
Methodology·Apr 24, 2026·6 min
AI Agent Autonomy Tiers: When to Auto-Approve, When to Wait
4 tiers. 36 agents. A document that keeps them from breaking things they can't fix. What agents can do alone, what needs a human, and what's off-limits entirely.
Methodology·Apr 23, 2026·8 min
Quick / Deep / SaaS / Overnight: How I Pick a Build Type Before Touching Code
The decision that happens before any code runs. 4 build types, 4 checklists, 4 model choices. The wrong pick costs days. The right pick costs minutes.
Methodology·Apr 22, 2026·5 min
Killing AI Info Paralysis with a 3-Tier Reasoning System
500+ skills. 50+ plugins. Where do you click? The system that reads your project and returns one starred next step — no round-robin, no hedging.
Methodology·Apr 18, 2026·6 min
The Iron Law of Debugging: No Fix Without Confirmed Root Cause
Every premature fix is a guess. Here's the investigation-first protocol — with the exact prompts, hypothesis-test loop, and operationalization steps — that eliminates repeat bugs.