Your AI Harness Is Hand-Crafted. That's the Problem.

Your AI Harness Is Hand-Crafted. That's the Problem.

Stanford’s Meta-Harness paper argues that optimizing the code around the model matters more than optimizing the model itself. I applied it to my Claude Code setup and got the first real numbers: 3,723 tokens always in context, with no evidence they’re the right ones.

March 31, 2026 · 10 min · Maroffo
The Missing Step: What a Colleague's Hint Taught Me About AI-Driven Planning

The Missing Step: What a Colleague's Hint Taught Me About AI-Driven Planning

Structured requirements, deviation rules, and the art of selective theft: five concepts borrowed from GSD, twenty rejected.

February 19, 2026 · 10 min · Maroffo
When Your AI Skills Library Gets Too Smart for Its Own Context Window

When Your AI Skills Library Gets Too Smart for Its Own Context Window

From token optimization to an orchestrated development workflow with Claude Code: teaching an AI your patterns is only part of the problem.

February 12, 2026 · 13 min · Maroffo
From Skills to Shipping: Building with Claude as a Pair Programmer

From Skills to Shipping: Building with Claude as a Pair Programmer

Another chapter in our automation journey at Wishew, where we bridge the gap between project management and development workflows, and discover what happens when your AI pair programmer actually knows your patterns.

November 30, 2025 · 13 min · Maroffo
Building a Smart ECS Deployment Notifier with AWS Lambda, GitLab, and Slack

Building a Smart ECS Deployment Notifier with AWS Lambda, GitLab, and Slack

How we built automated Slack notifications for ECS deployments with smart commit filtering, SSM state tracking, and Terraform IaC at Wishew.

October 3, 2025 · 5 min · Maroffo