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tappers11m ago · 12 min read

Stop Your Coding Agent From Stepping on the Same Rake Twice: Cold-Start Exploration vs. a 5-Item MEMORY.md

💡 AI Labo Benchmark Series — Experiment E20 (Ranked #1 out of 41 Patterns) This post is part of our empirical benchmark series testing AI coding agent harness patterns inside network-isolated Proxmox

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tappers16m ago · 21 min read

I Benchmarked 41 AI Agent Harness Patterns in Isolated VMs: How to Cut Tokens by 90% Without Losing Accuracy

💡 Living Benchmark Index (Last Updated: October 31, 2026 | Verified in Isolated Sandbox VMs: 41 Patterns) Across X/Twitter, Hacker News, and engineering blogs from OpenAI, Anthropic, Google, Martin F

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sung woon choOct 8 · 13 min read

Designing a QA Harness for AI: From Business Understanding to Verifiable Results

1. The Question That Started the Project In November 2025, I documented an idea: could AI automate the repetitive work involved in testing a web application? Whenever a feature changed, someone had to

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Emre ErtugrulSep 24 · 7 min read

Overseeing software delivery with Jev

In the agentic workflow world of Coro, every job, every task is a series of workflow steps, each handled by specialized agents one after the other, mimicking a real world software developer process. T

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Iresh SharmaSep 10 · 9 min read

Trimming the Fat, Not the Signal

Most writing about coding agents focuses on the loop: call the model, run its tools, feed results back, repeat. codeloom.engine's loop is deliberately unremarkable — an OpenAI-style tool-calling loop

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Emre ErtugrulAug 28 · 8 min read

Self improving harness - Part 1: Team intelligence

In my previous post in this series, I talked about agents, workflows, execution and intelligence - the building blocks of a plug and play agentic workflow harness that handles software delivery lifecy

horizon-lab.hashnode.dev

Ganesh Rama HegdeAug 15 · 55 min read

The Inbox Operations Agent

Assume that we are helping a small company with a digital tool to manage their emails. Some of them are benign, some contain important invoices, some have advertisements and some are dangerous. This d

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Tech With RJJul 15 · 16 min read

How I Used Harness Engineering to Make Our Company AI-Native

Most companies say they want to "adopt AI". In practice this usually means a chatbot bolted onto a website. Meanwhile, engineers using AI coding tools hit the opposite wall. The AI writes code fast, b

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Tonik MappJul 3 · 2 min read

AI Operating Systems: The Next Force Multiplier

Every generation is lucky enough to experience a major technology evolution. For one generation, it was the personal computer. For another, it was the internet. The latest one is AI. Each evolution fe

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Vinay ChaudhariJun 30 · 40 min read

Beyond Prompt Engineering: What It Actually Takes to Build AI Systems in Production

Most people who call themselves "AI engineers" in 2026 can write a great prompt. Fewer of them can explain why their p99 latency spikes under load, why their RAG pipeline confidently cites the wrong d

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