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Self‑modifying code

3 articles · Page 1 of 1
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 9, 2026 · Artificial Intelligence

Why AI Self‑Improvement Must Begin with Harness Engineering

The article argues that true AI self‑improvement starts not with changing model weights but by engineering a robust outer system—called Harness—that orchestrates tasks, manages context, persists state, and enables agents to reliably modify and evaluate their own execution environment.

AI self‑improvementAgent SystemsHarness Engineering
0 likes · 13 min read
Why AI Self‑Improvement Must Begin with Harness Engineering
AI Engineering
AI Engineering
Jun 11, 2026 · Artificial Intelligence

Can Agents Go Beyond Reporting? They Now Rewrite Code and Submit Their Own PRs

The article explains how AI agents can run overnight tests, automatically detect faulty modules, modify production code, and open pull requests, creating a closed-loop evaluation system that shifts testing from post‑hoc error spotting to proactive code iteration, provided three key prerequisites are met.

AI agentsLLM-as-judgeSelf‑modifying code
0 likes · 7 min read
Can Agents Go Beyond Reporting? They Now Rewrite Code and Submit Their Own PRs