automated-debugging

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#automated-debugging

I gave a repair tool exactly one worked example. It inferred the rest and fixed 5/5 bugs in code it had never seen — 4 CPU instructions, zero tokens.[p]

Reddit r/MachineLearning · 2026-08-23

A repair tool that infers fixes from a single worked example and successfully repairs 5 out of 5 bugs in unseen code using only 4 CPU instructions and zero tokens, with exhaustive verification.

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#automated-debugging

SkillForge: Self-Distilling Agents for Project-Specific Issue Resolution

Hugging Face Daily Papers · 2026-08-19 Cached

SkillForge is a self-distilling framework that enhances LLM-based software issue resolution by proactively synthesizing and resolving synthetic repository issues to acquire project-specific knowledge, improving performance over baselines.

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#automated-debugging

Know Before Fix: QA-Driven Repository Knowledge Acquisition for Software Issue Resolution

Hugging Face Daily Papers · 2026-07-13 Cached

ACQUIRE is a QA-driven framework that decouples knowledge acquisition from patch generation for software issue resolution, outperforming pre-repair methods on SWE-bench Verified.

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