SkillForge Self-Distillation Framework for Repository-Specific Issue Resolution
August 18, 2026
SkillForge proactively acquires project-specific knowledge by synthesizing issues from test-covered core functionality rather than relying on historical repair data. This self-distillation approach reduces test-time exploration costs for agents attempting to resolve software issues within specific codebases.
HOW THIS AFFECTS YOU
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builderYou can reduce the per-issue latency and compute cost of agentic software engineering workflows.
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researcherThis method offers a way to train agents on domain-specific logic without needing labeled historical fix data.