Self-improving agent grows its own DSL to answer exactly with no reward, judge, or answer key; Oracle-free operator induction for exact question answering.
Read original on arXiv cs.AI ↗arXiv:2610.20809v1 Announce Type: new Abstract: A self-improving agent has to decide which new skills to keep, and in practice it keeps whatever earns a high reward, convinces a judge model, or compresses its...
Original headline: "A Self-Improving Agent that Grows its Own DSL: Oracle-Free Operator Induction for Exact Question Answering"
Timeline
- October 17, 2026 A Self-Improving Agent that Grows its Own DSL: Oracle-Free Operator Induction for Exact Question Answering arXiv cs.AI