Early Discoveries of Algorithmist I: Promise of Provable Algorithm Synthesis at Scale
2026-03-25T08:51:55Z•4e12448b0b50ede034e014e0e83ccc6aa7532b7800fd962ed3b4a31b0b4470b8
LLM-safetyLLMsagent-systemsalgorithm-synthesisdata-labelingensemble-promptingmarkup-languagemulti-modal-clone-detectionmulti-tool-agentsprompt-injectionproof-guided-codeprovable-algorithmspublic-procurementreproducibilityscientific-notebooksserverlesssoftware-supply-chaintechnical-debttool-orchestrationvulnerability-propagation
What happened
A collection of recent CS/SE preprints focused on large language models, agent ecosystems, and software engineering quality. Key contributions include: Algorithmist — an LLM-driven agent that synthesizes provable algorithms with proof-guided code generation and found new/improved algorithms and a prior proof bug; SkillClone — a multi-modal clone detector for agent skills showing extensive cloning (258K pairs across 20K skills) and highlighting systemic vulnerability propagation risks across skill derivatives; LLMON — a proposal for an LLM-native markup language to encode structure/semantics (c
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_se
- Record identifier
- 4e12448b0b50ede034e014e0e83ccc6aa7532b7800fd962ed3b4a31b0b4470b8
- Enrichment time
- 2026-03-25T08:51:55Z
- AI-assisted enrichment
- Yes
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