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Agents2026-09-03 · source-backed
Git4Data treats the database as a repository and each table as a versioned object, adding SQL extensions for snapshot, branch, diff and merge with explicit conflict policies. Implemented in MatrixOne over immutable object storage and MVCC so operation cost tracks change size rather than dataset size, it beats DoltDB by up to an order of magnitude on BranchBench agentic branching workloads. Agents exploring many candidate states of relational data in parallel need each state isolated and auditable through the same SQL interface used for ordinary work, and source control doesn't scale to that.
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Agents share transport and can call each other's tools but have no way to reconcile a fact phrased two ways (arXiv 2608.16357). Every incoming claim passes a five-outcome procedure (insert, merge, relate, conflict, reject) decided from scoped claim-key identity, embedding simi...
arXiv 2608.05906 keeps a dual-polarity memory of verified corrections and observed dead ends for Text-to-SQL repair: 66.34% to 69.79% on Spider, 47.35% to 48.44% on BIRD. Then the authors say the quiet part: paired analysis supports the Spider gain but is weak on BIRD, MERIT i...
Domain: Agent Security | Difficulty: Beginner Source: Claude Help Center Claude Code's built-in /security-review command runs full codebase security analysis: 1. Update Claude Code: claude update 2. In your project: claude → type /security-review 3. Review findings — each incl...
A controlled study ran five Qwen models over eight cases against a DWSIM simulator, 120 slots per arm, with one instruction as the only difference: request a fresh simulation after a substantive modification. No hard gate. Re-verification happened in 94 of 120 guided slots aga...
CAFE (arXiv 2608.24794) makes corrective feedback an in-trajectory intervention the agent chooses to request, using one shared-parameter model alternating between search-agent and critic roles. Online RL shapes request returns from a prompt-level call-versus-skip success gap;...
arXiv 2608.09902 wraps all 22 boss encounters of Dark Souls: Remastered in a containerized Gymnasium-style benchmark where each step is a real action against the running game. On DSLE-5, an expert system and an evolutionary baseline beat only the tutorial boss (63% and 43% pea...
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