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Skills2026-08-10 · source-backed
AgentChaos (ASE 2026) intercepts the HTTP interface between an agent and its provider and injects crash, omission, and value faults into the content and tool_call fields, with verification that each fault actually fired. Across 65 configurations pass@1 fell up to 50 points, and rankings held across backbones: harness design mattered more than model choice. Existing fault-diagnosis methods scored below 53% on fault type, so assume your system currently can't tell you why it broke.
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Snowflake's HybridDeepResearch supplies 380 tool-dependent tasks grounded in LiveSQLBench-Base-Lite databases plus public web corpora, testing whether an agent preserves constraints while moving evidence between systems. GLM-5.2, Claude Sonnet 4.6 and GPT-5 all cluster around...
Data that contradicts the vibe. That's rare enough to lead with. Dipongkor, Baral, Lam and Moran analyzed 4,882 pull requests from five coding agents in the AIDev dataset (532 Java, 4,350 Python), accepted to ICSME 2026. The findings, in order of how much they should change yo...
Existing omni-modal encoders capture instance-level semantics but lack explicit 3D spatial structure. SceneBind represents each scene as a semantic-spatial entity, pairing a global semantic embedding with object-centric spatial slots. It's aimed at embodied and robotics work t...
It's a benchmark of 56 contract-defined backend tasks, judged only through black-box HTTP tests against an OpenAPI contract, so there's nowhere to hide (arXiv). GPT-5.5, the best model, succeeds on 55.4% under the base oracle and drops to 28.6% under the final hardened oracle....
Existing vulnerability datasets cover human-written code or controlled prompting setups, so nobody could study model-generated code as it actually lands in shipped projects. LLMVul mines AI-assisted development from GitHub across 2022-11-13 to 2026-09-03 using commit metadata...
The Natural Language Interaction Protocol defines a semantic message envelope over HTTP/HTTPS, WebSocket and AMQP, letting NLIP-aware agents and gateways adapt between clients, agents, context stores, ontologies, tools and enterprise services. The paper covers the message mode...
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