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Research2026-07-24 · source-backed
Yakun Wang, Leyang Wang and Song Liu propose a two-sample test built on a zero-flow construction. Two-sample testing is the primitive under production drift detection, and standard nonparametric tests degrade badly as dimension grows. Directly usable in ML monitoring.
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Beyond binary human-vs-machine detection: identifies which specific LLM generated a code snippet. Enables vulnerability triage (which model produced the bug?), licensing audits, and distillation detection. Directly relevant to the Anthropic distillation crackdown. (arXiv 2603....
arXiv 2607.11683 splits GraphRAG into separate entity-extraction and consolidation stages using DBSCAN-backed deduplication, LLM summarization and Leiden community detection instead of a single pass. Meno-Lite-0.1 (7B) exceeds Qwen2.5-32B by +12.5% relative harmonic mean on KG...
Six clients. One manifest. Zero vendor lock. Vercel published Agent Plugins 1.0.0 on August 6, an openly licensed spec that bundles Agent Skills and MCP servers behind a single portable manifest. The shape is deliberately boring: a plugin.json requiring only schemaVersion and...
ArXiv paper 2603.14805 argues the primary bottleneck in scaling agentic development is knowledge architecture — "skills" (composable, governance-aware units encoding institutional knowledge) are the right primitive for agents, not raw docs or in-context retrieval. Directly rel...
Reveals the "iterative refinement paradox": as models iteratively improve code for functional correctness, security properties silently degrade. Introduces counterexample-guided synthesis to maintain security invariants. Directly relevant to anyone using AI code iteration work...
First defense framework that reasons about cross-agent attack propagation rather than single-agent input filtering. Reconstructs semantic flows across multi-agent pipelines, achieving 85.3% F1 on compound indirect prompt injection detection. Directly actionable for anyone buil...
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