From Concentration to Differentiation and Back: Routing Effective Rank in MoE Reasoning Cohorts

Working: Multi-Tenant Agent Isolation Failures: When One User's Context Bleeds Into Another's

Multi-Tenant Agent Isolation Failures: When One User's Context Bleeds Into Another's On March 20, 2023, a race condition in a Redis client library caused ChatGPT to return data across user boundaries.

• Multi-tenant agent isolation failures occurred on March 20, 2023
• Race condition in Redis client library leaked user context into others
• Cryptographic namespace segregation per tenant required for mitigation

2026-09-06 ·dev.to

Building Trustworthy Graph-Agentic RAG for Social Good: Architectures, Failure Propagation, and Assurance by Construction

Graph-agentic retrieval-augmented generation combines structured evidence with adaptive controllers that can plan retrieval, traverse relations, verify intermediate claims, delegate subtasks, and use…

2026-09-06 ·arxiv.org

When Your Benchmark Finally Tells the Truth

Update — v0.1.0 released. CauterRule is now live on GitHub and PyPI . It turns repeated agent failures into permanent standing rules — extract a candidate rule from a failure trajectory, replay-test…

• CauterRule tool converts agent failures into permanent rules
• Initial benchmark measured parser fragility, labeled as model quality
• Fixed parser, prompt, result-reset, and timestamp issues improved benchmark

2026-09-06 ·dev.to