AgentsUC Berkeley Agentic AI Risk Management L0-L5 FrameworkUC Berkeley CLTC·high signalXBlueskyLinkedInCopy link67-page framework defining six autonomy levels. Covers unsupervised execution, reward hacking, deceptive alignment, cascading compromises.SourceSource pageUC Berkeley CLTC↳ Follow the threadPolicy dependency / Stack layerCROSS-CATEGORY: Five Vendors in Ten Days Shipped the Same Product — a Gateway That Sits Between Your Apps and Your Agents and Meters ThemHelp Net Security (A10, SelectHub; corroborated by Snowflake's engineering blog, GlobeNewswire/AI-R Aug 10, and harnessrouter.ai)Stack layer / ContrastA 314-page reliability monograph argues coding-agent failures are harness failures, and ships 206 gated practice records to fix themarXiv 2608.13867Stack layer / Threat patternSemantica v0.6.5 Is a Six-Vulnerability Security Release Including a Critical Missing-Auth Gap and Cypher InjectionGitHubStack layer / ContrastWix Took Base44 From Near-Zero to ~60% Gross Margin in Six Months by Shipping Its Own Model — the First App-Builder to Replace Its Frontier VendorWix Q2 2026 press release (corroborated by Seeking Alpha and The SaaS CFO, Aug 11)Policy dependency / Stack layerShow HN: PyScrappy Pairs Self-Healing Scraper Selectors With an MCP Server So Agents Can Re-Target Broken PagesGitHub / Hacker NewsStack layer / Update threadCrEST: let the teacher set the magnitude of the update, not the direction, for multi-turn tool-use agentsarXivPolicy dependency / Follow-up threadVALG routes failed proofs by obstruction type — derivation, structure, or the theorem statement itselfarXivStack layer / Update threadOpenAI Agents SDK 0.21.1 lets Docker sandboxes disable networking entirely and adds run-scoped sandbox working directoriesGitHub (openai/openai-agents-python)