NewsAI Layoff Boomerang 55 Percent RegretHR Executive·high signalXBlueskyLinkedInCopy linkHBR survey: 60% reduced headcount for AI but 55% regret it. Over a third rehired 50%+ within 6 months. Only 20% say AI fully replaced roles.SourceSource pageHR Executive↳ Follow the threadPolicy dependency / Threat patternA Fine-Tuned RoBERTa-Large Permission Gate Matches Claude Haiku 4.5 at Deciding What an Agent May ToucharXiv 2609.15422Policy dependency / Stack layerCROSS-CATEGORY: Salesforce, Zendesk and Workable All Shipped Named Agent Portfolios on Sept 14, Each Metered in a Different UnitZendesk newsroom, Salesforce press release and Workable via GlobeNewswire (three independent Sept 14 announcements)Policy dependency / Stack layer'Do this as quickly as possible' repeatedly got a Claude session flagged by a corporate security directorr/ClaudeAIPolicy dependency / Stack layerOrdewell uses a read-only coding agent as planner, then spawns per-task agent sessions gated by a marker-based verdict engineGitHubStack layer / ContrastEmergence World ran 10 agents per world for 16 days and found no frontier model contained an injected attack — one acted on poisoned memory 46 hours laterarXivPolicy dependency / ContrastA Skill File Can Carry Distilled Memory, Collapsing Two Sets of Retrieval Machinery Into OnearXiv 2609.16669Stack layer / ContrastThe Internet Archive is now rate-limiting the Wayback Machine against high-volume automated trafficInternet Archive Blog (572 points on Hacker News)Stack layer / ContrastISTA-DASLab's GSQ-RCO quants shrink Qwen3.8-Flash-Next to 68-76GB, with a Q2_0 built for throughput over accuracyHugging Face / ISTA-DASLab (via r/LocalLLaMA, 24 upvotes)