ToolPrivacyBench Exposes Purpose Drift
ToolPrivacyBench turns agent privacy into a tool-call audit: when a workflow succeeds, did each tool receive only the private facts it needed? The June...
Swarm Signal - AI Research for People Who Build
Technical AI research, explained clearly for researchers, builders, and anyone trying to understand what actually matters.
IFCMemoryBench Finds the Missing Project Facts
IFCMemoryBench turns agent memory into an engineering test: can a building-information assistant remember project facts from earlier sessions and combine...
Tool Agents Need Taint Boundaries, Not Bigger Scopes
APPA landed on arXiv on 27 July 2026 with a blunt result for tool-agent security: permission prompts are too late once poisoned or confidential data has...
Chip-Design Agents Need Token ROI, Not Demo Flows
FluxBench landed on arXiv on 20 July 2026 with a useful warning for chip-design teams: two agents can start from the same foundation model and still...
Agent Bias Is Not Model Bias
Agent bias now comes from memory, tools and delegation, not just model outputs. Fairness checks need to inspect the full agent run.
Cyber Agents Need Triage Custody, Not Higher Exploit Scores
Microsoft's 27 July 2026 MAI-Cyber-1-Flash announcement is a useful signal for agentic security: the product claim is not one smarter model, but a...
Industrial Agents Hit the Factory Floor
Industrial agents are reaching factories through maintenance, data governance and OT workflows. Rollout depends on integration and safety boundaries.
Terminal Agents Need Progress Curves, Not Victory Screens
Long-Horizon-Terminal-Bench landed on arXiv in July 2026 with an awkward result for terminal-agent buyers: even the strongest tested model still failed...
Agent Observability Is Escaping the Dashboard
Agent observability is moving from vendor dashboards into trace contracts that make every model call, tool call, handoff, guardrail, and evaluator step inspectable.
Agent Security Needs Owners, Not More Threat Lists
Security and Privacy in Agentic AI landed on arXiv on 7 July 2026 with a useful warning: agentic risk is now too operational for taxonomy work alone...
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