External tools
Execution tooling is separate
Swarm Signal keeps the analysis layer. Use BoredTools for reusable templates and trackers.
Multi-Agent Systems Need Specs Before More Agents
Multi-agent systems are getting easier to assemble and harder to trust. A new June 2026 paper from Cisco researchers argues that the missing layer is not...
Multimodal Memory Tests Expose the Personal-Agent Gap
Product teams are turning memory into the selling point for personal agents. The hard question is no longer whether they can remember a preference; it is...
Power Grid Agents Need Constraint Tests, Not Chat Scores
A June 2026 power-systems benchmark argues that language-model agents can solve grid-engineering tasks, but the useful signal is narrower: the agent must...
TerminalWorld Makes Agent Benchmarks Harder to Fake
TerminalWorld turns public terminal recordings into validated agent tasks. The signal is not a higher leaderboard score. It is a harder benchmark supply chain.
Agent Tool Menus Are a Safety Surface
New agent benchmarks suggest the visible tool menu is not a neutral implementation detail. It changes success, cost, wrong-tool calls, and risk exposure.
Agent Memory Fails on Relationships, Not Recall
New June 2026 memory benchmarks show why long-running agents fail when facts conflict, evolve, or depend on hidden relationships.
Agent Benchmarking Doesn't Need Every Task
Efficient agent benchmarking points to a cheaper way to compare agents: run the tasks that still separate systems, not every task in the suite.
SMAC-Talk Shows Agent Chat Is Not Coordination
SMAC-Talk adds natural-language communication and deception to StarCraft-style multi-agent evaluation. The result is a useful warning: agent chat can expose coordination failure as easily as it fixes
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.
Healthcare AI Agents Move Beyond Drug Discovery
Healthcare AI agents are moving into admin, triage and prior-authorisation workflows. The real gate is safety, evidence and accountable handoff.