Safety & Governance
The hard problems: red teaming, bias, interpretability, alignment, and the governance frameworks that might actually matter. No hand-waving.
Deep Dives and Frameworks
Implementation playbooks, operator patterns, and durable analysis.
Signals, Maps, and Watch Lists
Production-oriented analysis, benchmarks, and market/system intelligence.
External tools
Execution tooling is separate
Swarm Signal keeps the analysis layer. Use BoredTools for reusable production templates and trackers.
Agent Sandboxes Need Egress Budgets, Not Trust Prompts
The live risk in agent security is shifting from "will the model say something unsafe?" to "what can the harness actually touch after the model decides?"...
Agent Observability Needs Provenance, Not More Logs
Agent observability is drifting toward a familiar trap: capture every trace, then ask an engineer to work out why the agent did the wrong thing. A June...
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.
Agent Accountability Is Becoming Runtime Infrastructure
Agent accountability is becoming runtime infrastructure: identity, delegated authority, trace logs, approvals and incident reconstruction.
Runtime Policy Enforcement for AI Agents: The Guardrails That Need to Execute
A practical guide to enforcing agent policy at runtime, before tools execute and business actions become incidents.
Consent and Delegation Boundaries for AI Agents
AI agent consent needs runtime boundaries: scoped delegation, renewed approvals, clear identity, and audit-ready logs.
Agent Accountability Breaks When the Audit Trail Is Just a Trace
The EU AI Act's Article 12 now says high-risk AI systems must automatically record events across the system lifetime. Microsoft, in parallel, is migrating...
The Accountability Gap When AI Agents Act
When an AI agent causes harm, who pays? Current law can't answer that clearly.
Open Source AI Impact: Who Wins When Models Get Cheap
Open source AI used to be the cheaper substitute. In 2026, that is too small.
AI Safety Compliance for Startups: The Minimum Viable Checklist
The EU AI Act went live. Colorado enforces algorithmic fairness. Enterprise buyers demand AI governance documentation. Here's the minimum viable compliance stack that satisfies current regulations without draining your runway.