Safety & Governance

The hard problems: red teaming, bias, interpretability, alignment, and the governance frameworks that might actually matter. No hand-waving.

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Agent Observability Needs Provenance, Not More Logs

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...

4 min read
Agent Accountability Is Becoming Runtime Infrastructure

Agent Accountability Is Becoming Runtime Infrastructure

Agent accountability is becoming runtime infrastructure: identity, delegated authority, trace logs, approvals and incident reconstruction.

3 min read
Runtime Policy Enforcement for AI Agents: The Guardrails That Need to Execute

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.

10 min read
Consent and Delegation Boundaries for AI Agents

Consent and Delegation Boundaries for AI Agents

AI agent consent needs runtime boundaries: scoped delegation, renewed approvals, clear identity, and audit-ready logs.

5 min read
Agent Data Injection Needs Trust Boundaries, Not Prompt Filters

Agent Data Injection Needs Trust Boundaries, Not Prompt Filters

Agent Data Injection argues that attackers can disguise malicious payloads as data the agent treats as trusted metadata, tool output, resource...

4 min read
Agent Accountability Breaks When the Audit Trail Is Just a Trace

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...

10 min read
The Accountability Gap When AI Agents Act

The Accountability Gap When AI Agents Act

When an AI agent causes harm, who pays? Current law can't answer that clearly.

4 min read
Open Source AI Impact: Who Wins When Models Get Cheap

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.

11 min read
AI Safety Compliance for Startups: The Minimum Viable Checklist

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.

12 min read
Red Teams Found Agents Leak More Than Models

Red Teams Found Agents Leak More Than Models

Red teams found agents are far more vulnerable than standalone models. Mixed attack strategies hit 84.3% success rates. Memory poisoning persists across sessions. Every tool is a potential exfiltration path.

3 min read
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