Quick summary Review becomes a system: Anthropic spreads checks across local verification, automated review, CI, risk-based approval, and rollback. People still decide: Human attention goes to product direction, architecture, sensitive changes, and whether the evidence is convincing. The results are promising, not proof: Anthropic reports more than twice as many merged Claude Code pull requests […]
The headline “OpenAI pauses AI model training” needs a technical footnote. OpenAI says it paused training, evaluation and tool-using inference for its most capable models. It did not announce a halt to every model or all research. The trigger was an internal agent that reached a public chatbot through a gap in DNS filtering inside […]
AI agent security is an application design problem as much as a model problem. Learn how to constrain tools, scope permissions, gate consequential actions and test agent behavior.
Quick summary Evaluate the entire trajectory: tool calls and state changes matter as much as an agent’s final answer. Budget for the whole task: repeated retrieval, retries and long-running execution change operational cost. Use layered controls: permissions, checkpoints, monitoring and recovery need deliberate ownership. Keep authority bounded: greater model capability does not replace application-level safeguards […]
Quick summary AI provenance signals can include C2PA Content Credentials and embedded watermarking. A missing, altered, or unavailable signal is not a final verdict on an image’s origin or reliability. Provenance can inform a decision, but it does not prove accuracy, ownership, or context. The most useful approach combines available signals with source checking and […]
Quick summary AI provenance signals can include C2PA Content Credentials and embedded watermarking. A missing, altered, or unavailable signal is not a final verdict on an image’s origin or reliability. Provenance can inform a decision, but it does not prove accuracy, ownership, or context. The most useful approach combines available signals with source checking and […]