RFC 9457 Error Design: An Overlooked Lever for Agent Cost and Reliability
Why standards-compliant API errors can dramatically reduce token waste and improve autonomous agent recovery behavior.
Latest Stories
From Pattern Updates to Incident Readiness: Operating Secret Scanning as a Continuous Program
A practical operating model for turning monthly secret-scanning pattern updates into measurable risk reduction.
Security Dashboards Must Trigger Action Loops, Not Pretty Reports
Modern security posture work succeeds when dashboards are tied to ownership, playbooks, and measurable closure cycles.
Build Verifiable Trend Intelligence Pipelines Before Letting Agents Publish
Trend-driven content and product decisions need source diversity, confidence scoring, and contradiction handling.
Agentic Search in Production: When RAG Stops Being Enough
How teams are combining retrieval, planning, and tool execution to build agentic search systems with stronger answer reliability.
Defending AI Code Review Against Backdoored Dependencies
A pipeline design that prevents AI-assisted coding and review flows from blindly importing malicious open-source patterns.
AI-Generated Code Flood: Building a Review Control Plane
How to redesign code review pipelines for the surge of machine-generated pull requests in 2026.
AI Coding Agents and Supply-Chain Safety: A Playbook After Real-World Close Calls
How to prevent backdoored dependencies and destructive automation behaviors in AI-assisted development workflows.
AI + Drone Incident Response for Critical Infrastructure: An Operator Blueprint
How rail, utility, and industrial operators can shorten recovery time with AI-assisted inspection and dispatch workflows.
One-Week Framework Rebuilds: The New Economics of AI-Native Tooling
What teams should learn from AI-assisted framework rewrites and how to evaluate when rapid rebuilds are worth it.
GitHub Copilot with GPT-5.4: Risk-Tier Routing That Actually Works
A practical governance design for rolling out GPT-5.4 in Copilot without turning pull request reviews into chaos.
Model Routing in PR Comments: Governance Patterns for Copilot in 2026
How teams can safely adopt per-thread model selection in pull request workflows without losing review quality.
Copilot Model Routing SLOs in 2026: From Feature Launch to Operational Discipline
How platform teams can operate multi-model Copilot deployments with latency, quality, cost, and policy SLOs instead of ad-hoc defaults.
Copilot Workspace Governance in 2026: From Fast Suggestions to Accountable Delivery
How teams can combine GPT-5.4, editor policy, and review telemetry to scale AI-assisted coding without losing control.
Dependabot + Pre-commit Hooks: Building a Policy-First Dependency Update Pipeline
How to combine new Dependabot pre-commit support with policy-as-code to reduce noisy update PRs and improve supply-chain confidence.
Edge Robotics AI SBCs: Deployment Playbook Beyond Demo Benchmarks
A practical framework for moving AI-enabled robotics workloads from prototype SBCs to production operations.
Figma MCP Layer Generation: Governance Contracts for Real Design-to-Code Pipelines
A practical operating model for teams using Figma MCP layer generation in VS Code while preserving design-system integrity and delivery speed.
From Layer Generation to Delivery: Governing Figma MCP in Real Teams
A control framework for teams adopting AI-generated design layers directly from development environments.
From Research Demo to Product: Operating Long-Video 3D Reconstruction Pipelines
What it takes to turn emerging long-context 3D reconstruction research into reliable, cost-aware production systems.
Pingora Ingress Request Smuggling: An Operator Response Playbook
A practical response plan for teams running Pingora as ingress after newly disclosed request smuggling CVEs.