From Demo Bots to Production Agents: Sandbox and Harness Controls in the 2026 SDK Era
A practical architecture for deploying long-horizon enterprise agents with isolation, tool boundaries, and measurable reliability.
Latest Stories
From Pilot to Production: Enterprise AI Agent Control Towers for Cost, Risk, and Throughput
A concrete blueprint for scaling AI agents across business units with FinOps guardrails and measurable operational accountability.
GitHub Actions 2026 Security Lanes: Dependency Locking, Egress Firewalls, and OIDC Claim Design
How to operationalize the new GitHub Actions security direction with policy lanes, staged enforcement, and measurable rollout outcomes.
GitHub Copilot Autopilot in Production: Governance Patterns for Autonomous PR Work
How platform teams can adopt Copilot Autopilot and auto model routing while preserving review quality, cost control, and auditability.
Copilot CLI Auto Model and gh skill: A Practical Governance Pattern for Enterprise AI Development
How to combine auto model routing and skill supply-chain controls to scale coding agents without losing auditability.
GitHub Copilot Cloud Agent in Production: Policy Lanes, Custom Properties, and Incident-Safe Rollout
A practical operating model for enabling Copilot cloud agent by repository class while preserving auditability and incident control.
Inference Reliability in 2026: Vendor Verification, Multi-Provider Routing, and SLO-Aware Fallbacks
How teams should verify model provider claims and design resilient routing across heterogeneous inference backends.
Memory Supply Shock and AI Infrastructure: Capacity Planning Under DRAM Constraints
How platform teams should redesign capacity, architecture, and procurement playbooks as memory bottlenecks reshape AI economics.
Claude Design + Canva Integration: Operating Model for AI-First Creative Production
How product, brand, and engineering teams can turn generative design tools into a governed delivery pipeline.
Secure-by-Default AI Delivery: OIDC, Code Scanning Issue Flows, and Dependency Trust Boundaries
A concrete pipeline design that combines OIDC-based package access, code scanning triage, and supply-chain containment.
Thunderbolt 5 Storage for Local AI Workstations: Throughput, Cost, and Team Workflow
A practical design guide for using multi-SSD Thunderbolt 5 enclosures in local AI and media engineering workflows.
Windows 11 May 2026 Reliability Update: Enterprise Rollout Blueprint with AI Surface Controls
A practical deployment strategy for Windows core reliability updates while controlling AI-feature drift and endpoint risk.
Cerebras IPO Signal: Rewrite AI Capacity Planning Beyond Single-Accelerator Assumptions
What AI chip market shifts mean for enterprise procurement, architecture portability, and model-serving strategy.
AI PC Reality Check: A Governance Playbook for Local Model Adoption
How enterprises should evaluate NPU-enabled local AI workflows, security boundaries, and hybrid fallback strategies.
Claude Design for Enterprises: Turning Prototype Velocity into Delivery Discipline
A DesignOps and engineering governance framework for teams adopting Claude Design and similar design-to-code tools.
Cloudflare Agent Runtime in Production: SLO and Governance Design for 2026
A practical operating model for shipping session-aware agents on Cloudflare with reliability targets, policy controls, and cost boundaries.
Cloudflare Agents Week Playbook: Control Plane Patterns for Safe, Fast Agent Operations
A practical architecture guide for using Dynamic Workers, Durable Objects, and zero-trust egress controls in production agent platforms.
Cloudflare Unweight and Shared Dictionaries: A Practical Playbook for Agent Inference Economics
How platform teams can turn Cloudflare’s latest inference and compression announcements into measurable latency and cost improvements.
Copilot CLI Auto Model in Production: Change Governance Before Cost Drift Starts
A governance-first operating model for rolling out GitHub Copilot CLI auto model selection in enterprise engineering teams.
From Prompt Tweaks to Eval Loops: Operating Copilot and Coding Agents with Evidence
How to run coding agents safely in teams using scenario-based evaluations, policy budgets, and release rings.