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.
Latest Stories
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.
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 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 Request Smuggling: A Hardening Runbook for Ingress Teams
How to respond to parser-level request smuggling issues in modern reverse proxies without breaking production traffic.
Pingora Ingress Request Smuggling: An Operator Response Playbook
A practical response plan for teams running Pingora as ingress after newly disclosed request smuggling CVEs.
Beyond the Patch: Defense-in-Depth After Pingora Request Smuggling Alerts
A practical operations playbook for combining parser hardening, stateful API scanning, and incident telemetry.
Stateful API Scanning in 2026: Connecting Discovery, Runtime Signals, and Response
A production blueprint for combining stateful API scanning with runtime telemetry to reduce blind spots in modern API security programs.
Stateful API Scanning: Connecting CI Findings to Production Reality
How to deploy stateful API vulnerability scanning without drowning teams in duplicate, low-context alerts.
Running Scrum with AI Agents in 2026: Delivery Governance That Actually Works
A practical framework for integrating coding agents into Scrum without losing ownership, estimation quality, or review accountability.
Backdoored OSS and Agentic Development: A Defensive Operating Model
Practical controls to reduce supply-chain risk when coding agents ingest third-party repositories and snippets.
Data Security in the Prompt Era: A Practical Cloud-to-Endpoint Architecture
How to redesign enterprise security controls when data now flows from endpoints to AI prompts across cloud services.
GitHub Copilot with GPT-5.4: An Enterprise Rollout Governance Playbook
How engineering leaders can safely scale GPT-5.4-powered Copilot with policy controls, metrics, and review discipline.
Dynamic Path MTU + QUIC: A Reliability Playbook for Enterprise SASE Clients
How network and platform teams can reduce silent packet loss and improve remote user experience with adaptive MTU and QUIC-first transport.
From Prompt to Pixels: Operating Design-Engineering Workflows with Figma MCP
A practical operating model for teams adopting MCP-driven UI layer generation from code editors into production design systems.