CodeQL Models-as-Data Adds Sanitizers and Validators: A Practical AppSec Rollout Plan
How to operationalize new CodeQL sanitizer and validator modeling across large repositories without breaking delivery velocity.
#tooling
57 articles
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.
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.
Enterprise Rollout Guide for Copilot CLI and Agent Skills
How to move from ad hoc AI coding usage to a governed Copilot CLI operating model with measurable delivery impact.
Tiny Web Stacks, Big Reliability: Lessons from Minimalist Developer Platforms
How the resurgence of lightweight web tools can improve performance, resilience, and governance in modern engineering platforms.
GitHub CLI Agent Skills in Production: Governance, Versioning, and Team Rollout
A practical playbook for introducing gh skill-based agent capabilities across enterprise repositories with clear governance and measurable outcomes.
GitHub CLI gh skill and Copilot Governance: A Control Model for Enterprise Teams
A practical governance model to run gh skill and Copilot together with policy tiers, approval boundaries, and measurable reliability metrics.
Copilot CLI Auto Model + gh skill: A Governance Pattern That Scales
How to combine GitHub Copilot CLI auto model selection and gh skill into one controllable enterprise operating model.
Physical Ai Simulation Platform Engineering Playbook 2026: Production Architecture Guide
A publication-ready long-form guide based on today's platform and developer trend signals.
Harness Engineering for Coding Agents: Secure MCP Integration and Observable Execution
A production guide to agent harness design, including isolation boundaries, tool contracts, telemetry, and failure containment.
Signed AI Commits in GitHub: Enterprise Branch Protection without Slowing Delivery
How to adopt signed commits from coding agents while preserving review quality, change control, and release velocity.
Windows Copilot Keyboard and IME Changes: Enterprise Endpoint Rollout Playbook
How endpoint teams can safely roll out keyboard and input-method changes tied to AI workflows in managed Windows fleets.
Agentic DevTools in Production: Governance Patterns from Cursor 3, Copilot CLI, and Enterprise SCIM Rollouts
A practical governance blueprint for organizations scaling AI coding agents without losing security and review quality.
Cursor 3 and the Agent-Centric IDE Shift: A Governance Blueprint for High-Throughput Teams
How to operationalize agent-first coding workflows after Cursor 3: task contracts, review boundaries, telemetry, and secure rollout patterns.
Improved GitHub Issues Search Is GA: Rebuilding Triage Workflows for Signal, Not Noise
How to redesign issue intake, ownership, and backlog health around GitHub’s improved Issues search capabilities.
Agentic Coding at Scale: Governance Patterns for Desktop, CLI, and Plugin Integrations
How engineering organizations can safely adopt autonomous coding workflows across local apps, CLIs, and SaaS integrations.
From Single Assistant to Agent Fleet: Governance Patterns for Copilot CLI at Scale
How engineering organizations can operationalize multi-agent workflows in Copilot CLI without losing quality and control.
GitHub + Runtime Context: Operating Vulnerability Prioritization Beyond CVSS Scores
How platform security teams can combine code scanning, dependency alerts, and runtime exposure signals to fix what matters first.
CodeDB v0.2.53 Deep Dive: How a Trigram-Indexed Search Engine Claims Microsecond Code Lookup
A practical technical analysis of CodeDB v0.2.53, including performance claims, indexing design, security hardening, and realistic adoption criteria.
Coding Agent Leaderboards vs Delivery Reality: How Teams Should Evaluate in 2026
A practical framework to compare coding agents using delivery outcomes, review burden, and production reliability instead of benchmark hype.
Beyond Benchmarks: How to Evaluate Coding Agents in Production Teams
Signals from Hacker News and field reports show why benchmark wins are insufficient; teams need reliability, governance, and workflow-fit metrics.
From Tool Demos to Operations: MCP Template Adoption in DevOps Teams
The rise of MCP templates and agent workflows means teams need operational patterns, not just clever demos.
RISC-V Runners for GitHub Actions: Why Platform Teams Should Pilot Now
Free RISC-V runners for OSS are a signal that multi-architecture CI is becoming a practical baseline.
The Agentic IDE Stack Is Here: Governing OpenAI Mac Apps, Xcode Integrations, and Team Delivery Workflows
A practical operating model for engineering leaders adapting to agentic coding clients across desktop, IDE, and CI surfaces.
GitHub Copilot SDK Public Preview: An Enterprise Integration Playbook
How platform teams can safely productize the new Copilot SDK with policy, observability, and staged rollout controls.
AI Training Opt-out and Repository Policy Ops: Enterprise Controls for 2026
A practical control framework for organizations responding to AI training policy changes in coding platforms.
AI-Generated Code Flood Control: An Enterprise Review Operating Model That Actually Scales
A practical governance and tooling model for handling rising AI-generated PR volume without sacrificing correctness or developer flow.
Swift 6.3 in the Enterprise: Interop, Concurrency, and Migration Playbook for Platform Teams
A practical adoption framework for teams evaluating Swift 6.3 across mobile, backend services, and internal developer tooling.
Local NPU Inference in 2026: Endpoint Strategy for Enterprise LLM Workloads
How to decide which AI workloads should move to on-device NPU execution versus cloud inference, with cost and governance tradeoffs.
From AGENTS.md to Guardrails: Repository Design Patterns Emerging in Japan’s AI Dev Community
A practical synthesis of Japanese community trends around AI-friendly repositories, instruction surfaces, and validation harnesses.
OpenAI Acquiring Astral: What Ruff + uv Consolidation Means for Enterprise Python Delivery
A practical migration and governance framework for platform teams as AI coding and Python toolchains converge around Ruff and uv.
Windows + PowerShell + AI Workflows: Enterprise Change Strategy for 2026
How endpoint and platform teams can modernize Windows operational workflows while adopting AI-assisted automation safely.
GitHub Copilot Auto-Model Visibility: A FinOps and Governance Playbook for 2026
How platform teams can use resolved model-level Copilot usage metrics to control cost, quality, and compliance without slowing developers down.
OpenAI + Astral and the Python Toolchain Shift: A Governance Playbook for Enterprise AI Teams
What Python platform owners should standardize first when Ruff and uv become part of AI coding workflows: build reproducibility, policy controls, and release gates.
Agentic Tooling in 2026: Channels, Session Events, and the New Reliability Baseline
A systems design guide for teams adopting channel-based event injection and long-running agent sessions in production developer workflows.
Copilot Auto Model Selection in JetBrains: Enterprise Control Patterns That Actually Work
Auto model selection can improve coding velocity, but only if organizations pair it with data boundaries, audit trails, and measurable quality guardrails.
Copilot for Students and Enterprise Onboarding: Build a Talent Pipeline, Not a Tool Trial
How engineering orgs can use student familiarity with AI coding tools to redesign onboarding, mentorship, and governance from day one.
Copilot Auto Model Selection in JetBrains: Governance Before Convenience
Auto model selection improves developer flow, but teams need policy, observability, and exception controls before broad rollout.
GitHub REST API 2026-03-10: A Migration Playbook for Stable Integrations
How platform teams should adopt the new GitHub REST API version with compatibility testing, endpoint inventorying, and rollout guardrails.
Vite 8 Upgrade Strategy for Enterprise Frontends: Baseline, Risks, and Rollout
How to migrate large frontend portfolios to Vite 8 with compatibility testing, plugin audits, and safe release waves.
Chrome on ARM64 Linux: What It Changes for Enterprise Developer Platforms
Readiness checklist for security, testing, and toolchain parity as ARM64 Linux browser support matures.
Designing Safe Delegation Loops with Copilot Agentic Capabilities in JetBrains IDEs
A practical operating model for teams adopting GitHub Copilot’s expanded agentic features in JetBrains without losing code ownership.
GitHub CLI Copilot Review as a Team Control Plane in 2026
A practical operating model for turning GitHub CLI-triggered Copilot review into auditable, low-noise engineering governance.
Operational Governance for Copilot Agent Mode in JetBrains Teams
How to deploy agentic coding capabilities in JetBrains IDEs with task boundaries, approval layers, and measurable reliability.
CodeQL and Java 26 Adoption: How to Upgrade Without Weakening Security Gates
A migration strategy for teams adopting Java 26 while maintaining reliable CodeQL coverage and CI confidence.
Copilot Code Review from CLI: Governance Patterns for High-Velocity Teams
How to operationalize GitHub CLI-triggered Copilot reviews with policy routing, quality gates, and measurable delivery outcomes.
Dependabot + Pre-commit Hooks: A Safe Adoption Blueprint for Enterprise Repositories
How to introduce Dependabot pre-commit support without creating CI noise, broken branches, or policy drift.
From Autocomplete to Workflow Copilot: Designing for JetBrains Agentic Upgrades
A practical operating model for teams adopting new GitHub Copilot agentic capabilities in JetBrains IDEs.
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.
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.
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.
Copilot Session Governance and Jira Flow: The 2026 Operating Model
How teams combine model routing, session filters, PR comment controls, and Jira-linked coding agents without losing auditability.
From Figma MCP to Production UI: A Design-to-Code Operating Model
A practical framework for turning MCP-powered design layer generation into reliable frontend delivery.
Figma MCP Layer Generation in VS Code: How to Ship Faster Without Losing UI Governance
A practical operating model for teams adopting Figma MCP server layer generation in production frontend workflows.
Agentic Devtools Hit the Mainstream in 2026
IDE workflows are rapidly shifting from autocomplete to autonomous task execution and design-to-code collaboration.
GitHub Copilot GPT-5.4 and the Rise of Agent Governance in IDEs
Why the latest Copilot model upgrades and session controls matter for enterprise coding workflows.
Figma MCP, Ticket-Driven AI Dev, and the New Design-to-Code Operating Model
Signals from GitHub Changelog and community practices suggest a major process redesign in product engineering teams.