From Figma MCP to Production: Delivery Contracts for Design-to-Code
A contract-first operating model for teams using Figma MCP generated layers directly inside engineering workflows.
Latest Stories
GitHub Copilot GPT-5.4 Rollout Playbook for Enterprise Teams
How to introduce GPT-5.4 in Copilot without breaking review quality, security controls, or delivery predictability.
Model Routing in PR Comments: A Governance Pattern for Faster Reviews
Using model selection in pull-request comments to align review depth, cost, and risk with change criticality.
AI Agents in Scrum: An Operating Model That Improves Throughput Without Gaming Metrics
How to integrate coding and documentation agents into sprint execution while preserving accountability, quality, and team learning.
Browser-Native AI Translation and Enterprise Content Ops
How built-in browser translation AI changes multilingual publishing pipelines, QA strategy, and compliance review.
CI-Native Agent Evaluation with SWE-CI: From Demo Wins to Maintenance Reality
How to use CI-grounded benchmarks and internal scorecards to evaluate coding agents on real maintenance work.
From Ticket to Merge: Operating GitHub Copilot + Jira Coding Agents Safely
A practical operating model for teams adopting Copilot coding agents, Jira integration, and model selection in pull requests.
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.
Defense AI Procurement Pressure: A Startup Playbook for Trust and Execution
How AI startups can engage defense and regulated public-sector buyers without losing product focus or governance discipline.
Endpoint-to-Prompt Security: Designing Data Protection for Enterprise GenAI
How to implement unified data controls from endpoint posture to prompt-time policy enforcement in enterprise AI workflows.
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.
Hardware-Aware LLM Selection: Turning Model Choice Into an SRE Discipline
Why teams need reproducible model-to-hardware routing policies as local inference and heterogeneous fleets expand.
IP Overlap Is the New Normal: Return Routing Patterns for Modern SASE
How to design resilient SASE client routing when enterprises collide on private address space and split-tunnel assumptions break.
An OSS Maintainer Playbook for AI-Generated Pull Requests
How maintainers can accept useful AI-assisted contributions while protecting project quality, trust, and reviewer capacity.
Prompt Injection Red Teaming for Coding Agents: A Practical Playbook
How engineering teams can test whether coding assistants leak secrets, follow poisoned instructions, or break trust boundaries.
Secure Coding Agent Rollout: Prompt-Injection Controls That Actually Work
A deployment blueprint for protecting secrets, repositories, and review workflows when adopting coding agents at scale.
Sovereign AI Procurement in 2026: Building an Evaluation Stack Before Rollout
A practical framework for governments and regulated enterprises evaluating domestic AI models for broad internal deployment.
Prompt Injection and Secret Exposure in Coding Agents: A Practical Defense Playbook
Recent community experiments underscore an urgent reality: agentic coding workflows need explicit secret and context boundaries.
Agentic Devtools Hit the Mainstream in 2026
IDE workflows are rapidly shifting from autocomplete to autonomous task execution and design-to-code collaboration.