Open Source Coding Agents in Production: Governance Before Scale
Interest in open coding agents is surging, but enterprise adoption needs explicit control planes, verification loops, and human accountability.
Sarah Kim
Backend systems engineer focused on performance, reliability, and WebAssembly.
62 articles
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.
Cloudflare Workers AI + Agent Primitives: An Enterprise Playbook for Fast, Governed Delivery
How to move from demos to production with Workers AI, Durable Objects, Workflows, and secure execution boundaries.
44TB HDD Era: Re-Designing AI Data Lifecycle and Cold-Tier Architecture
How larger-capacity drives change backup design, retrieval economics, and governance for AI-heavy data platforms.
Context Gateways for Enterprise Agents: Designing the Memory Control Plane
As context gateways gain attention, platform teams need a secure architecture for agent memory, retrieval policies, and auditable grounding.
REST API Version 2026-03-10: How to Institutionalize Safe Upgrade Cycles
A practical migration pattern for adopting new GitHub REST API versions with contract tests, deprecation budgets, and phased 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.
After Google Closes Wiz: A Practical Integration Blueprint for Cloud and Security Teams
How platform teams should integrate cloud-native risk visibility and AI-era security workflows after Google’s Wiz acquisition closes.
RFC 9457 Error Contracts as a Cost Control Layer for AI Agents
Using structured API errors to cut retry storms, reduce agent token burn, and improve reliability in tool-using AI systems.
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.
Secret Scanning Pattern Updates: Turning Signature Releases into an Operations Loop
How to convert monthly secret scanning pattern updates into measurable exposure reduction and faster response.
Build Verifiable Trend Intelligence Pipelines Before Letting Agents Publish
Trend-driven content and product decisions need source diversity, confidence scoring, and contradiction handling.
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.
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.
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.
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.