Agent Context Compression Gateway: A Practical Pattern for Cost, Latency, and Auditability
How to insert a context gateway between retrieval and model execution to shrink token load while preserving decision quality and traceability.
Latest Stories
Stateful API Vulnerability Scanning: How to Connect Detection, Runtime Signals, and Triage
A rollout model for stateful API scanning programs that avoid alert floods and produce actionable remediation queues.
From E2E to Security Signals: Integrating Playwright, ZAP, and Coding Agents in CI
A practical CI design that combines browser automation, DAST scanning, and agent-assisted triage without overwhelming teams.
From Legacy to Agile SASE: A Migration Operating Model for 2026
Cloudflare's legacy-to-agile SASE narrative is useful only when translated into phased migration architecture, service ownership, and measurable outcomes.
Consumer AI and Psychosis Risk: A Safety Operations Framework for Product Teams
Recent legal and media signals around AI-related psychosis demand concrete product safety operations, not just policy statements.
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.
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.
Defense-Tech AI Procurement in 2026: Risk Controls for Fast Contracts
A procurement and engineering control framework for organizations adopting defense-tech AI platforms under accelerated contract timelines.
GitHub Copilot Coding Agent in Actions: Governance Blueprint for Enterprise Rollout
A practical operating model to adopt Copilot coding agent in GitHub Actions with approval policy, blast-radius controls, and measurable quality gates.
GitHub Copilot Agent Approval Bypass: Governance Patterns Before You Enable It
A practical control model for teams evaluating GitHub's new option to skip approvals in Copilot coding agent Actions workflows.
GitHub Paused Runner Version Enforcement: How Platform Teams Should Respond
A pragmatic response plan after GitHub paused minimum version enforcement for self-hosted runners, balancing security hygiene and delivery stability.
From MicroGPT Demos to Production Decisions: Tiny-Model Evaluation Playbook
How to use minimal GPT implementations as a controlled lab for architecture learning, benchmarking, and safe production decisions.
Open Documentation, Hidden Risk: Preventing Secret Exposure in Public Developer Portals
A prevention-first program for stopping admin keys and sensitive tokens from leaking through examples, snippets, and generated docs.
Enterprise RAG Security in 2026: Threat Model, Controls, and Runtime Operations
From prompt injection to data exfiltration, a concrete security architecture for production RAG systems with measurable controls.
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.
Account Abuse Protection in 2026: From Fraud Signals to Product-Safe Operations
A practical operating model for using Cloudflare Account Abuse Protection, trust tiers, and risk-based friction without breaking growth.
AI Impersonation and Fake Tool Sites: Building a Defense Program for 2026
A cross-functional program to detect and contain fake AI tool phishing campaigns targeting employees, developers, and customers.
Defending Against AI Tool Clone Sites: Enterprise Playbook After the Claude Fake-Site Wave
A practical control stack for protecting employees from fake AI service portals and credential theft campaigns.
Cloudflare Account Abuse Protection: A Practical Fraud-Defense Architecture for 2026
How to combine behavioral signals, identity tiers, and response policies to reduce signup and login abuse without hurting conversion.
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.