Stateful API Scanning in Production: How to Integrate Findings into SOC Action Loops
A production playbook for operationalizing stateful API vulnerability scanners with ownership, prioritization, and closure metrics.
Priya Sharma
Security and identity systems. Passkeys, privacy, and browser platform changes.
180 articles
Coding Agents Need Open Source Trust Boundaries, Not Blind Speed
Backdoored package incidents show that agent-assisted development requires explicit trust zones, verification gates, and rollback discipline.
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.
From Pattern Updates to Incident Readiness: Operating Secret Scanning as a Continuous Program
A practical operating model for turning monthly secret-scanning pattern updates into measurable risk reduction.
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.
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.
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.
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.
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.
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.
AI Defense Contracting Is Forcing Governance Out of Policy Decks
Recent leadership turbulence around military AI deals highlights why product, legal, and engineering governance must become an operating system, not a PDF.
From Endpoint to Prompt: Why Unified Data Security Is Becoming the New SASE Baseline
Cloudflare One’s latest direction reflects a broader market move: data security must extend into AI prompt surfaces.