FlashProve Explained: What Model Inference Proofs Actually Check
Understand FlashProve commitments, token coverage and proof policies, and why 110 input tokens per second does not mean verified whole-answer speed.
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Security & Governance
Explore ideas, explanations, and practical perspectives.
OpenAI Decisions API Explained: Why Typed Answers Are Not Permission to Act
Understand OpenAI Decisions: predicate, choice and score, correct JSON fields, threshold tradeoffs, cache billing and application authority.
Two Closure Tests for Citrix NetScaler’s September 2026 Zero-Days
Citrix NetScaler 2026 zero-days: fixed builds, configuration checks and suspected-compromise evidence. Why a patch alone does not close an incident.
GKE Agentic Migration Stops at the Pull Request—Production Proof Starts There
GKE Agentic Migration drafts EKS-to-GKE pull requests. Learn why deployment, runtime validation and production cutover remain team-owned.
What Storm-3168 Proves—and What It Does Not: Azure Permissions Powered a Seven-Minute Destruction Burst
Storm-3168’s Azure attack shows how compromised service principals, broad roles, resource locks, and backup recovery shape cloud risk.
GitHub’s Credential Inventory Is a Relationship Dataset, Not a Breach Meter
GitHub credential inventory improves visibility, but authorization, lifecycle, relationship rows, pagination, and audit evidence must remain separate.
Jev Explained: Faster Typed Decisions for AI Automation—With Governance Still in Control
Jev is TypeSafe AI's early-access decision model. Explore its API, parallel outputs, confidence routing, limits, and governance.
GitHub Actions Adds an Admission Gate; pull_request_target Still Needs a Trust Boundary
GitHub Actions execution protections add an admission gate, but pull_request_target still requires strict trust boundaries and safe checkout.
npm Stage-Only Tokens Add a Human Release Gate—but Remain Write Credentials
npm stage-only tokens require maintainer approval but retain write permissions. Learn the limits, OIDC options, and migration steps.
Google Home MCP Makes Household State and Device Actions Callable—Governance Now Spans the Whole Chain
Google Home MCP connects agents to household data and device actions. Explore its five tools, safety limits, consent, and rollout checks.
