#Verifier

Systems that generate GPU kernels with language models report high correctness rates. Those rates come from a single loose test: run the kernel on a few random inputs at one fixed shape and accept it if the output is close to a reference.…

AI agents follow setup guides through HTML, PDFs, and terminal output — surfaces that can hide instructions from you but not from the model. GuideCheck is an open standard that makes the whole instruction surface reviewable before the agent acts.

Implementing OAuth2 with grant types, token handling, PKCE, and security best practices.

From Dev.to - productivity: The Memory Integrity Paradox: Why Your AI Agent is "Forgetting" the Right Things

Swarm Orchestrator v8.0.1 ships a falsifier subsystem that gets a chance to break every AI-generated patch before it merges. Here's how it works.

You have a list of addresses. Maybe they came from a signup form, a partner CRM, an enrichment run,...

I have been building coding agents for the last several months and watching every component I added...

Signing a skill proves it left your hands intact. But a signature no one checks is a statement no one...

From Dev Community: Google OAuth 2.0 PKCE flow in a React/Next.js app — no backend, no client secret

The eight checks every production JWT verifier must do, what each one prevents, and structured error codes for each failure mode. A reference doc for backend and identity teams.

If you're using OAuth 2.0 to secure your API — that's great. But if you're NOT using PKCE with it,...

After SBOM and Cosign comes Provenance. Issue SLSA Build L3 provenance with slsa-github-generator and verify it with slsa-verifier, end to end on real machines.

Beyond Smart Contracts: The Infrastructure Trap The recent $292M KelpDAO exploit (April 2026) was a...