Massive Debian 13 Linux Kernel Security Update Patches 68 Vulnerabilities

Container Image Signing & SLSA Provenance Verification with Sigstore Cosign

Container Image Signing & SLSA Provenance Verification with Sigstore Cosign Supply chain security guide on signing OCI container images keylessly and verifying SLSA build provenance using Sigstore…

• Sigstore Cosign signs container images in CI/CD pipelines without managing private keys.
• Cosign records signed images in public Rekor transparency log for immutable provenance verification.
• Kyverno policies enforce use of signed images in Kubernetes clusters for supply chain security.

23m ago ·dev.to

Why We Parse Industrial Code Instead of Embedding It

Most of the industrial AI you have seen is a retrieval pipeline with a chat box on it. Chunk the manuals, embed them, stuff the top matches into a context window, let the model talk. It demos well.

• Nexus system prioritizes language model as core component
• Parses ladder logic, structured text, AOIs, UDTs, tag databases, device configs
• Benchmarks show zero errors with independent controls engineers

25m ago ·dev.to

What I Learned Stealing Ideas from Matt Pocock’s `.agents` Directory

What I Learned Stealing Ideas from Matt Pocock’s .agents Directory If you’ve spent more than ten minutes on TypeScript Twitter, you know Matt Pocock.

• Matt Pocock's .agents directory teaches importance of context and guardrails for AI agents
• Explicit "do not" lists prevent unwanted changes and break team conventions
• Repository structure includes role definitions, explicit rules, and context injection patterns

28m ago ·dev.to

Robots That Walk and Talk Are Coming To Car Factories

An anonymous reader quotes a report from The New York Times: At a BMW factory in South Carolina, a human-shaped robot with a screen for a face recently stepped from a charging station toward a stack…

• BMW unveils humanoid robot at Spartanburg factory
• Robot demonstrates sluggish, human-like movements
• Humanoid robots aim to revolutionize U.S. manufacturing

33m ago ·hardware.slashdot.org

Stop Wasting Free Model Calls on Trivial Diffs: A Three-Tier Escalation Ladder

A merge request changes one README line. The pipeline still calls a model. It costs tokens. It adds latency. It tells you almost nothing. Sound familiar?

42m ago ·dev.to