Loading today’s stories

Today

AI-assisted reporting, grounded in a per-article claim ledger. Perspective Coverage and Reality Strip separate source viewpoints from evidence, adoption, hype, incentives, and confidence.

Today

Front Page
Today’s Briefing
Newsletters
Trending
For You
Discover
My Stack
Saved
Off Radar
Search

Sections

Security
Build
Invest
Product
Leadership
Science

Company

About
Mission
How this is made
Evidence Index
The desks
The sources we read
Corrections
Press and brand
The daily edition

Trending now

Agentic AI Security
AI-assisted vulnerability research
LLM Evaluation Methodology
AI-Generated Code Security
On-Chain Market Structure
AI IPO valuation
Total addressable market claims
Post-Quantum Cryptography
AI Agent Evaluation
Generative materials discovery

How this is made

Today For You My Stack Off Radar Search

Vulnerability Provenance Tracking — Clarity Today

Topic

Vulnerability Provenance Tracking

Attributing CVEs and code changes to their originating tool or author, including AI-tool fingerprinting in commit metadata.

Current clusters

product1 distinct publisher

AI writes the Dockerfile, and the pipeline is still checking the app code

Two 2026 studies put AI-generated deployment infrastructure at worse than a coin flip, and the gates most CI pipelines run were built for application source, not config.

Publishers:devops.com

Reality

Evidence58
Adoption52
Hype gap+12
Incentives66

Confidence57