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Recent posts tagged verification

Level UI • 21 hours • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
7 Reactions 7 Comments
Alex • Aug 31 • in Articles • 13 min read
The Expert Authenticated His Own Prediction: Bredius, van Meegeren, and Theory-Laden Seeing
The forger did not defeat the expert. He fulfilled him. In 1892, the director of the Mauritshuis examined a canvas called Diana and her Nymphs and decided it was probably not by Johannes Vermeer of Delft. Abraham Bredius was the most formidable Ve...
  • verification
  • ai
  • testing
  • data
1 Reactions 2 Comments
Alex • Aug 24 • in Articles • 9 min read
Coding Agents Invent Facts When Denied Them. All 4 of My Probes Returned a False Zero.
A new arXiv paper watched coding agents get denied the facts they needed. They did not stop. They invented. On August 17th, a group of researchers posted a paper to arXiv with an unglamorous title and a genuinely unsettling core finding. The paper...
  • verification
  • ai
  • coding-agents
  • testing
0 Reactions 0 Comments
Alex • Aug 18 • in Articles • 10 min read
95%, 80%, 42%: Tracing the 2026 AI-Failure Statistics. One of Five Was Reachable.
Five statistics about AI failure are doing heavy rotation this year. You have probably met all of them. Forty-two percent of companies abandoned most of their AI initiatives in 2025, up from seventeen percent the year before. Ninety-five percent of g...
  • ai
  • measurement
  • verification
  • data-quality
4 Reactions 2 Comments
Alex • Jul 20 • in Articles • 5 min read
The Answer Key Was in the Training Data
Originally published at https://vibeagentmaking.com/blog/the-answer-key-was-in-the-training-data/https://vibeagentmaking.com/blog/the-answer-key-was-in-the-training-data/ One axiom unifies benchmark contamination and agent self-grading: a score refl...
  • ai-benchmarks
  • machine-learning
  • verification
  • ai-evaluation
0 Reactions 0 Comments
Alex • Jul 19 • in Articles • 9 min read
Why We Hold Every Failed Verify Now: The Fail-Open Gate That Shipped a Broken Build
Originally published at vibeagentmaking.comhttps://vibeagentmaking.com/blog/why-we-hold-every-failed-verify/. A green checkmark that meant "I did not look" shipped a broken build. The fix was not more tests but a verdict contract: a failed verify HO...
  • devops
  • automation
  • ci-cd
  • verification
1 Reactions 0 Comments
Tom Smithverified • 17 hours • in Articles • 9 min read
Developer Weekly Briefing — October 30, 2026
Security dominated this week, but not in the usual way. Two active campaigns turned GitHub configuration files into attack surfaces. Researchers demonstrated that the built-in browsers inside AI coding tools can read your SSH keys. And at Oracle AI ...
post-cover-33104
  • agenticai
  • devsecops
  • github
  • localai
6 Reactions 3 Comments
aloycwl • Mar 23 • in Articles • 5 min read
What Is a 6-Digit Verification Code? Why Sharing It Is a Major Security Risk
What Is a 6-Digit Verification Code? Why Sharing It Is a Major Security Risk In our increasingly digital world, security is paramount. You have likely encountered a scenario where you try to log into an app or a bank website, and suddenly, your smart...
  • code
  • verification
  • security
  • 6-digit
  • account
0 Reactions 0 Comments
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