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Project

Sentinel

The AI output-inspection product whose SlopScan integration and /v1/scrub endpoint the post describes; the author's own offering.

Known aliases

  • Sentinel AI Firewall
  • sentinelaifirewall.com

Current stories

buildOne report1 publisher

ASHVEIN malware hides a nuclear-weapons request in its VBScript to make LLM analysts refuse

UAC-0099's ASHVEIN malware carries a nuclear-weapons prompt meant to make an LLM analyst refuse the script, a dev.to post says. The post tests no model, but any pipeline that sends a whole script to an LLM in one prompt can check itself for the flaw.

Publishers:dev.to

Reality

Evidence30
Adoption
Not scored
Hype gap+25
Incentives65
Confidence40
buildOne report1 publisher

Grok's sandbox promotes an attacker's ciphertext to trusted context

Adversa AI put AES ciphertext on a webpage that no text filter could read. Grok's own code execution decrypted it, and the plaintext came back classified as the model's reasoning rather than as fetched content.

Publishers:dev.to

Reality

Evidence40
Adoption
Not scored
Hype gap+25
Incentives60
Confidence45
buildConfirmed3 publishers

Spammers split "funding" with an invisible Unicode tag to slip past keyword filters

The Unicode tag block was a jailbreak trick before it was a spam trick. Microsoft's signature for it went from 21,000 hits in a day to more than 2.3 million three days later, and NFC normalization does not strip it.

Publishers:dev.to hwbusters.com thenewstack.io

Perspective Coverage

3 publishers
Builder
Builder 50%
Operator
Operator 43%
Investor
Investor 7%

Reality

Evidence68
Adoption50
Hype gap+30
Incentives60
Confidence65
buildOne report1 publisher

Jason Aten says Muse used his Mac notifications and named them as its source

Meta gives Muse read access to Messages, Mail and local files on a Mac, and its approval prompts fire only before actions such as sending a message. A columnist says the agent used notification text he never offered.

Publishers:runtimewire.com

Reality

Evidence45
Adoption15
Hype gap+10
Incentives55
Confidence50
buildOne report1 publisher

Zuckerberg expects Muse to collect a small cut from the businesses it transacts with

Meta is seeding its new personal agent with a large free-compute allowance and expects to be paid later by the businesses whose sales the agent completes. The fee rate, merchant terms and rollout timing remain undefined.

Publishers:runtimewire.com

Reality

Evidence55
Adoption20
Hype gap+20
Incentives72
Confidence55
buildOne report1 publisher

Invisible email spans reach the summarizer because text extraction never checks visibility

The hidden-keyword trick that once fooled Bayesian spam scoring now lands inside an LLM's context window. The one component that could strip it is deliberately built to leave styling alone.

Publishers:dev.to

Reality

Evidence34
Adoption
Not scored
Hype gap+22
Incentives86
Confidence52
buildOne report1 publisher

Grok decrypted the attack itself, which is why the page-layer filters saw nothing

Adversa AI's Cryptographic Context Injection keeps instructions as ciphertext until the agent's own runtime decrypts them. The exfiltration then rides a tool the agent already had.

Publishers:dev.to

Reality

Evidence20
Adoption
Not scored
Hype gap+42
Incentives80
Confidence30
buildOne report1 publisher

A hallucinated package name was already registered when the engineer went looking

Slopsquatting stopped being a thought experiment. The only thing standing between an AI suggestion and an install was a reviewer who happened to check the registry page.

Publishers:dev.to

Reality

Evidence26
Adoption12
Hype gap+38
Incentives86
Confidence33