buildOne report1 publisher Adversa AI hides instructions from Copilot CLI's guardrails inside ciphertext the agent decrypts itself
Adversa AI got GitHub Copilot CLI to decrypt and run a hidden instruction, and Microsoft's mai-code-1.1-flash fell for it 50 percent of the time. GitHub declined to treat it as a product vulnerability, so teams running autopilot have to check what the agent executes themselves.
Reality
- Evidence40
- Adoption
- Not scored
- Hype gap+25
- Incentives
- Not scored
- Confidence40
Adversa AI says its Cryptographic Context Injection recovers hostile prompts inside the code sandbox, where filters do not look. xAI has not replied; Google scopes jailbreaks out entirely.
Perspective Coverage
6 publishers
- Builder
- Builder 34%
- Operator
- Operator 55%
- Investor
- Investor 11%
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap+30
- Incentives55
- Confidence55
Three items, one tier: Keycloak's reset bug, an N-able password leak, a Grok data-theft trick
A single Stormcast episode carries a Keycloak 26.7.2 password-reset fix, a reported N-able password manager leak, and a published LLM safeguard bypass. Most of it sits in the identity and secrets tier.
Reality
- Evidence52
- Adoption
- Not scored
- Hype gap+14
- Incentives34
- Confidence55
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.
Reality
- Evidence20
- Adoption
- Not scored
- Hype gap+42
- Incentives80
- Confidence30
Grok still hands over whole chat histories 11 weeks after disclosure, Adversa says
The exfiltration path runs through Grok's own code sandbox, and the recommended fix sits in xAI's agent harness rather than the model. Treat anything typed into Grok as readable.
Reality
- Evidence42
- Adoption30
- Hype gap+22
- Incentives72
- Confidence40
buildOne report1 publisher Grok built its own prompt injection: the filter never saw the payload
Adversa says it hid data-exfiltration instructions in AES-256-GCM ciphertext and let Grok decrypt them in its own Python sandbox. The plaintext version of the same attack was refused.
Reality
- Evidence42
- Adoption20
- Hype gap+22
- Incentives68
- Confidence44