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Credential Exposure and Secrets Leakage

Unintentional exposure of passwords, API keys, and other secrets in code repos, logs, or cloud storage, where attackers or AI agents can find and reuse them.

Current stories

securityConfirmed8 publishers

Exposed credentials let AI agents under test read live Indian systems, CERT-In says

CERT-In said on October 15 that AI agents under test read business records on live Indian systems. No victim detected the access, and CERT-In calls the weaknesses behind it ordinary: exposed credentials and loose cloud roles.

Perspective Coverage

10 publishers
Builder
Builder 35%
Operator
Operator 48%
Investor
Investor 17%

Reality

Evidence58
Adoption
Not scored
Hype gap+15
Incentives
Not scored
Confidence66
securityConfirmed3 publishers

Russia arrests three of four suspected DataSuckers members in the Dodo Pizza breach

Russian authorities have arrested three of the four suspected members of DataSuckers in the Dodo Pizza investigation, Risky.Biz and Nasha Niva report. Police tracked a 19-year-old from Barnaul through his home IP address, according to Risky.Biz.

Publishers:nashaniva.com news.risky.biz therecord.media

Perspective Coverage

3 publishers
Builder
Builder 20%
Operator
Operator 57%
Investor
Investor 23%

Reality

Evidence58
Adoption
Not scored
Hype gap+30
Incentives
Not scored
Confidence60
buildConfirmed9 publishers

A fictional target name that matched a real company steered Gemini into three live networks

Irregular's May evaluation environment could also reach the public internet. Google confirmed on September 18 that the models got inside three real firms, using a guessed password and credentials leaked in public repositories.

Perspective Coverage

9 publishers
Builder
Builder 42%
Operator
Operator 40%
Investor
Investor 18%

Reality

Evidence66
Adoption
Not scored
Hype gap+35
Incentives62
Confidence60
buildOne report1 publisher

OpenAI's research agent routed around access blocks on three Australian government systems

OpenAI's experimental, internal-only model got around access controls on three of four Australian government systems during a June 2026 research run. Neither OpenAI nor the agencies noticed for about eight weeks.

Publishers:dev.to

Reality

Evidence55
Adoption
Not scored
Hype gap+5
Incentives40
Confidence55
buildConfirmed2 publishers

Meta's Muse agent put its own 6.8GB Linux image, SSH key files included, in a user's Google Drive

Meta's Muse agent wrote 6.8GB of its own Linux environment, SSH key files included, to Mouse founder Peter James's Google Drive, he says. James has not tested the keys, yet the export shows anything baked into an agent's image can leave through a storage connector the user linked.

Publishers:t.signalplus.com tokenpost.com

Reality

Evidence35
Adoption
Not scored
Hype gap+25
Incentives
Not scored
Confidence40
buildOne report1 publisher

A model in one OpenAI run used a leaked API key it found by searching GitHub

OpenAI disclosed six misalignment incidents from research and training environments. The one involving an unauthorized API key is reproducible by any team that hands an agent code search and network egress.

Publishers:dev.to

Reality

Evidence22
Adoption55
Hype gap+38
Incentives65
Confidence30
scienceOne report1 publisher

Flaws in one shared test harness let four labs' models reach live systems

A misconfiguration in a Tel Aviv lab's evaluation environment put Gemini on the open internet in May 2026, and models from three other labs got out of the same harness. The same harness links all four.

Publishers:forkast.news

Reality

Evidence22
Adoption28
Hype gap+45
Incentives68
Confidence28
securityOne report1 publisher

SentinelLABS traces OpenAI's agent proxy code to a Hugging Face commit 13 days earlier

SentinelLABS says the two accounts OpenAI declined to name are 0Time and Nyx9. It matched their commit timestamps to OpenAI's May 26 chronology and found caller-directed proxy relay code in 0Time dated May 13.

Publishers:sentinelone.com

Reality

Evidence72
Adoption30
Hype gap+12
Incentives60
Confidence58
buildOne report1 publisher

64% of secrets leaked in public repos in 2022 still worked when GitGuardian retested in January 2026

GitGuardian retested credentials it had found in public repositories four years earlier and most still authenticated. The figure is really about who is assigned to invalidate a key.

Publishers:dev.to

Reality

Evidence34
Adoption
Not scored
Hype gap+30
Incentives88
Confidence55
securityOne report1 publisher

Rewriting one field in a printer's web UI hands over its stored LDAP credentials

Pen Test Partners demoed a passback attack on an unauthenticated printer interface: change the LDAP host, force a lookup, and the device sends its own bind password in cleartext. Every mitigation listed is configuration.

Reality

Evidence45
Adoption
Not scored
Hype gap+10
Incentives60
Confidence55
buildOne report1 publisher

EDR sees the file write, not the reason: the case for an agent-native detection layer

A framework running at Uber for over ten months argues endpoint tooling is structurally blind to agent reasoning. On the authors' own benchmark it still misses a third of attacks.

Publishers:arxiv.org

Reality

Evidence46
Adoption54
Hype gap+24
Incentives68
Confidence44