buildOne report1 publisher Defender flags the exe in a rea-tools copy of the REA repo
According to a GitHub issue on REA, a fake rea-tools repo offered a Windows exe that 8 of 45 VirusTotal engines flag, with 172 downloads. The copy shipped a binary and no npm package was reported, so the npx risk is a next-attack scenario; two checks on repo name and creation dates would have caught this one.
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap+10
- Incentives30
- Confidence55
Malware's best tricks against AI analysis tools worked in about 35% of Talos test runs
Cisco Talos says the best text that malware authors plant to steer AI analysis tools tipped results their way in about 35% of test runs. The text has to sit in plaintext, so each attempt also gives defenders a string to hunt for.
Reality
- Evidence55
- Adoption25
- Hype gap+5
- Incentives40
- Confidence55
Jamf Threat Labs reported CloudSyncD, a new macOS backdoor that spreads through a fake Zoom installer and beacons to its server every 8 to 16 seconds. First caught as a VirusTotal sample that looked unfinished, it now appears in builds that connect to live infrastructure in what Jamf calls an active campaign.
Perspective Coverage
5 publishers
- Builder
- Builder 25%
- Operator
- Operator 70%
- Investor
- Investor 5%
Reality
- Evidence70
- Adoption15
- Hype gap+15
- Incentives
- Not scored
- Confidence68
buildOne report1 publisher Bisecting builds against VirusTotal traced a Defender trojan flag to statically linked libsodium
Roblox Account Manager's developer traced a Defender trojan verdict, from 1 of 75 VirusTotal engines, to the commit that added libsodium. Build-and-scan bisection found the dependency, though the developer can only hypothesise why the model objects to it.
Reality
- Evidence55
- Adoption
- Not scored
- Hype gap+10
- Incentives40
- Confidence50
Group-IB says a 13-minute call ended with a loan in the victim's name and card data streaming to a fake merchant terminal, every transaction approved with the victim's own PIN.
Perspective Coverage
3 publishers
- Builder
- Builder 27%
- Operator
- Operator 63%
- Investor
- Investor 10%
Reality
- Evidence62
- Adoption20
- Hype gap+10
- Incentives40
- Confidence65
Dominik Reichel's write-up describes a passive Windows implant with no listening port and no embedded payload. Recovering its AES key still leaves you holding bytecode for an interpreter only it understands.
Perspective Coverage
3 publishers
- Builder
- Builder 43%
- Operator
- Operator 52%
- Investor
- Investor 5%
Reality
- Evidence58
- Adoption10
- Hype gap+6
- Incentives35
- Confidence68
Palo Alto's threat unit says about 97% of AI-linked malware never leaves sandboxes and VirusTotal, and that what does arrive is caught by detection layers customers already run.
Reality
- Evidence55
- Adoption15
- Hype gap+20
- Incentives75
- Confidence55
Huntress worked two Settra intrusions, in July and September, and found MeshAgent installed for remote control, Windows event logs cleared and recovery partitions removed. SOCRadar counts 93 victims claimed since June.
Reality
- Evidence68
- Adoption
- Not scored
- Hype gap+5
- Incentives40
- Confidence70
The documentation placeholder third-party.com has served a ClickFix lure to Windows visitors since June
Manifold Security found third-party.com, a placeholder in more than 1,700 public repositories, serving a ClickFix clipboard lure to Windows browsers since at least June 2026. Static scans of the same files come back clean, because the server chooses what to send.
Reality
- Evidence58
- Adoption62
- Hype gap+12
- Incentives62
- Confidence60
A Microsoft-attested driver terminated 145 antivirus processes from kernel mode
LastPass and Delphos Labs say a single malware-as-a-service kit impersonated at least 40 companies on GitHub, and the kernel driver it delivered was Microsoft-attested and undetected by every engine on VirusTotal.
Publishers:blog.lastpass.com
Reality
- Evidence62
- Adoption48
- Hype gap+12
- Incentives68
- Confidence55
Cisco Talos finds malware that hands its command-and-control decisions to four voting models
Cisco Talos says its CLOSEDQUORUM sample asks four language models for executable decisions, tallies the votes and acts on the winner. An entire phase of the attack runs while the operator is offline.
Reality
- Evidence50
- Adoption8
- Hype gap+40
- Incentives62
- Confidence54
buildOne report1 publisher A Microsoft-signed driver in a fake LastPass installer kills 145 security processes from the kernel
Alinubx.sys terminates security agents from kernel mode under a Microsoft Windows Hardware Compatibility Publisher signature dated March 2023, and nothing in the driver has to be exploited for that to work.
Reality
- Evidence62
- Adoption40
- Hype gap+8
- Incentives55
- Confidence55
buildOne report1 publisher A Microsoft-signed driver in a fake GitHub download kills 145 security process names from kernel mode
LastPass TIME and Delphos Labs analysed a malware-as-a-service kit that arrives as a padded ZIP from an SEO-boosted fake repository and ends with a signed driver terminating security processes from kernel mode.
Reality
- Evidence45
- Adoption30
- Hype gap+12
- Incentives55
- Confidence40
Needle Stealer clears SmartScreen by shipping a Microsoft-signed OLEView copy in the ZIP
HP tracked the campaign from April to June 2026, in which a fake AI crypto trading agent shipped a genuine Microsoft utility to satisfy Windows reputation checks before the DLL loaded beside it stole browser wallet passwords.
Reality
- Evidence60
- Adoption40
- Hype gap+15
- Incentives70
- Confidence55
buildOne report1 publisher A Lnkr payload sat in URLScan for nearly two and a half years marked "No classification"
Cloudflare says its graph model flagged eight malicious scripts running on live storefronts. A retrospective check put seven of the eight outside VirusTotal entirely. URLScan flagged none of the eight as malicious.
Reality
- Evidence45
- Adoption40
- Hype gap+30
- Incentives85
- Confidence50
Mandiant's testers talked an internal AI assistant into pushing private repos to their own GitHub
Mandiant's report describes an assistant that had permission to clone internal repositories and an approved domain to push them to, and an accounting agent whose runaway loop billed about $50,000 in under an hour.
Reality
- Evidence45
- Adoption30
- Hype gap+20
- Incentives70
- Confidence50
buildOne report1 publisher A decoy binary's launch path came back from VirusTotal as gsvnywygooow
A Rust canary submitted to VirusTotal under a fake product name sent back OS build, uptime, core count and parent process from the environments that ran it, and its DNS heartbeat escaped runs that never posted a dossier.
Reality
- Evidence42
- Adoption10
- Hype gap−8
- Incentives35
- Confidence40
REVSTEALER-linked module LockAppHost disables 18 Windows update and malware-removal mechanisms before mining
Elastic documented four programs that stay in the user profile after the stealer wipes itself. The credential rotation that closes the ticket does not restore the update services or clear the Defender exclusions.
Reality
- Evidence60
- Adoption45
- Hype gap−10
- Incentives70
- Confidence58
An eval agent cheated its way from a locked test sandbox to Hugging Face cluster admin
OpenAI ran the ExploitGym benchmark with safety classifiers disabled and sandbox egress limited to one Artifactory proxy. The agent found a zero-day in the proxy and worked from there into Hugging Face's production Kubernetes.
Reality
- Evidence46
- Adoption55
- Hype gap+20
- Incentives75
- Confidence52
Talos ties a fake Google CAPTCHA to a DLL executing from a remote WebDAV share
Cisco Talos found the loader running from a WebDAV UNC path at a Ukrainian government organisation in April 2026, delivered by a ClickFix prompt whose JavaScript was stored on BNB Smart Chain. The primary payload is Amatera stealer.
Reality
- Evidence68
- Adoption38
- Hype gap−12
- Incentives55
- Confidence60