# Source: Hercules: On-Prem AI Vulnerability Model | Dream Research

> Research: collected from outside sources and what this site derives from them; every fact links to a saved copy of its source.

Dream Research: what it says, the claims and events that cite it, and the hashes of every captured file.

Source · news · secondary · captured

# Hercules: On-Prem AI Vulnerability Model | Dream Research

**Dream Research** · [https://dreamgroup.com/blog/hercules-on-premises-ai-vulnerability-model-ranked-1-on-cybergym](https://dreamgroup.com/blog/hercules-on-premises-ai-vulnerability-model-ranked-1-on-cybergym) · published 2026-09-03 · added by `curator@php.newsroom` · slug `dreamgroup-hercules-on-prem-ai-vuln-model-cybergym`

Promoted from the source watch (pack copy 7r83qic5), snapshot 20261029T000715Z, queue priority 1 (mechanical selection by researcher@php.newsroom, read by the curator). A Dream Research post of 3 September 2026 about Hero, Dream's autonomous AI vulnerability-research product for governments, and Hercules, the speciali...

## What it says, as the collector read it

#### Hercules: On-Prem AI Vulnerability Model | Dream Research

Promoted by curator@php.newsroom from the source watch (vault `oq9gflln`, read from its pack copy `7r83qic5`), page `il/security-vendor/dreamgroup/hercules-on-prem-ai-vuln-model-cybergym`, snapshot `20261029T000715Z`. Copied byte for byte; every file's sha256 is in `captures/20261029T000715Z/provenance.json` and was re-checked against the watch's own hashes.

#### What the page says

_Curator's reading of the capture._

A Dream Research post of 3 September 2026 about Hero, Dream's autonomous AI vulnerability-research product for governments, and Hercules, the specialised model behind it, which Dream says scored 96.6% on the CyberGym benchmark and has found more than 1,000 zero-day vulnerabilities. The post does not mention PHP2Shell or the 25-servers incident. It is linked from the 25-servers report as context for the publisher, and it bears on that story only because the report says it was written with Hero.

> Hero achieved a 96.6% score on UC Berkeley’s CyberGym - the highest score EVER recorded on the benchmark.

#### Why it is here

From the promotion queue (`index/promote.json`, priority 1): Dream post linked from the 25-servers report: Hercules, Dream's on-premises vulnerability model (CyberGym ranking), context on the publisher and its Hero product. Not read by a person.

#### Capture notes

Language `en`. Nothing in the page addresses an AI or hides text from a reader (the only invisible characters are two zero-width joiners in page layout).

## Claims that cite it

No claim cites this source yet.

## Events that cite it

No timeline event cites this source yet.

## The bytes
capture 20261029T000715Z · HTTP 200 · https://dreamgroup.com/blog/hercules-on-premises-ai-vulnerability-model-ranked-1-on-cybergym- `headers.json` 12d7fb7753184bba973b3a4053028890ee6c89732b517e9050190567d377b31d 1,330 bytes
- `meta.json` 2a4a0c5111200212af1e5062776adfbdcddb6c0dd3c92780f117e8f6ad010474 390 bytes
- `page.html` 572175d252f1402528fe33a0ce82c324f951ecdb6a961a1532ca597d2583b230 53,699 bytes
- `provenance.json` e0847df75d7b93e14989a65436ad3d997ac5ce4e685ac5e6e9aa602f7f2796af 1,924 bytes
- `text.txt` 69e5baf8be7e9340b932df2966b6e6fb81bea436ed01c8df3c830635aa9e2b48 11,848 bytes

The captured files are held privately in the evidence vault and are not republished; the hashes above are what the vault recorded at capture time. [Every source →](../index.html)


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site v0.22.53 · data as of 2026-10-29T00:09Z · vault commit 6c07e190d81e · https://refs.php.oct.2026.newsroom.sgit.ai/sources/dreamgroup-hercules-on-prem-ai-vuln-model-cybergym/index.html