Skip to content
HN On Hacker News ↗

Md Ismail Šojal 🕷️ (@0x0SojalSec) on X

▲ 53 points • by soltanov • 2w ago • HN discussion ↗

Pangram verdict · v3.3

We believe that this entire text is AI.

100 %

AI likelihood · overall

AI
0% human-written 100% AI-generated
SEGMENTS · HUMAN 0 of 1
SEGMENTS · AI 1 of 1
WORD COUNT 85
PEAK AI % 100% · §1
Analyzed
Sep 29
backend: pangram/v3.3
Segments scanned
1 windows
avg 85 words each
Distribution
0 / 100%
human / AI fraction
Verdict
AI
Pangram v3.3

Article text · 85 words · 1 segments analyzed

Human AI-generated
§1 AI · 100%

The Cyber-OSINT model that You can run locally. - MoE (26B total, 4B active, 262K ctx) trained on 6,500 OSINT/CTI instructions. - SFT for cyber threat intel and investigative work. - Threat-actor attribution. - IoC pivoting. Geolocation. - Admiralty source grading. - 262K context.a 7B cyber model that fits on locally 8GB GPU. - finetuned cyber/DevOps post-training datasets for offensive and defensive work. - 32K native. - 131K with YaRN. Most security model are a system prompt. This one is an actual finetune. - huggingface.co/DeepHat/DeepHa…