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Rio-3.5-Open-397B ≈ 0.6 x Nex-N2_pro + 0.4 x Qwen

▲ 403 points 236 comments by unrvl22 1w ago HN discussion ↗

Pangram verdict · v3.3

We believe that this document is fully human-written

17 %

AI likelihood · overall

Human
100% human-written 0% AI-generated
SEGMENTS · HUMAN 1 of 1
SEGMENTS · AI 0 of 1
WORD COUNT 140
PEAK AI % 17% · §1
Analyzed
Jun 14
backend: pangram/v3.3
Segments scanned
1 windows
avg 140 words each
Distribution
100 / 0%
human / AI fraction
Verdict
Human
Pangram v3.3

Article text · 140 words · 1 segments analyzed

Human AI-generated
§1 Human · 17%

prefeitura-rio/Rio-3.5-Open-397B is presented as an original 397B model trained by IplanRIO. It is not. Its weights are a direct element-wise merge of our model, Nex, with the official Qwen3.5-397B-A17B base — about 0.6 Nex / 0.4 Qwen — and we find no evidence of any training of their own. We can show this two completely independent ways:

With Rio's hard-coded "You are Rio" system prompt removed, its own deployed model identifies itself as "Nex, from Nex-AGI" 79% of the time — and as "Rio" 0% of the time. It even recites our organization's bespoke backstory word-for-word. Every weight tensor in Rio is, to thousands of standard deviations, the same 0.6/0.4 blend of Nex and Qwen — across all 60 layers and every component of the network. Other finetunes cannot be explained as interpolations.

Below is the evidence. Judge for yourself.