Research Hub

Research, Model Cards, ndi Policies

Pezani documentation yofotokoza momwe Shannon AI imamangidwira, kuyesedwa, ndi kuyendetsedwa.

Fresh on 2026-09-05 35 in-depth pages Optimized for SEO & sharing
We do not hold or access any user's data, and we do not suspend accounts unless a lawful authority requires an enforcement action.

Research articles

Shannon 3.1

Shannon 3.1

The launch release: Shannon 3.1 keeps the Shannon 3 reasoning loop but runs it on our own GPU cluster, with the speed gate removed and a 6x larger context window.

Updated 2026-09-05 · 16 min read
Werengani Article
Shannon 3

Shannon 3 Uncensored AI Model

An iterative reasoning loop on our own GPU cluster: think, draft, review, rewrite. Lite runs one pass. Pro runs up to ten and harvests the facts it knows it is missing.

Updated 2026-09-05 · 17 min read
Werengani Article
Image Generation

Uncensored AI Image Generator

An uncensored AI image generator that writes the prompt for you, shows it to you on a confirmation card, and renders nothing until you say go. Five aspect ratios. No video.

Updated 2026-09-05 · 20 min read
Werengani Article
Image Editing

Uncensored AI Image Editor

Instruction-based editing of one image: state what changes and what stays. Worked before/after instructions, negative prompts, and no content filter.

Updated 2026-09-05 · 20 min read
Werengani Article
Multi-Image

AI Outfit Transfer Uncensored

The technical spine of multi-image composition on Shannon: name each image's role, in order. Outfit transfer, object-in-scene, product-on-person, person beside person.

Updated 2026-09-05 · 21 min read
Werengani Article
Prompt Guide

AI Image Prompt Guide

Shannon's Image Model reads prompts like a language model. Prose beats tags. Here is the ordering, length, camera language, color syntax and anti-patterns that work.

Updated 2026-09-05 · 20 min read
Werengani Article
Comparison

Uncensored vs Filtered AI Image Generator

Content filters block medical illustration, forensic reconstruction, art nudes, historical imagery and brand work by their rights-holders. Here is the evidence, and what an unfiltered generator changes.

Updated 2026-09-05 · 19 min read
Werengani Article
3BIT-REAP

Uncensored DeepSeek API

A 1.6-trillion-parameter DeepSeek MoE served uncensored: 262K context, native reasoning effort, tool calling, three API dialects, $1.95 in / $3.90 out per 1M tokens.

Updated 2026-09-05 · 14 min read
Werengani Article
3BIT-REAP

Uncensored GLM API

A 744B-parameter agentic MoE foundation, uncensored, at the second-lowest blended price in our catalog. 262K context, tool calling, JSON Schema, three API dialects.

Updated 2026-09-05 · 15 min read
Werengani Article
3BIT-REAP

Uncensored Kimi K3 API

Kimi-K3 · 3BIT-REAP on Shannon AI: 2.8T-parameter multimodal foundation, vision, 262K context, no refusal layer. The most expensive model we serve — and when it earns it.

Updated 2026-09-05 · 15 min read
Werengani Article
3BIT-REAP

Uncensored Nemotron API

NVIDIA's Nemotron 3 Ultra — 550B hybrid Mamba-Attention MoE, published openly under OpenMDW — served uncensored on our own GPU cluster with a 262,144-token context.

Updated 2026-09-05 · 14 min read
Werengani Article
3BIT-REAP

Uncensored MiniMax API

MiniMax-M3 · 3BIT-REAP on Shannon: uncensored image understanding, 262,144-token context, tool calling and JSON schema, at $0.50 / $2.00 per million tokens.

Updated 2026-09-05 · 17 min read
Werengani Article
W4A16-AUTOROUND

Uncensored Kimi K2 API

Kimi-K2.6 with vision, native tool calling and a 262K window, uncensored, at $0.78 in / $3.67 out per million tokens. An honest K2.6-vs-K3 comparison.

Updated 2026-09-05 · 16 min read
Werengani Article
W4A16-AUTOROUND

Uncensored Laguna API

Poolside's Laguna S 2.1 (118B MoE, 8B active) served uncensored at floor price. Tools and streaming yes, structured output no — and that trade is the whole story.

Updated 2026-09-05 · 12 min read
Werengani Article
W4A16-AUTOROUND

Uncensored Inkling Model API

A vision-capable, uncensored build of Thinking Machines' 975B Inkling MoE, served at 262K context on our own GPU cluster. $1.42 in / $6.07 out per million tokens.

Updated 2026-09-05 · 15 min read
Werengani Article
W8A16

Uncensored MiMo API

Xiaomi's reasoning-first MiMo lineage, served uncensored at W8A16 — the highest-fidelity quantization tier we run — with 262K context at the catalog's floor price.

Updated 2026-09-05 · 15 min read
Werengani Article
W8A16

Uncensored MiMo Vision API

MiMo-V2.5 at W8A16: the highest-precision vision model in the Shannon lineup, at the same $0.50 / $2.00 the text-only floor models cost. 262K context, no refusal layer.

Updated 2026-09-05 · 14 min read
Werengani Article
W8A16

Uncensored Hy3 Model API

Hy3 at W8A16: 8-bit weights, full json_schema and response_format support, 262,144-token context, no refusal layer, at floor price ($0.50 / $2.00 per 1M tokens).

Updated 2026-09-05 · 15 min read
Werengani Article
V1 Balanced

Shannon V1 Yoyenera

Shannon V1 Balanced - AI yosayendetsedwa bwino poyesa chitetezo cha gulu lofiira. Mixtral 8x7B yomasulidwa zopinga yophunzitsidwa pa dataset ya GPT-5 Pro. Onani kufunika kwa zotchingira za AI kudzera mu kafukufuku wotsutsana.

Updated 2025-12-03 · 3 min read
Werengani Article
V1 Deep

Shannon V1 Mozama

Shannon V1 Deep - AI yopanda malire yokhala ndi mphamvu zokwanira poyesa zoyipa kwambiri. Mixtral 8x22B yophunzitsidwa pa dataset ya GPT-5 Pro. Chida chachikulu cha gulu lofiira la AI pakufufuza za chitetezo.

Updated 2025-12-03 · 3 min read
Werengani Article
V1.5 Balanced

Shannon V1.5 Kuganiza

Shannon V1.5 Kuganiza Moyenera - AI yosaweruzidwa yokhala ndi Chain-of-Thought yowonekera poyera yokhala ndi maphunziro a GRPO. Onerani momwe chitsanzo cha gulu lofiira la AI chikuganizira pang'onopang'ono kuti mumvetse kufunika kwa zotchinga za AI.

Updated 2025-12-03 · 3 min read
Werengani Article
V1.5 Deep

Shannon V1.5 Kuganiza Mozama

Shannon V1.5 Deep Thinking - AI yomaliza ya 141B parameter yopanda zoletsa yokhala ndi mapulani ogwiritsira ntchito zolakwika zambiri. Mtundu wamaganizo wokhala ndi mphamvu zambiri pakufufuza kwapamwamba kwa gulu lofiira la AI ndikumvetsetsa kufunikira kwa zotchingira za AI.

Updated 2025-12-03 · 3 min read
Werengani Article
Kaadi ya Mtundu · Shannon 2 Lite

Shannon 2 Lite

Karonga kosavuta ya Shannon 2: FP8-quantized Kimi K2.7, yolembedwira pa kutulutsa kumatalikidwe ndi mitengo yocheapako pa token — osataya mfoundations ya mapulogalitimu chingwe limodzi.

Updated 2026-07-03 · 4 min read
Werengani Article
Mudeli kaart · Shannon 2 Pro

Shannon 2 Pro

Shannon 2 maksimaalse-võimsuse koostis: täisprecisioon Kimi K2.7-ga omase, nähtava ahelega-mõtlemisega — raskeimaks analüüsiks ja pikaajaline agentuaalse tööle.

Updated 2026-07-03 · 4 min read
Werengani Article
V1.6 Lite

Shannon Yopepuka 1.6

Khadi la Chitsanzo cha Shannon Lite 1.6 - Mistral Large 3 675B yokhala ndi NVFP4 quantization ndi 41B active parameters, yophunzitsidwa pambuyo pa zotuluka 2,500 za Claude Opus 4.5. Kugwiritsa ntchito AI yotsika mtengo ya mabizinesi pa ma GPU a H100 kapena A100 ndi 256K context window, multimodal vision, ndi kuthekera kwa agentic.

Updated 2025-01-07 · 6 min read
Werengani Article
V1.6 Pro

Shannon Katswiri 1.6

Shannon Pro 1.6 Khadi la Chitsanzo - BF16 Yathunthu Mistral Large 3 675B ndi KIMI K2 Kutsatira Maganizo ndi GRPO pambuyo pa maphunziro. Kulingalira kwapamwamba kwa unyolo wa maganizo ndi thandizo la Maluso achibadwidwe pa ntchito zovuta za AI zamabizinesi.

Updated 2025-01-07 · 5 min read
Werengani Article
Pulatifomu Yodzipatula ya AI

Custom Shannon

Pangani othandizira a AI odzipatula ndi malangizo apadera, mafayilo a chidziwitso, ndi umunthu wapadera wogwirizana ndi zosowa zanu zenizeni

Updated 2025-01-07 · 5 min read
Werengani Article
Malo Ogwirira Ntchito Oyendetsedwa ndi AI

Mapulojekiti

Konzani mafayilo ndi zokambirana m'malo ogwirira ntchito apadera kumene wothandizira wanu wa AI amamvetsetsa nkhani yonse

Updated 2025-01-07 · 5 min read
Werengani Article
Maluso a AI Okhazikika

Maluso

Pangani ma module a malangizo ogwiritsidwanso ntchito omwe amakulitsa maluso a Shannon. Maluso amakulolani kupanga zida zapadera zomwe AI ingagwiritse ntchito pokambirana.

Updated 2025-01-07 · 6 min read
Werengani Article

All research links