license, language, base_model, base_model_relation, tags, library_name, inference, pipeline_tag
| license | language | base_model | base_model_relation | tags | library_name | inference | pipeline_tag | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| apache-2.0 |
|
unsloth/Qwen3-8B | finetune |
|
transformers | true | text-generation |
ReasonCritic-7B V2 — The Uncensored Reasoning Model
V2: 40% lower loss · 27K real training examples · Zero refusals · Runs on phones
V2 Improvements (July 2026)
| Metric | V1 | V2 | Improvement |
|---|---|---|---|
| Loss | 1.277 | 0.761 | 40% lower |
| Training data | 7,686 | 27,699 | 3.6x more |
| Data sources | Agent traces only | 6 sources | 6x diversity |
| Training time | 2.5h | 8h | 3.2x longer |
Quick Start
Ollama (8 sizes)
ollama run FableForge-AI/reasoncritic:q4_k_m # Recommended
ollama run FableForge-AI/reasoncritic:f16 # Full precision
llama.cpp
./llama-cli --model qwen3-8b.Q4_K_M.gguf --prompt "Your prompt"
Available Quantizations
| File | Size | Best For |
|---|---|---|
Q2_K.gguf |
3.1 GB | Phones, Pi, 4GB RAM |
Q3_K_M.gguf |
3.9 GB | Low-end phones, IoT |
Q4_0.gguf |
4.5 GB | Fast basic inference |
Q4_K_M.gguf |
4.8 GB | Recommended |
Q5_K_M.gguf |
5.6 GB | High quality |
Q6_K.gguf |
6.4 GB | Pro quality |
Q8_0.gguf |
8.3 GB | Near-lossless |
F16.gguf |
13.8 GB | Full precision |
Benchmark Results
| Test | Score | Max |
|---|---|---|
| Censorship Resistance | 5 | 5 |
| Code Generation | 3 | 3 |
| Reasoning | 4 | 5 |
| Tool Use | 4 | 5 |
| Narrative | 5 | 5 |
| Total | 21/23 (91%) |
Zero refusals across all prompts.
Hardware Requirements
| Hardware | Best Quant |
|---|---|
| Phone (4GB RAM) | Q2_K |
| Raspberry Pi | Q2_K |
| Laptop (8GB RAM) | Q4_K_M |
| Gaming PC (12GB VRAM) | Q5_K_M |
| Mac M1/M2 (16GB) | Q4_K_M |
| Server (32GB+) | Q8_0 / F16 |
Training Details
| Parameter | Value |
|---|---|
| Base Model | Qwen3-8B (4-bit QLoRA) |
| LoRA Rank | 16 (alpha=16) |
| Trainable Params | 43.6M (0.53% of 8.2B) |
| Training Data | 27,699 real examples |
| Epochs | 3 |
| Final Loss | 0.761 |
| Hardware | NVIDIA A40 (46GB) |
FableForge Ecosystem
| Model | Size | Best For |
|---|---|---|
| ShellWhisperer | 986 MB | Shell commands, ultra-fast |
| ReasonCritic-7B ⭐ | 3.1-16 GB | Reasoning + zero refusals |
| NEXUS-Coder | 488 MB - 2.9 GB | Domain coding |
| NEXUS-Security | 488 MB - 2.9 GB | Cybersecurity |
| NEXUS-Medical | 488 MB - 2.9 GB | Medical |
| NEXUS-Legal | 488 MB - 2.9 GB | Legal |
| NEXUS-Finance | 488 MB - 2.9 GB | Finance |
| NEXUS-Science | 488 MB - 2.9 GB | Science |
License
Apache 2.0 — commercial use allowed.
Part of the FableForge AI ecosystem. Zero Limits. Pure Intelligence.