ReasonCritic-7B/README.md

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	en	unsloth/Qwen3-8B	finetune	reasoning critic verification uncensored qlora agent fableforge edge qwen3 8b	transformers	true	text-generation

ReasonCritic-7B V2 — The Uncensored Reasoning Model

V2: 40% lower loss · 27K real training examples · Zero refusals · Runs on phones

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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"

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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.

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Part of the FableForge AI ecosystem. Zero Limits. Pure Intelligence.