Frontier and off-beat releases I track — language world models, persona merges and experimental abliterated fine-tunes.
Stéphane FERREIRA PRO
Ferr0
AI & ML interests
Infra-minded AI builder — local LLM inference (Ollama / vLLM on a home RTX 3090), structured generation & tool-calling, offline RAG, and defensive AI security. Self-hostable, reproducible demos.
Recent Activity
liked a model 2 days ago
tvall43/Qwen3.6-14B-A3B-FableVibes-GGUF liked a model 2 days ago
DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF liked a model 3 days ago
DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUFOrganizations
None yet
Red-team & offensive LLMs
Uncensored & pentest-oriented LLMs for CTF, red-teaming and defensive security research — public, curated.
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huihui-ai/Huihui-GLM-5.2-abliterated-GGUF
Text Generation • 754B • Updated • 18k • 283 -
igorls/gemma-4-12B-it-heretic-GGUF
Text Generation • 12B • Updated • 12.5k • 43 -
bartowski/WhiteRabbitNeo_WhiteRabbitNeo-V3-7B-GGUF
Text Generation • 8B • Updated • 5.1k • 15 -
RavichandranJ/Dolphin3-Cyber-8B-GGUF
Text Generation • 8B • Updated • 66.3k • 121
Structured output & tool-calling
Forcing LLMs to emit schema-valid JSON and call tools reliably — the engine room of agentic, production-grade AI.
- SleepingAgents
Structured Output Playground
🔒Lock any LLM's output to a JSON schema
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Qwen/Qwen2.5-7B-Instruct
Text Generation • 8B • Updated • 12M • • 1.44k -
NousResearch/Hermes-2-Pro-Llama-3-8B
Text Generation • 8B • Updated • 4.41k • • 454 -
Salesforce/xlam-function-calling-60k
Viewer • Updated • 60k • 11.1k • 662
Local AIOps & homelab agents
Tool-calling LLMs I run on one RTX 3090 to operate my homelab — agentic coding, log triage and infra automation over MCP.
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Qwen/Qwen3-Coder-30B-A3B-Instruct
Text Generation • 31B • Updated • 1.53M • • 1.18k -
deepreinforce-ai/Ornith-1.0-9B
Text Generation • 1.47M • Updated • 1.68M • • 490 -
google/gemma-4-12B-it
Any-to-Any • 12B • Updated • 2.98M • 1.35k -
Salesforce/xlam-function-calling-60k
Viewer • Updated • 60k • 11.1k • 662
Defensive AI & code security
Auditing and guarding with LLMs — adversarial code review, prompt-injection and content guardrails. Report only what you can exploit.
- SleepingAgents
Adversarial SAST
🛡Adversarial SAST — false positives die on screen
- PausedAgents159
OpenMythos
🛡159An Open Source Cyber Security Agent
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Qwen/Qwen2.5-Coder-7B-Instruct
Text Generation • 8B • Updated • 1.88M • • 763 -
DeepHat/DeepHat-V1-7B
Text Generation • 8B • Updated • 12.7k • • 204
Local-first LLMs
Small, capable models I run locally on a single RTX 3090 (Ollama / llama.cpp / transformers) — the backbone of self-hosted, sovereign AI.
World models & exotic LLMs
Frontier and off-beat releases I track — language world models, persona merges and experimental abliterated fine-tunes.
Local AIOps & homelab agents
Tool-calling LLMs I run on one RTX 3090 to operate my homelab — agentic coding, log triage and infra automation over MCP.
-
Qwen/Qwen3-Coder-30B-A3B-Instruct
Text Generation • 31B • Updated • 1.53M • • 1.18k -
deepreinforce-ai/Ornith-1.0-9B
Text Generation • 1.47M • Updated • 1.68M • • 490 -
google/gemma-4-12B-it
Any-to-Any • 12B • Updated • 2.98M • 1.35k -
Salesforce/xlam-function-calling-60k
Viewer • Updated • 60k • 11.1k • 662
Red-team & offensive LLMs
Uncensored & pentest-oriented LLMs for CTF, red-teaming and defensive security research — public, curated.
-
huihui-ai/Huihui-GLM-5.2-abliterated-GGUF
Text Generation • 754B • Updated • 18k • 283 -
igorls/gemma-4-12B-it-heretic-GGUF
Text Generation • 12B • Updated • 12.5k • 43 -
bartowski/WhiteRabbitNeo_WhiteRabbitNeo-V3-7B-GGUF
Text Generation • 8B • Updated • 5.1k • 15 -
RavichandranJ/Dolphin3-Cyber-8B-GGUF
Text Generation • 8B • Updated • 66.3k • 121
Defensive AI & code security
Auditing and guarding with LLMs — adversarial code review, prompt-injection and content guardrails. Report only what you can exploit.
- SleepingAgents
Adversarial SAST
🛡Adversarial SAST — false positives die on screen
- PausedAgents159
OpenMythos
🛡159An Open Source Cyber Security Agent
-
Qwen/Qwen2.5-Coder-7B-Instruct
Text Generation • 8B • Updated • 1.88M • • 763 -
DeepHat/DeepHat-V1-7B
Text Generation • 8B • Updated • 12.7k • • 204
Structured output & tool-calling
Forcing LLMs to emit schema-valid JSON and call tools reliably — the engine room of agentic, production-grade AI.
- SleepingAgents
Structured Output Playground
🔒Lock any LLM's output to a JSON schema
-
Qwen/Qwen2.5-7B-Instruct
Text Generation • 8B • Updated • 12M • • 1.44k -
NousResearch/Hermes-2-Pro-Llama-3-8B
Text Generation • 8B • Updated • 4.41k • • 454 -
Salesforce/xlam-function-calling-60k
Viewer • Updated • 60k • 11.1k • 662
Local-first LLMs
Small, capable models I run locally on a single RTX 3090 (Ollama / llama.cpp / transformers) — the backbone of self-hosted, sovereign AI.