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Sources & References

Models, tools, projects, and influences referenced throughout the UmbrealityAI vault.

Models

Primary Models

Model Link Notes
huihui_ai/qwen3.5-abliterated:9b Ollama Abliterated Qwen 3.5 — no guardrails, 131K context, vision+tool use
Qwen 3.5 (base) Hugging Face Alibaba's latest, strong reasoning + tool use
dolphin3:8b Ollama DeepSeek-based, uncensored, GuardrailRIP variant
qwen2.5:7b Ollama Previous gen, well-rounded general purpose
qwen2.5-coder:7b Ollama Code-specialized, strong tool calling
qwen2.5:3b Ollama Lightweight, CPU-friendly
qwen2.5:1.5b Ollama Ultra-light, disposable agent use

Model Techniques

Technique Link Description
Abliteration failspy/abliterator Automated removal of refusal/disalignment vectors from models
QLoRA Hugging Face PEFT 4-bit quantized fine-tuning — fine-tune 9B on 8GB VRAM
TIES-Merging Arxiv: 2306.01708 Trim, Elect Sign, Merge — resolves weight conflicts in model merging
SLERP Wikipedia Spherical linear interpolation for smooth model weight blending
DARE Arxiv: 2311.03099 Drop And REscale — sparsifies delta weights before merging

Tools & Infrastructure

Core Stack

Tool Link Use in uAI
Ollama ollama.com Local model serving (Ollama API)
MkDocs mkdocs.org Documentation portal framework
Material for MkDocs squidfunk.github.io Theme, mobile-responsive, rich UI
Gitea gitea.io Self-hosted git (192.168.86.21:3100)
systemd freedesktop.org Service management for persistent processes
Python 3.11 python.org Agent runtime (Phase 1 worker)
Obsidian obsidian.md Vault development environment

Network & Tunneling

Tool Link Use in uAI
serveo.net serveo.net Public HTTP tunnel (port 6999 → docs portal)
SSH OpenSSH Tunnel transport layer
Gunicorn gunicorn.org WSGI server (future dashboard use)

Security & Monitoring

Tool Link Use in uAI
fail2ban github.com/fail2ban Brute-force protection on exposed services
GNU Screen / tmux tmux.github.io Persistent agent sessions
netstat / ss iproute2 Port monitoring agent instrumentation
curl / wget curl.se Web search primitive

Multi-Agent Systems

Project Link Influence on uAI
AutoGPT github.com/Significant-Gravitas/AutoGPT Early inspiration for autonomous goal-driven agents
BabyAGI github.com/yoheinakajima/babyagi Task-driven autonomous agent pattern
Microsoft AutoGen github.com/microsoft/autogen Multi-agent conversation framework
LangChain langchain.com Tool-use and agent chaining patterns (though uAI avoids its complexity)
LangGraph langchain-ai.github.io/langgraph/ Graph-based agent orchestration ideas
CrewAI crewai.com Role-based agent collaboration patterns
MetaGPT github.com/geekan/metagpt Software company simulation with SOP-driven agents
CAMEL github.com/camel-ai/camel Role-playing agent communication framework
OpenDevin github.com/OpenDevin/OpenDevin AI software development agent
smol.ai / smolagents huggingface.co/smolagents Lightweight HuggingFace agent framework, code-action agents

Security & Red Teaming

Project Link Influence on uAI
OWASP Top 10 owasp.org Vulnerability classification standard
MITRE ATT&CK attack.mitre.org Adversarial tactics taxonomy
CVE Database cve.org Vulnerability reference for security auditor
failspy/abliterator huggingface.co/failspy/abliterator Model censorship removal technique

Distributed & Agent Infrastructure

Project Link Influence on uAI
Erlang/OTP erlang.org Actor model — each agent is an isolated process
Celery docs.celeryq.dev Distributed task queue pattern
ZeroMQ zeromq.org Message broker patterns for inter-agent communication
River (message broker) riverqueue.com Go-based task queue alternative

Philosophical & Architectural

Project Link Influence on uAI
Dark City (film, 1998) Wikipedia Core metaphor — constructed reality, Tuning, Strangers
Platonic Cave Allegory Wikipedia Hidden reality, limited perspective per layer
Bostrom's Simulation Argument Wikipedia Nested reality possibility — Russian doll simulation
LessWrong — Subagents lesswrong.com Mind-as-society-of-agents concept
Roko's Basilisk LessWrong Information hazard concept — knowledge asymmetries are power

Development Tools

Tool Link Use
Claude (OpenCode) opencode.ohmyopen.com Primary development AI + orchestration
OpenRouter openrouter.ai (optional) Cloud model fallback on lil faegola
JetBrains Mono jetbrains.com/lp/mono Code/monospace font in docs
Inter rsms.me/inter UI font in docs

Ollama Model Installation

# Primary model (brain of the system)
ollama pull huihui_ai/qwen3.5-abliterated:9b

# Secondary ensemble models
ollama pull dolphin3:8b
ollama pull qwen2.5-coder:7b
ollama pull qwen2.5:7b
ollama pull qwen2.5:3b
ollama pull qwen2.5:1.5b