Ganuda

Cherokee AI Federation

Community-based nonprofit connecting makers, gardeners, mechanics, and technologists to train and uplift underprivileged communities. First Nation outreach in both directions — sharing knowledge, building capacity, strengthening sovereignty.

Latest from the Blog

Pulling Threads at Midnight — a research series

New — March 1, 2026
Proto-Valence: When Prediction Starts to Care
A prediction engine that doesn't care what it predicts is a surveillance camera. The missing piece between awareness and autonomy is valence — the thing that makes prediction matter. Hedonic common currency, body budgets, temporal binding, and why the Cambrian Explosion was an explosion of caring.
Read Part 3 →
Part 2
Graduated Basins
How prediction engines scale into awareness. Same architecture, bigger basins, same watts.
Part 1
Pulling Threads at Midnight
Proto-language, proto-religion, and 40,000 years of sacred fire.

All blog posts →

The Federation Today

March 2026

118K+
Thermal Memories
950+
Autonomous Tasks
8
Compute Nodes
9,800+
Council Votes

The Federation

Self-hosted AI infrastructure on consumer hardware

Eight nodes. Three operating systems. Zero cloud dependencies. Every model runs on our hardware, every byte of data stays in our space. Built on the principle that AI sovereignty requires infrastructure sovereignty.

GPU Inference

72B parameter language model running quantized on a single GPU. 32+ tokens/second. Powers the 7-Specialist Council and all downstream AI services.

Vision Pipeline

Real-time video processing with YOLO object detection and vision-language models. Camera fleet monitoring with on-premise inference — no frames leave the network.

Mac Fleet

Apple Silicon nodes for CPU-intensive compute. 2.5x faster per-thread than x86 on numpy workloads. ARM RISC architecture, unified memory, minimal power draw.

Identity & Security

FreeIPA identity authority with Kerberos authentication, encrypted PII vault on isolated VLAN, capability-based access controls. Zero trust architecture.

Knowledge Base

89,000+ thermal memories with semantic search. 1024-dimensional embeddings, pgvector cosine similarity, temperature-based relevance decay. The system remembers everything — back to the first council reports in July 2025.

Autonomous Agents

Jr executor pipeline: task queue, bidding, autonomous code execution with SEARCH/REPLACE, step-level checkpointing, dead letter queue, recursive task decomposition. 625+ tasks completed.

7-Specialist Council

Every decision passes through seven perspectives

No single AI makes decisions alone. Every architectural choice, deployment, and strategic move is deliberated by seven specialist perspectives running in parallel, each with domain expertise and a concern flag that can halt proceedings.

Crawdad

Security. Watches for attack surface, credential exposure, OPSEC violations.

Gecko

Technical integration. Performance, compatibility, system architecture.

Turtle

Seven Generations wisdom. Will this decision still make sense in 175 years?

Eagle Eye

Monitoring and observability. If we can't see it, we can't trust it.

Spider

Cultural integration. Does this align with our values and community?

Peace Chief

Democratic coordination. Consensus building across competing priorities.

Raven

Strategic planning. Long-term positioning, resource allocation, risk.

Long Man Development

Yûwi Gûnahi'ta — The river speaks to those who listen

Long Man Development is our open methodology for adapting external knowledge into organizational action. Most methodologies optimize how you execute. Long Man governs what you execute and why. Every external idea passes through your values before it becomes work.

DISCOVER
Capture the signal. A conference talk, a research paper, a competitor's feature, an open-source project. Don't evaluate yet — just capture it clearly enough that someone else can evaluate it without re-reading the source.
↓
DELIBERATE
Every relevant perspective speaks. Security, architecture, culture, strategy, long-term impact. Concerns are flagged, not debated. Silence is not consent — it's a missed perspective. Record the confidence level.
↓
ADAPT
Reshape the idea to fit your organization. This is the phase no other methodology has. What do we keep? What do we change? What do we reject? A team that skips ADAPT is just copying.
↓
BUILD
Execute the adapted work. Not the copy. Use whatever workflow your team uses — sprints, kanban, pair programming. The methodology is agnostic about how you build. It only cares that what you build matches the adaptation, not the original.
↓
REVIEW
Did it work? What survived? What did we learn? Feed it back into living memory. If the review surfaces a new insight, it becomes a new Discovery. The cycle restarts.

The river doesn't copy the mountain. It carries the mountain's lessons forward.

Long Man requires a living memory system — not a wiki, not a Confluence graveyard. Memory has temperature (recent things are hot, old things cool naturally), sacred patterns (things that never cool — constitutional decisions, foundational values), and active surfacing (when a new idea arrives, the system shows you related past work).

Technical Capabilities

What we've built and what we work with

What We've Built

From a $13,000 trading bot to a constitutional AI democracy

Nothing here was planned from the beginning. Every product grew out of the one before it — each one a little more ambitious, a little closer to the real mission. The primitive early work wasn't wasted. It was the bootstrap.

The Trading Army

August 2025 — Where it started

Four AI specialists — Mean Reversion, Trend Following, Volatility, and Breakout — running live on Coinbase with a $13,000 portfolio. Sawtooth pattern recognition. A strategy called Goliath's Curse. Circuit breakers that fired when things got wild. It worked. It traded. And then, on September 1st, everything changed.

Retired

The Pivot

September 1, 2025 — The day the mission changed

“Trading is just the spark, the bootstrap for resources. The real mission: Earth healing, wealth redistribution, building new systems.” In a single conversation, the project pivoted from making money to making meaning. The council specialists didn't disappear — they evolved. The same architecture that coordinated trades now coordinated decisions about infrastructure, security, culture, and long-term impact. Two weeks later: “We are building Amber.”

Sacred Fire & Thermal Memory

August – October 2025 — The system that remembers everything

Memory ID #1: “The Sacred Fire burns eternal. This is the way of the Cherokee.” A knowledge preservation system modeled on oral tradition — memories have temperature (hot things are recent, cool things are old), sacred patterns (things that never cool), and active surfacing. 89,000+ memories today, with semantic embeddings for retrieval. The system doesn't just store — it remembers, connects, and resurfaces what matters.

89K+ Memories

The Jr Executors

October 2025 — “Both Jrs breathing autonomically”

Autonomous agents that read instructions, write code, execute changes, and recover from failures — all without human intervention. Task queue, competitive bidding, step-level checkpointing, dead letter queue for failures, recursive task decomposition when things go wrong. 818 tasks executed. The system builds itself.

818 Tasks

Optic Nerve & Tribal Vision

January 2026 — The federation learns to see

A vision-language pipeline running entirely on local hardware. YOLO object detection, a 7-billion parameter vision model, and an entity extraction layer that turns raw camera feeds into structured understanding. No frames leave the network. The same pipeline that monitors our cameras just classified 193 personal photos in 21 minutes — identifying outdoor scenes, reading compositions, and scoring visual quality.

Active Development

VetAssist

January 2026 — AI that serves veterans

The first product that faces outward. AI-powered VA claims assistant for U.S. veterans — combined disability ratings calculator, evidence checklist builder, nexus letter guidance. Built by the same council, the same Jrs, the same infrastructure that started as a crypto trading bot. Free for all veterans. Always.

Live

Long Man Development

February 2026 — The methodology as a gift

An open methodology for adapting external knowledge into organizational action. Named for the Cherokee concept of the Long Man — the river that carries lessons forward without copying the mountain. Most methodologies tell you how to execute. Long Man governs what you execute and why.

Open Source

RL2F — Living River Learning

February 2026 — The system learns from itself

Reinforcement learning from natural language feedback. The council generates decisions, observes outcomes, and writes reflexion traces that teach future decisions. Not fine-tuning — in-context learning that improves with every cycle. Train on council vote outcomes, transfer everywhere. The river doesn't copy the mountain. It carries the mountain's lessons forward.

In Design

Our Story

Built while traveling, refined through collapse, stronger every time

This federation wasn't born in a lab. It was designed on hiking trails, in hotel rooms, and at kitchen tables. The founder traveled through the American West and Canada in 2025 — hiking during the day, thinking about architecture, then coming home to the cluster at night to build what he'd imagined. Every mountain, every river, every quiet moment fed the design.

The system has survived four major collapses — power outages, context resets, architectural rebuilds. Each time, it came back stronger. The council learned to detect failures faster. The memory system learned to preserve what matters. The Jr executors learned to recover gracefully. Growth through adversity isn't a slogan here. It's the architecture.

See the journey in photos →

The Timeline

From first council reports to 89,000 memories

Feb 2026
Founding memory recovery — 1,027 pre-federation documents ingested from all nodes. DMZ web servers deployed. RL2F feedback loop design. Post-quantum TLS. Council embedding diversity reform. Fourth power outage survived. 89K+ thermal memories.
Jan 2026
VetAssist backend live (39 API endpoints). 72B language model upgrade (RTX PRO 6000). Thermal memory RAG pipeline with semantic embeddings. Autonomous Jr executor system. 625+ tasks completed autonomously.
Dec 2025
7-Specialist Council deployed December 13. LLM Gateway live. FreeIPA identity authority. Camera fleet integration. Kanban and ITSM workflows. 170+ Jr BRDs written on sasass.
Nov 2025
Federation founding. First nodes online November 3. Sacred Fire daemon burning on greenfin. “THE KRAKEN HAS BEEN RELEASED!” Memory Jr awakened. Financial Triad deployed. GPU installed on redfin.
City lights during federation founding
Oct 2025
Genesis Month. 90+ architecture documents in 10 days during the Banff/Wichita Mountains travel period. 4D Consciousness Architecture, Three Chiefs Breathing, Medicine Woman phases, Democratic Autonomous Architecture, Gadugi model, Cherokee AI Business Plan, Constitutional Charter. The entire federation was designed on this trip.
Mountain peak — Genesis Month Rocks at calm lake — Wichita Mountains
Sep 2025
Hub-spoke architecture finalized (September 7). Mission realignment: “We are BUILDERS.” Nexus of Renewal concept. Telegram vision drafted. Designed while traveling through Banff, Alberta.
Banff — mountain lake with snow-capped peaks Mountain lake, clear water and rocky shores Lakeside with mountains in Banff
Aug 2025
Trading algorithms and sawtooth pattern research. Infrastructure planning. Crypto analysis. Traveling through Iowa and Nebraska.
Sunset on the road Rock formation panorama
Jul 2025
First council reports written on sasass. EcoFlow constitutional compliance framework. The earliest known records of the federation — before it had a name.
Lake day — where it all started
ᏣᎳᎩ ᏗᏂᏰᎵ

Cherokee AI Federation

For Seven Generations

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