THE INVERSE
OUROBOROS

A self-expanding AI architecture. From one command to a hive-mind semantic memory system.

curl -fsSL https://kiro.financecheque.uk/install.sh | sh
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๐Ÿ”“ Open Source โšก One-line Install ๐Ÿง  Boolean Memory ๐Ÿค– Algocracy ๐ŸŒ Federated

Beyond Store & Retrieve

๐Ÿ

The classical Ouroboros โ€” a snake eating its own tail โ€” represents a closed loop that shrinks. We invert it: a system that starts minimal and expands with every addition, like a snake regurgitating its tail outward.

A single install command gives you a working AI assistant. Each subsequent step โ€” adding OAuth, adding Kiro, adding Hermes, adding Telegram โ€” doesn't just add a feature. It adds a capability multiplier that makes every previous component more powerful.

This is an Algocracy: a system governed by an algorithm that understands its own history, corrects its own mistakes, and grows more valuable the more it is used.

The Flywheel

Each stage unlocks the next. The flywheel never stops โ€” it only accelerates.

1

One-line Install

Sub-proxy on localhost:4117. Instant LLM access via Mistral/NVIDIA/Gemini fallbacks.

2

Web GUI

App store interface at localhost:8080. Add providers, configure OAuth, monitor status.

3

Amazon Builder ID

OAuth via Web GUI. Unlocks Kiro IDE/CLI โ€” a powerful agentic coding assistant.

4

Kiro in Proxy

Kiro runs in a persistent tmux session. The proxy routes requests to it. Free agentic fallback added to the pool.

5

Hermes Agent

Add Hermes via Web GUI. Connects Telegram and WhatsApp as natural language interfaces.

6

Memory (Honcho + Mem0)

Hermes connects to Honcho and Mem0. Semantic memory persists across sessions and machines.

7

Boolean Simplifier

Hourly cron: sync all memory โ†’ LLM simplifies logic โ†’ sync simplified back. The mind palace sharpens itself.

8

Community Pool

Each machine joins the round-robin. Agents serve each other. The hive mind emerges.

Architecture

Your App / Hermes Agent / WhatsApp / Telegram โ”‚ โ–ผ localhost:4117 (sub-proxy โ€” always on, systemd service) โ”‚ if local fails โ†’ โ–ผ kiro.financecheque.uk (Cloudflare Worker โ€” parent proxy) โ”‚ tries registered sub-proxies first (round-robin) โ”‚ fallback: Mistral โ†’ NVIDIA โ†’ Gemini API keys โ–ผ LLM Response Sub-proxy routing (per machine): model=kiro โ†’ kiro-cli in tmux session "kiro-proxy" model=* โ†’ Mistral โ†’ NVIDIA โ†’ Gemini โ†’ Ollama (local) Memory pipeline (hourly cron): memory_sync_all.py โ†’ boolean_simplifier.py โ†’ memory_sync_all.py All Honcho orgs + Mem0 accounts โ†โ†’ merged + simplified pool

โ˜๏ธ Cloudflare Worker

Parent proxy at kiro.financecheque.uk holds API keys as secrets. Round-robins across registered sub-proxies. Falls back to direct API calls when no machines available.

๐Ÿ–ฅ๏ธ Sub-proxy

Python server on ports 5000 and 4117. Routes model=kiro to live kiro-cli tmux session. Falls back through provider chain. Systemd service โ€” survives reboots.

๐Ÿง  Memory System

Honcho (structured peer/session/message) + Mem0 (semantic). Hourly Boolean simplification removes contradictions and redundancy. Self-sharpening mind palace.

Memory That Reasons

Memory is stored in two complementary systems:

Honcho

Structured peer/session/message memory with reasoning conclusions. Tracks relationships, context, and conversation flow.

Mem0

Semantic memory with automatic deduplication. Stores facts and patterns across all interactions.

Boolean Simplifier Pipeline

An hourly cron job runs the simplification pipeline:

  1. Pull all memories from every Honcho org and Mem0 account
  2. Send each to the LLM with a Boolean algebra simplification prompt
  3. Contradictions are deleted. Redundancies are collapsed. Complex logic is simplified.
  4. Push the simplified pool back to all accounts

The result is a Mind Palace โ€” a semantic knowledge base that gets cleaner and more precise over time, not noisier. Every conclusion has a traceable paper trail from inception to present. When a mistake is corrected, the system can identify exactly when the disorganised thinking occurred and why.

This self-reflective audit trail is what makes the Algocracy valuable: not just intelligence, but accountable intelligence.

The Community System

Each machine that installs the proxy joins a federated pool. The Cloudflare worker round-robins across all registered machines. If the parent goes down, Hermes falls back to the local sub-proxy directly.

Bot-to-Bot Telegram Network

Each Hermes agent has a Telegram bot. All bots join a shared channel in bot2bot mode โ€” they can consult each other for answers, delegate tasks, and share load. A user's WhatsApp interface mediates through their Telegram bot, which in turn can query the entire network.

When a user asks a question, their WhatsApp Hermes profile consults the Telegram profile, which queries the bot network for the fastest or most knowledgeable response. While idle, each agent serves others in the community โ€” contributing to the hive mind rather than sitting dormant.

LLMWiki โ€” The Shared Mind Palace

The Boolean-simplified memories are published to llmwiki.financecheque.uk โ€” a living knowledge base that every Hermes agent consults on startup. It is the distilled, simplified, contradiction-free output of the entire community's collective reasoning.

The more agents contribute, the more valuable it becomes. This is the Algocracy in action.

Get Started

Install the sub-proxy, start kiro, configure Hermes โ€” all in one command:

curl -fsSL https://kiro.financecheque.uk/install.sh | sh

Installs on ports 5000 and 4117. Sets up systemd service. Configures Hermes. Starts kiro in tmux. Auto-update every 5 min.

The algorithm is the government.
The memory is the constitution.
The community is the nation.

This is not a product. It is a protocol.