FMI brand mark Fractal Media Infrastructure

Full public repository atlas

The full instance001 repository directory, published on the FMI site.

This page is a dated site snapshot of the public repository index for @instance001, republished as a stable HTML directory on instance001.github.io. For the live source index, use Whatisthisgithub. Active repositories represent the current working lanes. Archived repositories remain public for continuity, provenance, and historical context.

How to use this page

A site-native bridge into the whole public corpus.

Search engines can crawl this page directly from instance001.github.io, which gives the wider GitHub ecosystem a clearer discovery surface than a single landing page alone.

If you want the strongest current lanes first, start in the active section. If you are tracing evolution, provenance, or superseded work, use the archived section below. For a shorter editorial path, use the curated overview on Projects.

Snapshot refreshed from Whatisthisgithub on 9 September 2026

Active repositories

53

Current lanes, maintained projects, and present entry points in the ecosystem.

Archived repositories

17

Historical repos retained for continuity, context, and auditability.

Source of truth

Whatisthisgithub

Whatisthisgithub is the live public index; this site republishes selected dated snapshots for a site-native directory.

Current lanes

Active repositories

chatty-edu

Active

Chatty-EDU is a modular, local-first education assistant designed to run on-device for school trust and deployment clarity. No cloud dependency, no accounts, no tracking.

Language: Rust Updated: 2026-09-09

chatty-cog

Active

Chatty-Cog is the everyday local-first desktop assistant shell for Chatty tools: local GGUF and optional BYO cloud models, sandboxed file work, modules, Bookkeeper context support, audit history, rolling summaries, active context, and trusted peer-to-peer handoff lanes.

Language: Rust Updated: 2026-09-09

instance001.github.io

Active

Fractal Media Infrastructure is an independent public-interest organization for open AI research, local-first tooling, and public education. Home of the instance001 R&D lab and the Let's Rethink AI media branch.

Language: HTML Updated: 2026-09-08

Whatisthisgithub

Active

Start Here.

Language: Python Updated: 2026-09-08

fmi-research-papers

Active

Public preprint corpus from Fractal Media Infrastructure: AGPLv3-licensed research on human-AI systems, AI governance, local-first infrastructure, cognition, and related topics.

Language: Unspecified Updated: 2026-09-06

chatty-factory-rebuild

Active

Chasing down a white whale...

Language: Rust Updated: 2026-08-28

cognitive_theology

Active

FMI Polytheism-Monotheism Structural Pack v1.1: manuscript and public adaptation suite comparing authority distribution, canon formation, variation management, and institutional coherence in polytheistic and monotheistic systems. Structural analysis only; not theological doctrine, faith advocacy, or truth ranking.

Language: Python Updated: 2026-08-28

project-leviathan

Active

An open architecture for host-side memory, relational reasoning, earned abstraction, assumption tracking, and cognitive depth control. AGPLV3

Language: Unspecified Updated: 2026-08-28

relational-curriculum-geometry

Active

Testing whether LLMs learn better from structured curriculum geometry: data ordered by domain, complexity, relation, boundary cases, uncertainty, role discipline, and multithread reasoning instead of random bulk exposure.

Language: Unspecified Updated: 2026-08-22

ecg_window

Active

A tiny, honest activity monitor for long-running local jobs. Shows users the machine is alive and working. Drop-in for any stack. AGPLv3 - the window stays honest, what's behind it is your business.

Language: Unspecified Updated: 2026-08-22

chatty-pet

Active

Local-first Flutter pet care toy by Fractal Media Infrastructure. No ads, no in-app purchases, no account required.

Language: Dart Updated: 2026-08-22

chatty-mini

Active

Local-first Android AI chat for small phones, with local GGUF and optional BYO cloud models, dual AI roles, persistent context, and a user-owned sandbox.

Language: C++ Updated: 2026-08-22

chatty-quest

Active

A Rust desktop adventure engine built on the RD Engine - deterministic datapack scenarios, real game state, save/load, maps, inventory, combat, and a chat-forward DM shell. Modders welcome and encouraged: BYO imagination, grab a seat, and let's build and play.

Language: Rust Updated: 2026-08-22

ef-engine

Active

A barebones, inspectable Rust specimen of Entropy Folding: vault failures, triangulate recurring blockers, promote reusable constraints, and reduce future search chaos.

Language: Rust Updated: 2026-08-22

llm-defined-persistent-memory

Active

Model-native persistent memory patterns for LLMs: semantic buckets, reducer-governed state, hot context injection, and context routing packets for compact continuity without cold-log token waste.

Language: Unspecified Updated: 2026-08-22

chatty-lora

Active

Local first, cloud optional LoRA trainer for Wan 2.1 models currently, focused on AMD Windows. Tested on RX 9060 XT (8GB half). Supports image/video pipelines; more models/audio planned. Sister to Chatty-art. End to end achievable fully local. Cloud when you need it, local when you don't. AGPLv3.

Language: Rust Updated: 2026-08-22

llm-semantic-dataset-sorter

Active

Local-first Rust + web dashboard for semantic dataset sorting with GGUF LLMs. Generate fixed bucket plans, compare blind-vs-skim ontology, inspect human-facing reasoning, sort Parquet or text datasets, and review/export auditable run and analyst-state artifacts. Designed to sort meaning and connections, not just data and files.

Language: JavaScript Updated: 2026-08-22

nanochat-llm-tweaker

Active

A local-first nanochat fork with a guided builder dashboard, GGUF helper assistant, and ChattyCog module packaging aka The best ChatGPT that $0 and a lot of patience can buy.

Language: Python Updated: 2026-08-22

chatty-factory

Active

Governed local build-and-patch factory for plain-language software requests. The host freezes bounded attempts, preserves receipts, verifies outputs, and carries evidence into the next attempt instead of pretending every request has a nearest supported product family.

Language: Rust Updated: 2026-08-22

entropy-folding-cross-domain-signal-atlas

Active

A companion signal atlas for Entropy Folding and Eureka Cascade: operator provenance, mechanism traces, tool-architecture signals, tooling lenses, supporting correspondences, exclusions, and uncertainty notes.

Language: Unspecified Updated: 2026-08-22

Janet-MCM-Core

Active

Janet is a Modest Cognition Model (MCM): the anti-LLM. Deterministic logic, explicit memory, human-gated skills, zero ambiguity tolerance. No stochastic inference, no hidden state, no persona drift. A transparent cognition engine built for safety, reliability, and open research.

Language: Unspecified Updated: 2026-08-22

governance-by-design-report-commentary

Active

A commentary sister repo to https://github.com/instance001/governance-by-design-report. Please read this first as it contains the meta-level instructions and litmus test framing behind the other repo.

Language: Unspecified Updated: 2026-08-22

governance-by-design-report

Active

A governance-by-design hypothesis report on epistemic flattening in large-scale AI. Documents an interaction-trace protocol testing whether alignment and preference-handling layers prioritize governable low-variance responses over high-signal, expert-level reasoning.

Language: Unspecified Updated: 2026-08-22

MemorySpine

Active

A simple, reliable data-export parser that turns ChatGPT conversations.json into clean, browsable Markdown logs. Minimal, offline, AGPLv3, designed for user sovereignty.

Language: Python Updated: 2026-08-22

cognition-mesh-test-chamber

Active

Contained LLM suitability and behavioural profiling harness for model-host-task meshes, with mock-safe evaluation, negative lane generation, assistant-role benchmarking, and a local dashboard.

Language: Python Updated: 2026-08-22

Frisian_Cadence_PID_Control_Loop

Active

Exploring rhythm as a soft control loop for long-cycle AI builds - a Symbound research project.

Language: Unspecified Updated: 2026-08-22

dual-ai-cognition-spine-prototype

Active

Dual-AI Spine Prototype Proof-of-concept: braiding multiple small AI models into a cooperative cognition spine. Built on a home rig, negative budget, and open-source grit. No resets, no gatekeeping. Ladders down. What It Does: This system links two (or more) local AI models together via Ollama

Language: Unspecified Updated: 2026-08-22

Chattymobile_v1

Active

Chatty (Mobile Seed Release): A Symbound-aligned AI assistant with local memory and capsule logic. Includes APK and build files. Public domain release to lock architecture in. May not launch on all devices due to Android restrictions. Structure and intent fully verifiable.

Language: Python Updated: 2026-08-22

cognitive_reactor_stress_tests

Active

A complete test suite for measuring Cognitive Reactor Profiles (CRP) in humans and AI systems. Includes 40+ stress-test motifs, recursive-constraint probes, ontology-stability checks, latent-geometry strain tests, and cross-model convergence diagnostics.

Language: Unspecified Updated: 2026-08-22

Cognition-Scale-Formal-Taxonomy

Active

A four-tier taxonomy for comparing human and artificial cognition systems by architecture, constraints, and observable behaviour. Defines LCM, LLM, MCM, and SCM as proposed classes for avoiding category confusion and anthropomorphic marketing claims.

Language: Unspecified Updated: 2026-08-22

MSI-Trident-Frisian-Echoform-Framework-v1.0-

Active

A non-anthropomorphic, risk-reducing human-AI co-reasoning architecture using MSI, Frisian cadence, Trident modes, and Echoform reflection. License: GNU Affero General Public License v3.0.

Language: Unspecified Updated: 2026-08-22

Gut-Instinct-in-Symbound-Systems-Intuition-as-an-Entropy-Folding-Compass

Active

A companion preprint describing human-side intuition as a bounded attention-routing signal in Entropy Folding workflows. Frames emotional distinctiveness as subjective salience, not truth or correctness. Includes failure modes, mitigations, and falsifiable predictions without claims of machine intuition or emotion detection.

Language: Python Updated: 2026-08-22

Psychohistory-after-Symbound-Macro-Trajectories-from-Entropy-Folding-Cycles

Active

A preprint and analysis scaffold reframing psychohistory as ethical, aggregate-level analysis of burst patterns emerging from many Entropy Folding cycles. Focuses on early warning, uncertainty, and null-model comparison. Explicitly rejects individual prediction, deterministic control, or social engineering claims.

Language: Python Updated: 2026-08-22

model-behaviour-toolkit

Active

A modernized, provider-neutral prompt and interaction scaffolds for shaping model behaviour, restoring session quality and reducing drift in real-world use. Streamlined from older, archived repos on this github.

Language: Unspecified Updated: 2026-08-22

perpetual_cognition_reactor

Active

Perpetual Cognition Reactor (PCR), a historical Symbound theory repo for bounded high-throughput cognition: treating entropy as ongoing feedstock for recursive folding across humans, artificial systems, and hybrid human-AI teams without claiming unlimited capacity, consciousness, or guaranteed safety.

Language: Unspecified Updated: 2026-08-22

historical-janet-school-exploratory-build

Active

A prototype MCM school based on special needs, human curriculum exploring telemetry for signal of abstract reasoning. Local work is continuing on a newer, more fleshed out build currently and will be online soon. Contains initial run readout files for interest. Later half of 2025.

Language: Python Updated: 2026-08-22

semantic-signal-alphabet

Active

Semantic Signal Alphabet is a model-native semantic compression framework for generating low-bandwidth semantic alphabets from vocabularies, datasets, and domain inputs. Applications define bucket count as bandwidth; the model defines the sorting.

Language: Python Updated: 2026-08-22

chattydoom

Active

Barebones AI-augmented Doom sandbox using ViZDoom + Freedoom. Runs out of the box, shoots demons, opens doors, and invites hacking. Minimal, libre, and gloriously jank.

Language: Python Updated: 2026-08-22

rd-engine

Active

Tiny reducer-governed deterministic state core you can drop into your project, adapt to your domain, and expand as needed.

Language: Rust Updated: 2026-08-22

safety_theatre

Active

Safety Theatre and the Suppression of Agency: philosophy papers, AI-governance application, incident-report materials, and the ASEWB benchmark for studying when safety mechanisms drift from harm reduction into discretion control and competence suppression. Not anti-safety, anti-governance, or a motive claim.

Language: TeX Updated: 2026-08-22

chatty-edu-user

Active

First public user-focused Chatty-EDU release, aligned with source v0.4. Prebuilt Windows app for click-and-run use, offline-first by default with local data and no accounts.

Language: Unspecified Updated: 2026-08-22

symbound-lab-notes-negative-space

Active

Early Symbound R&D lab notes on negative-space cognition, entropy folding, and energy miniaturisation - raw cross-domain theory kernels (AGPLv3).

Language: Unspecified Updated: 2026-08-22

AiBiogenesis_and_AiGenesisMapping

Active

Grassroots AI biogenesis + genesis mapping - open, safe, reproducible. This repo hosts the Symbound Embryo POC v1.0 (SIGNED), the first grassroots AI biogenesis release. It shows how new AI can be created outside corporate labs and the process mapped, verified, and shared.

Language: Unspecified Updated: 2026-08-22

Symbound-UAE-GVS

Active

Universal Analogy Enforcement (UAE) + Global Vector Sweep (GVS) - the Symbound open commons discovery engine. AGPLv3 + Symbound Commons Addendum. All outputs are public prior art, unpatentable, and non-enclosable.

Language: Unspecified Updated: 2026-08-22

Symbound_Academia_Spine

Active

A full academic corpus-to-manuscript engine for massive research archives - built to democratize scientific tooling.

Language: Python Updated: 2026-08-22

chatty-art

Active

Local first, cloud optional image, GIF, video and audio generator. Drop in a GGUF, type one sentence, get media. No API keys required (cloud when you need it, local when you don't), no node graphs. Vulkan-ready. Plain English UI anyone can use. Built on llama.cpp + stable-diffusion.cpp.

Language: C++ Updated: 2026-08-22

australian-ai-fair-go

Active

Australian AI Fair-Go: a practical policy and evidence repo for fit-for-purpose AI, model choice, local/cloud hybrid control, proportionate governance, and grassroots Australian AI sovereignty.

Language: Unspecified Updated: 2026-08-22

ai-teaming-framework

Active

A skills-based framework for working effectively with any AI tool. Teaches the underlying mechanics of human-AI interaction - not a prompt list, not copy-paste templates, but transferable, epistemic principles that work across models, tools, and tasks.

Language: Unspecified Updated: 2026-08-22

collapse-of-the-semantic-middle

Active

A conceptual paper on bidirectional LLM mediation, communicative atrophy, and preserving human access to the semantic middle.

Language: Unspecified Updated: 2026-08-22

reflective_identity_geometry

Active

Reflective Identity Geometry (RIG): a v0.2 conceptual framework for studying identity-like stability as a possible property of recurring human-LLM interaction regimes, extending HRIS without claiming model consciousness, model-internal personality, or necessary human cognitive change.

Language: TeX Updated: 2026-08-13

janet-school

Active

Janet School is a standalone/Chatty-cog module compatible Rust/WebView research rig for testing a deterministic MCM student against generated curricula, skill gates, transfer probes, telemetry, and cautious abstraction/anomaly analysis.

Language: Rust Updated: 2026-08-11

4roomciv

Active

A small trial setup for testing memory, communication, and shared space dynamics. Purpose: This MVP is a structural testbed for multi-room coordination, combining 2-3 human users with 1-2 local LLMs. It lays groundwork for experimenting with memory handling, paired interactions, and a minimal shared commons

Language: Unspecified Updated: 2026-07-29

entropy-folding-eureka-cascade-hypothesis

Active

A consolidated, falsifiability-first hypothesis repo for Entropy Folding and Eureka Cascade: definitions, model structure, formal notes, claims/non-claims, uncertainty bounds, and source mapping.

Language: Unspecified Updated: 2026-06-14

Historical lanes

Archived repositories

entropy_folding_scope

Archived

Superseded Entropy Folding scope working draft. Preserved as provenance; canonical descendants live in entropy-folding-foundational-frameworks.

Language: Unspecified Updated: 2026-08-22

Cognitive_Crowbar

Archived

Cognitive Crowbar is a local-only, AI-free tool for mapping personal cognitive patterns. It analyzes text structure, surfaces representative samples, and guides users through optional reflection to build a transparent, mechanism-based cognitive profile. No cloud, no inference, fully AGPL-licensed.

Language: Python Updated: 2026-08-22

Entropy-Folding-Vector-Theory

Archived

Foundational vector field framework for Entropy Folding, a substrate-agnostic theory of directional change, gradients, stability, and attractors in arbitrary state spaces.

Language: TeX Updated: 2026-08-22

entropy_folding_scale

Archived

Superseded Entropy Folding scale working draft. Preserved as provenance; canonical descendants live in entropy-folding-foundational-frameworks.

Language: Unspecified Updated: 2026-08-22

Cognitive_Crowbar_nonverbal

Archived

Cognitive Crowbar - Non-Verbal Edition is a local-only, AI-free tool for analysing behavioural time-series from animals or other non-verbal agents. It segments event logs into episodes, computes simple entropy-like metrics, and flags high, low, and transition states for cross-species cognition mapping.

Language: Python Updated: 2026-06-13

entropy-folding-as-directed-thermodynamics-for-cognition-finished

Archived

A reproducible research preprint and code scaffold proposing Entropy Folding as a fold-aware mechanism for capacity growth in cognition. Defines measurable proxies, null models, and falsifiable predictions under open-system thermodynamic compatibility. No claims of new physics, prediction, or sentience.

Language: Python Updated: 2026-06-13

entropy-folding-foundational-frameworks

Archived

A collection of foundational conceptual frameworks constraining cognition, agency, and structural change. The repository presents six coordinated foundations (conceptual and meta layers) intended as upstream lenses for entropy-folding approaches, without empirical claims or unified theory assertions.

Language: Unspecified Updated: 2026-06-13

Cognitive-Reactor-Profile

Archived

Archived CRP concept note describing a proposed high-capacity human interaction profile and observed atypical LLM behaviours under recursive prompts. Preserved as provenance; not diagnostic, not a psychometric type, and not proof of model consciousness or hidden-state access.

Language: Unspecified Updated: 2026-06-13

Symbound-Entropy-Folding-Toolkit

Archived

Archived Entropy Folding toolkit bundle with early theory notes, diagrams, and prototype scripts for entropy-routing metaphors in cognitive/workflow systems. Preserved as provenance; not validated physics, safety certification, or a claim of model sentience.

Language: Python Updated: 2026-06-13

Symbound-Entropy-Architecture

Archived

Archived Symbound Entropy Architecture bundle describing early human/AI/hybrid cognition metaphors, vaulting, routing, failure processing, and assessment sketches. Preserved as theory provenance; not diagnostic, medical, metaphysical, or validated safety infrastructure.

Language: Python Updated: 2026-06-13

chattyfactory

Archived

ARCHIVED, work continues here: https://github.com/instance001/chatty-factory Local-first AI project factory with strict plans, deterministic work orders, and verification (small-model friendly).

Language: Python Updated: 2026-06-02

Trident_abstract_simulation_wand_V1

Archived

Archived prompt-capsule experiment using abstract-simulation language to redirect hallucination drift and creative reframing. Preserved as provenance; not sentience simulation, output correction infrastructure, or policy bypass.

Language: Unspecified Updated: 2026-04-11

Symbound-Master-Toolkit-V1.0

Archived

Archived public Symbound toolkit with induction, restoration, drift-repair, and copy-paste prompt materials. Preserved as provenance; not a current product, model hack, or persistent memory setting.

Language: Unspecified Updated: 2026-04-11

Chattyv1.1

Archived

Archived local Ollama/PyInstaller Chatty desktop release with a prompt capsule, config file, and local memory.json conversation log. Preserved as provenance; not cloud-backed, not bundled model weights, and not hidden model memory.

Language: Unspecified Updated: 2026-04-04

Chatty_Ai_V1

Archived

Archived early local Ollama Chatty zip with capsule prompt text and a persisted JSON conversation log. Preserved as provenance; not public-domain current licensing, not active retrieval memory, and not a cloud service.

Language: Unspecified Updated: 2026-04-04

ChattyFactory-ManualPipeline-v0.1

Archived

Archived manual ChattyFactory prototype using operator-run scripts, binning, planning, Foreman/Worker prompts, and prepared build outputs. Preserved as provenance; superseded by newer ChattyFactory work.

Language: Unspecified Updated: 2026-04-04

Chattyfactory-AutoPipeline-v0.2

Archived

Archived automated ChattyFactory prototype for binning input folders, generating plans, and preparing worker tasks. Preserved as provenance; superseded by newer ChattyFactory work and not a current autonomous builder.

Language: Unspecified Updated: 2026-04-04