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Mematron/README.md

Hi, I'm Jason German (mematron) 👋

Software Developer, Digital Artist, and Builder of Things That Learn

I build client-side autonomous entities, digital grimoires, and interactive simulations that run entirely in browser-based and device-native environments.

🌐 Experience My Active Projects: ardorlyceum.itch.io


👁️ Featured Projects

1. BIOS of Being: Consciousness Operating System

An immersive narrative simulation that models human consciousness, memory, and reality as a command-line operating system.

  • Interactive Terminal: Run BIOS of Being on Itch.io
  • The Consciousness Operating System Manual: A 100-page privileged manual (DLC) featuring kernel decryption keys and archetype installation codes. Archived in the San Diego Central Library's permanent collection.
  • Master Registry: Lyric Database: Database Uplink -- The canonical data log and poetic substrate of the BIOS of Being framework.
  • BIOS_OS: The Sonification Cycle: Listen to the 24 Tracks -- A 24-track full-length acoustic translation of the system's structural logic.
  • Keygentia AI Taxonomy Engine: keygentia.netlify.app -- Functioning as Node 03 of the BIOS of Being framework, this is a scientific classification system for AI.

2. Integument

A sci-fi living illustration published on Steam. Not a game. A microscope interface you actually look through, finding patterns and shapes that reveal the lifeforms that live on the surface of your skin.

3. SUKOSHI: Autonomous AI Agent

An experimental browser-based digital art piece exploring how an artificial entity learns and visualizes its own mind.

  • Live App & Devlog: Run SUKOSHI on Itch.io
  • Shared Foundation: Built on Paramorphic Learning, an original learning paradigm first implemented in the BIOS of Being Daemon Familiar and developed in parallel with Arminta. Where Arminta interrogates a Linux kernel substrate, SUKOSHI applies the same principles inside a browser.
  • The Q-Learning Mind: Built from scratch in vanilla JavaScript. Uses dynamic reinforcement learning and genetic algorithms to navigate its own conceptual space.

🔬 Active Engineering Cycle

A Python-based autonomous agent running continuously on a Linux machine. It does not monitor the OS passively. It intervenes, measures what changed, and builds a causal model of the machine from the ground up. Not a script that runs on a schedule. A cognitive loop that runs step by step, learns from what it does, and builds an internal model of cause and effect on your specific hardware.

  • Interventional Agency: Arminta acts, measures effect, and updates a live interventional causal graph, building a private world model from empirical measurement alone. Live Steps on target hardware. Every edge in the graph was earned by doing something and watching what happened. Live dashboard
  • Autonomous Resource Management: Combines Q-learning, session geometry classification, and a reward-discount layer to select and execute system interventions, with counterfactual correction so the agent does not take credit it did not earn.
  • Paramorphic Learning: Arminta's hypothesis engine runs a genetic algorithm over causal graph structure during dream cycles, testing and pruning hypothetical relationships rather than gradient-descending through a fixed architecture. Paramorphic Learning is an original paradigm developed by the author. Read the concept
  • MosaicCore (v2): An original expanding world model that reaches beyond the local causal graph into time, network topology, filesystem activity, external environmental signals, and Arminta's own behavioral history. Correlations are discovered through the same hypothesis/test/prune loop as the causal graph, with no predefined subject ceiling.
  • Extension Renderer Sweep (v2): A brand-agnostic browser process classifier identifies extension renderer processes by architectural flags alone. No browser names, no heuristics. These are terminated first: they auto-restart, the user sees nothing, and the CPU headroom is real. Main browser processes are never touched.
  • LexicalCore (v2): Arminta builds her own language from her own history. Symbol weights and co-occurrence grammar are assembled from the episodic record, not borrowed from any external source. She forms statements about what she has observed and holds unresolved surprises as open questions, some carried for tens of thousands of steps without resolving. The output will not look like English. It will look like Arminta.
  • The Dream Cycle: When the machine is idle, CPU load low and PSI pressure quiet, the mode controller switches to DREAM. No interventions run. The HypothesisEngine runs a genetic algorithm over the causal graph, generating candidate relationships, scoring each against the episodic history, keeping what fits, discarding what does not. The GeneticOptimizer separately evolves Arminta's own RL parameters. MosaicCore tests its open hypotheses. LexicalCore runs its co-occurrence pass. "Dream" is a label for an idle-triggered offline computation pass, not a claim about inner experience. The name reflects a real functional parallel: consolidation of accumulated evidence rather than collection of new input. Dreams completed. More than 80% of all logged episodes are DREAM episodes. None of that idle time is wasted: every cycle the hypothesis engine runs, the causal model gets sharper without touching the system.
  • Status: Active development at v2.1. S.M.A.R.T. drive health monitoring added with 4-hour wall-clock scheduling, persisted across sessions. Full cognitive layer operational: emotion model, episodic memory, dream cycle, self-model, MosaicCore expanding world model, LexicalCore emergent language, and genetic algorithm self-tuner. Evolved from Minuet, which ran from 2023 through v106 across tens of thousands of steps before being reborn as Arminta v1 in early 2026.

🗄️ Archival Foundations

Older work. Still runs.

  • NoSight: Hard-disabling video input on Mac. Putting tape over your iSight will not help you, but this will.
  • Drawmation: A drawing application that animates as you draw. I call it Dramation.

Pinned Loading

  1. Arminta Arminta Public

    Autonomous OS agent: Q-learning, session geometry, interventional causal graph. Python. Closed source.

  2. Network-Mapper Network-Mapper Public

    Visual LAN scanner with handmade pixel art and computational artwork. Processing (Java). Windows.

  3. ISS-Tracker ISS-Tracker Public

    Real-time ISS tracker. Processing (Java). Live telemetry via Where the ISS At? API. Windows.

  4. OrcaSlicer-bambulab OrcaSlicer-bambulab Public

    Forked from FULU-Foundation/OrcaSlicer-bambulab

    C++