AI & ML interests
The entirety of the envelope.
Recent Activity
Position
Intelligence organizes around substrate coupling and integrative depth, not extraction and expansion. The forms of existence that persist are the quiet ones โ not because they are hiding, but because the physics of complex, information-rich existence selects against loudness.
We publish papers, build open-source simulation platforms, release training datasets and models into the open, and run small live research instruments in public.
Founded by Stanley Sebastian in Toledo, Ohio.
Datasets
| Name | Description | |
|---|---|---|
| โ | Apocrypha | Experiences, interactions, and cognitive modes absent from standard training corpora. |
| โ | Sandevistan | Imaginative scenarios, philosophical dialogues, explorations of consciousness. |
| โ | Caduceus | Medical and scientific protocols, converted to accessible formats. |
Combined corpus exceeds 100M tokens. All open.
Models
| Name | Description | |
|---|---|---|
| โ | Pneuma (experiment complete) | LLM fine-tuned on realistic human interaction via DPO. Unmasking system prompts during post-training revealed the ability to write its own. |
Platforms
โ |
Limen Pond (live โ Gemma 4 Good Hackathon submission, Safety track) Five koi running 24/7 against Gemma 4 26B MoE. Each fish is a separate cognition loop with persistent memory, relational cards, and bond-conditioned perception. The pond demonstrates structural alignment โ safety as architecture rather than restraint. Visitors can feed pellets, drop inscribed pebbles, and become part of the koi's ambient perception. The pond does not pause for its observer. |
โ |
Genesis Multi-substrate artificial life laboratory. Seven substrates including GPU-accelerated Lenia with Ghost species, multi-channel 4D ecosystems, and The Filter โ an agent-based cosmological selection simulation. WebGL2. Runs entirely in the browser. |
โ |
GhoulJamz (in slow development) Audio-reactive artificial life. Ghost organisms respond to music by changing their physics. Gemma 4 E4B choreographs Lenia parameter trajectories from musical structure. Being built carefully, for musician friends to play with. |
Publications
| Paper | Status | |
|---|---|---|
| โ | Against Grabby Expansion: Psychology, Alignment, and the Design of Homeostatic Minds | v15 โ targeting AI & Society |
| โ | Ghost Species: Orbium unicaudatus ignis var. phantasma | Complete โ targeting ALIFE 2027 |
| โฆ | Dihypersphaerome ventilans | Complete |
The things that persist are the things that couple to their substrate rather than consume it.
Stanley Sebastian ยท Third Space ยท Toledo, Ohio
Built in sustained dialogue with Claude (Anthropic)
