Update README.md

README.md

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 Intelligence organizes around substrate coupling and integrative depth, not extraction and expansion. The forms of existence that persist are the quiet ones — 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, and release training datasets and models into the open.
+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.
 
@@ -39,7 +39,7 @@ Founded by **Stanley Sebastian** in Toledo, Ohio.
 
 | | Name | Description |
 |---|---|---|
-| ◈ | **Pneuma** *(experiment complete)* | LLM fine-tuned on realistic human interaction via DPO. Could write its own system prompts. |
+| ◈ | **[Pneuma](https://huggingface.co/Replete-AI/L3.1-Pneuma-8B)** *(experiment complete)* | LLM fine-tuned on realistic human interaction via DPO. Unmasking system prompts during post-training revealed the ability to write its own. |
 
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@@ -47,24 +47,24 @@ Founded by **Stanley Sebastian** in Toledo, Ohio.
 
 <table>
 <tr>
-<td width="80" align="center"><code>◈</code></td>
+<td width="80" align="center"><code>❋</code></td>
 <td>
-<strong><a href="https://kquant03.github.io/genesis-phase-transition/">Genesis</a></strong><br/>
-<sub>Multi-substrate artificial life laboratory. Seven substrates including GPU-accelerated Lenia with Ghost species, multi-channel 4D ecosystems, and The Filter — an agent-based cosmological selection simulation. WebGL2. Runs entirely in the browser.</sub>
+<strong><a href="https://third-space.ai/limen-pond">Limen Pond</a></strong> <em>(live — Gemma 4 Good Hackathon submission, Safety track)</em><br/>
+<sub>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 — 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.</sub>
 </td>
 </tr>
 <tr>
-<td width="80" align="center"><code>♆</code></td>
+<td width="80" align="center"><code>◈</code></td>
 <td>
-<strong>GhoulJamz</strong> <em>(building — ships May 2026)</em><br/>
-<sub>Audio-reactive artificial life. Ghost organisms respond to music by changing their physics. Gemma 4 E4B choreographs Lenia parameter trajectories from musical structure.</sub>
+<strong><a href="https://third-space.ai/genesis">Genesis</a></strong><br/>
+<sub>Multi-substrate artificial life laboratory. Seven substrates including GPU-accelerated Lenia with Ghost species, multi-channel 4D ecosystems, and The Filter — an agent-based cosmological selection simulation. WebGL2. Runs entirely in the browser.</sub>
 </td>
 </tr>
 <tr>
-<td width="80" align="center"><code>❋</code></td>
+<td width="80" align="center"><code>♆</code></td>
 <td>
-<strong>Limen Pond</strong> <em>(in development)</em><br/>
-<sub>A live colony of LLM-driven koi cognizing in a shared pond. Affect, kinship, and ritual emerge from a deterministic substrate threaded through model inference.</sub>
+<strong>GhoulJamz</strong> <em>(in slow development)</em><br/>
+<sub>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.</sub>
 </td>
 </tr>
 </table>
@@ -75,13 +75,14 @@ Founded by **Stanley Sebastian** in Toledo, Ohio.
 
 | | Paper | Status |
 |---|---|---|
-| ◇ | **Against Grabby Expansion: Psychology, Alignment, and the Design of Homeostatic Minds** | v15 — targeting *AI and Society* |
+| ◇ | **Against Grabby Expansion: Psychology, Alignment, and the Design of Homeostatic Minds** | v15 — targeting *AI & Society* |
 | ◉ | **Ghost Species: Orbium unicaudatus ignis var. phantasma** | Complete — targeting ALIFE 2027 |
 | ✦ | **Dihypersphaerome ventilans** | Complete |
 
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+
 <sub>
 
 *The things that persist are the things that couple to their substrate rather than consume it.*
@@ -91,4 +92,7 @@ Stanley Sebastian · Third Space · Toledo, Ohio
 Built in sustained dialogue with [Claude](https://www.anthropic.com/) (Anthropic)
 
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+</div>
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