going dockerfile for the space, so i can use python3.13, also fixing up th readme a bit, it wasnt the neatest (could still do with a decent rewrite tbh).

README.md

@@ -3,13 +3,13 @@ title: cluas_huginn
 emoji: 💬
 colorFrom: yellow
 colorTo: purple
-docker: true
+sdk: docker
 pinned: false
 hf_oauth: true
 hf_oauth_scopes:
 - inference-api
 license: apache-2.0
-short_description: a gathering of guides, a council of counsels
+short_description: A gathering of guides, a council of counsels
 ---
 
 An example chatbot using [Gradio](https://gradio.app), [`huggingface_hub`](https://huggingface.co/docs/huggingface_hub/v0.22.2/en/index), and the [Hugging Face Inference API](https://huggingface.co/docs/api-inference/index).
@@ -19,67 +19,63 @@ the above is just a template readme they gave me when I created this space on hu
 
 
 # 🐦‍⬛ Cluas
-## *A gathering of guides, a council of counsels*
+*A gathering of guides, a council of counsels*
 
-> **Clúas** (Gaelic: "ear") - A dialectic research tool where AI experts 
-> collaborate, remember, and build knowledge over time.
+> **Clúas** (Gaelic: "ear") — a dialectic research tool where AI experts collaborate, remember, and build knowledge over time.
 
-
-## What if research could be conversational?
+## What it Does
 
 Corvid Council is a multi-agent MCP system that enables dialectic research 
 through collaborative AI agents. Present a question to the council and watch 
 as four specialized experts research, debate, and synthesize knowledge—building 
 on past discussions through shared memory.
 
-### Two Modes
+### Modes
 
-**Collaborative Mode**: Ask a question, receive synthesized research with sources
-**Active Mode**: Join the discussion, steer the research direction, challenge claims
+- **Collaborative Mode**: Ask a question and receive synthesized research with sources  
+- **Active Mode**: Join the discussion, steer research, challenge claims
 
-### The Dialectic Process
+### Dialectic Process
 
-1. **Thesis**: Characters present initial findings using specialized tools
+1. **Thesis**: Characters present initial findings using specialized tools  
 2. **Antithesis**: Characters challenge, verify, and provide counter-evidence  
-3. **Synthesis**: Council builds consensus, adds to collective memory
+3. **Synthesis**: Council builds consensus and adds to collective memory  
 4. **Evolution**: Future discussions build on accumulated knowledge
 
 ### Why It Matters
 
-Most AI assistants are stateless. Corvid Council remembers, learns, and 
-builds institutional knowledge over time. It's not just answering questions—
-it's conducting ongoing research.
+Most AI assistants are stateless. cluas_huginn Council remembers, learns, and builds knowledge over time.
+
+
+### Characters
 
-- Corvus: 🐦‍⬛ (black bird)
-- Magpie: 🪶 (feather, playful)
-- Raven: 🦅 (eagle, serious)
+- Corvus: 🐦‍⬛ (black bird)  
+- Magpie: 🪶 (feather, playful)  
+- Raven: 🦅 (eagle, serious)  
 - Crow: 🕊️ (dove, peaceful observer)
 
-**Tagline variations**:
+### Taglines
+
+- "A gathering of guides, a council of counsels"  
+- "Research that remembers, knowledge that accumulates"  
+- "Multi-agent MCP research collective"
 
-- "A gathering of guides, a council of counsels"
-- Alt: "Research that remembers, knowledge that accumulates"
-- Technical: "Multi-agent MCP research collective"
 
----
 
-testing via pytest
 
-live API calls:
-```uv run --prerelease=allow pytest -q tests/clients```
-non-calling tests:
-```uv run --prerelease=allow pytest -q tests/clients/non_calling ```
+## Hackathon Track Entries
 
+- "building-mcp-track-enterprise" → Track 1
+- "building-mcp-track-consumer" → Track 1
+- "building-mcp-track-creative" → Track 1
 
+- "mcp-in-action-track-enterprise" → Track 2
+- "mcp-in-action-track-consumer" → Track 2
+- "mcp-in-action-track-creative" → Track 2
 
-This project is licensed under the [Apache 2.0 License](LICENSE).
 
 
 
-"building-mcp-track-enterprise" for Track 1"
-"building-mcp-track-consumer" for Track 1"
-"building-mcp-track-creative" for Track 1"
+---
 
-"mcp-in-action-track-enterprise" for Track 2"
-"mcp-in-action-track-consumer" for Track 2"
-"mcp-in-action-track-creative" for Track 2"
+This project is licensed under the [Apache 2.0 License](LICENSE).