Update README.md

README.md

@@ -80,7 +80,7 @@ Encoders per modality:
 - Fingerprint Transformer (PolyFusion/Transformer.py)
 
 - Projects each modality into a shared, unit-normalized latent space
-- Uses contrastive alignment where a fused structural anchor (PSMILES + 2D + 3D) is aligned with a fingerprint target (PolyFusion/CL.py)
+- Uses contrastive alignment where a fused structural anchor (PSMILES + 2D graph + 3D geometry) is aligned with a fingerprint target (PolyFusion/CL.py)
 
 ### Downstream Tasks
 
@@ -89,8 +89,7 @@ Encoders per modality:
 - Returns predictions in original units (with standardization handled internally)
 
 #### 4) Inverse design / polymer generation (targets → candidates) (Downstream Tasks/Polymer_Generation.py)
-- Property-conditioned candidate generation using PolyFusion embeddings as the conditioning interface
-- Supports optional seeding/biasing (e.g., start from a reference polymer family)
+- Property-conditioned candidate generation using PolyFusion embeddings as the conditioning interface for a sequence-to-sequence generator (SELFIES-based Encoder Decoder)
 - Produces candidate lists suitable for generate → filter → validate workflows
 
 ### PolyAgent
@@ -116,8 +115,6 @@ This repository is configured as a Gradio Space via the YAML header at the top o
 
 Entry point: app_file: PolyAgent/gradio_interface.py
 
-Space URL: kaurm43/PolyFusionAgent
-
 ---
 
 ## Model weights and artifacts
@@ -131,15 +128,13 @@ POLYFUSION_WEIGHTS_REPO=kaurm43/polyfusionagent-weights
 
 POLYFUSION_WEIGHTS_REPO_TYPE=model
 
-Weights repo: kaurm43/polyfusionagent-weights
+- **Weights repo:** [kaurm43/polyfusionagent-weights](https://huggingface.co/kaurm43/polyfusionagent-weights)
 
-Weights files: weights/tree/main
 
 ### Override via environment variables (local or Space secrets)
 POLYFUSION_WEIGHTS_REPO=your-org/your-weights-repo  
 POLYFUSION_WEIGHTS_REPO_TYPE=model  
 POLYFUSION_WEIGHTS_DIR=/path/to/cache  
-HF_TOKEN=...  # only if private
 
 ### Expected weights layout (inside the weights repo)
 The orchestrator expects these folders/files:
@@ -192,16 +187,7 @@ python PolyAgent/gradio_interface.py
 ---
 
 ## Configuration (optional)
-
-### Common environment variables
 ```bash
-# Weights / cache
-POLYFUSION_WEIGHTS_REPO=kaurm43/polyfusionagent-weights
-POLYFUSION_WEIGHTS_REPO_TYPE=model
-POLYFUSION_WEIGHTS_DIR=.cache/polyfusion_weights
-
-# Retrieval DB path
-CHROMA_DB_PATH=chroma_polymer_db_big
 
 # - If someone forks/runs locally and needs these APIs, they could create their OWN keys and set them as
 #   environment variables (or add them in their own Space Settings → Secrets).