Update organization README

README.md

@@ -131,7 +131,7 @@ graph.hard_reset();
 - All weights INT4 quantised
 - LFM: 1k-prefill / 100-decode, values are prefill tps / decode tps
 - LFM-VL: 256px input, values are latency / decode tps
-- Parakeet: 30s audio input, values are latency / decode tps
+- Parakeet: 20s audio input, values are latency / decode tps
 - Missing latency = no NPU support yet
 
 | Device | LFM 1.2B | LFMVL 1.6B | Parakeet 1.1B | RAM |
@@ -146,6 +146,50 @@ graph.hard_reset();
 | CMF Phone 2 Pro | - | - | - | - |
 | Raspberry Pi 5 | 69/11 | 13.3s/11 | 4.5s/180k+ | 869MB |
 
+## Supported Transcription Model
+
+- STT: 20s audio input on Macbook Air M3 chip
+- Benchmark dataset: internal evals with production users
+
+| Model | Params | End2End ms | Latency ms | Decode toks/sec | NPU | RTF | WER |
+|-------|--------|------------|------------|------------|-----|-----|-----|
+| UsefulSensors/moonshine-base | 61M | 361.35 | 182 | 262 | yes | 0.0180 | 0.1395 |
+| openai/whisper-tiny | 39M | 232.03 | 137.38 | 581 | yes | 0.0116 | 0.1860 |
+| openai/whisper-base | 74M | 329.37 | 178.65 | 358 | yes | 0.0164 | 0.1628 |
+| openai/whisper-small | 244M | 856.79 | 332.63 | 108 | yes | 0.0428 | 0.0930 |
+| openai/whisper-medium | 769M | 2085.87 | 923.33 | 49 | yes | 0.1041 | 0.0930 |
+| nvidia/parakeet-ctc-0.6b | 600M | 201.77 | 201.44 | 5214285 | yes | 0.0101 | 0.0930 |
+| nvidia/parakeet-tdt-0.6b-v3 | 600M | 718.91 | 718.82 | 3583333 | no | 0.0359 | 0.0465 |
+| nvidia/parakeet-ctc-1.1b | 1.1B | 279.03 | 278.92 | 4562500 | yes | 0.0139 | 0.1628 |
+| snakers4/silero-vad | - | - | - | - | - | - | - |
+
+## Supported LLMs
+
+- Gemma weights are often **gated** on HuggingFace, needs tokens 
+- Run `hf auth login` and input your huggingface token
+
+| Model | Features |                                                      
+|-------|----------|
+| google/gemma-3-270m-it | completion |
+| google/functiongemma-270m-it | tools |
+| google/gemma-3-1b-it | completion, gated |
+| google/gemma-3n-E2B-it | completion, tools |
+| google/gemma-3n-E4B-it | completion, tools |
+| Qwen/Qwen3-0.6B | completion, tools, embed | 
+| Qwen/Qwen3-Embedding-0.6B | embed | 
+| Qwen/Qwen3.5-0.8B | vision, completion, tools, embed |
+| Qwen/Qwen3-1.7B | completion, tools, embed | 
+| Qwen/Qwen3.5-2B | vision, completion, tools, embed | 
+| LiquidAI/LFM2-350M | completion, tools, embed |
+| LiquidAI/LFM2-700M | completion, tools, embed |
+| LiquidAI/LFM2-8B-A1B | completion, tools, embed |
+| LiquidAI/LFM2.5-1.2B-Thinking | completion, tools, embed |
+| LiquidAI/LFM2.5-1.2B-Instruct | completion, tools, embed |
+| LiquidAI/LFM2-2.6B | completion, tools, embed |
+| LiquidAI/LFM2-VL-450M | vision, txt & img embed, Apple NPU |
+| LiquidAI/LFM2.5-VL-1.6B | vision, txt & img embed, Apple NPU |
+| nomic-ai/nomic-embed-text-v2-moe | embed |
+
 ## Roadmap
 
 | Date | Status | Milestone |
@@ -228,38 +272,6 @@ graph.hard_reset();
 └──────────────────────────────────────────────────────────────────────────────┘
 ```
 
-## Supported Models
-
-| Model | Features |                                                      
-|-------|----------|
-| google/gemma-3-270m-it | completion |
-| google/functiongemma-270m-it | completion, tools |
-| LiquidAI/LFM2-350M | completion, tools, embed |
-| Qwen/Qwen3-0.6B | completion, tools, embed |
-| LiquidAI/LFM2-700M | completion, tools, embed |
-| LiquidAI/LFM2-8B-A1B | completion, tools, embed |
-| google/gemma-3-1b-it | completion |
-| LiquidAI/LFM2-1.2B | completion, tools, embed |
-| LiquidAI/LFM2-1.2B-Tool | completion, tools, embed |
-| LiquidAI/LFM2-1.2B-RAG | completion, tools, embed |
-| LiquidAI/LFM2.5-1.2B-Thinking | completion, tools, embed |
-| LiquidAI/LFM2.5-1.2B-Instruct | completion, tools, embed |
-| Qwen/Qwen3-1.7B | completion, tools, embed | 
-| LiquidAI/LFM2-2.6B | completion, tools, embed |                                                                                                                
-| LiquidAI/LFM2-VL-450M | vision, txt & img embed, Apple NPU |                                                                                                            
-| LiquidAI/LFM2.5-VL-1.6B | vision, txt & img embed, Apple NPU |                                                                                                               
-| UsefulSensors/moonshine-base | transcription, speech embed |                                                                                                         
-| openai/whisper-tiny | transcription, speech embed, Apple NPU |
-| openai/whisper-base | transcription, speech embed, Apple NPU |
-| openai/whisper-small | transcription, speech embed, Apple NPU |                                                                                                                 
-| openai/whisper-medium | transcription, speech embed, Apple NPU |
-| nvidia/parakeet-ctc-0.6b | transcribe, speech embed, Apple NPU |
-| nvidia/parakeet-ctc-1.1b | transcribe, speech embed, Apple NPU |
-| nvidia/parakeet-tdt-0.6b-v3 | transcribe, speech embed, Apple NPU |
-| snakers4/silero-vad | vad |
-| nomic-ai/nomic-embed-text-v2-moe | embed |
-| Qwen/Qwen3-Embedding-0.6B | embed | 
-
 ## Maintaining Organisations
 
 1. [Cactus Compute, Inc. (YC S25)](https://cactuscompute.com/)