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LFM2.5 8B A1B Raw ECHO RLVR GRPO Adapters

license: apache-2.0 basemodel: LiquidAI/LFM2.5-8B-A1B tags: liquid-ai lfm2.5 terminal-agent rlvr echo grpo lora adapter

KindCheckpointBase modelLiquidAI/LFM2.5-8B-A1BVersionPublisher@LLM-OS-ModelsCgrade

Model source

Kind
Checkpoint, LoRA, Text model
File size
49.1 MB
Base model
LiquidAI/LFM2.5-8B-A1B
Version
vadapter_model
Updated
Sep 19, 2026
Parameters
8B
Source
Hugging Face

Source description

LFM2.5-8B-A1B-Raw-ECHO-RLVR-GRPO-Adapters

LoRA adapter checkpoints from an ECHO-style terminal RLVR run.

Training Setup

  • Base model: LiquidAI/LFM2.5-8B-A1B
  • Resume adapter: ``
  • Run ID: run_20260612T113238Z_echo_raw_lfm25_vllm4_train2_g4_t4_tok256_save25_wm005_2k
  • vLLM GPUs: 0,1,2,3
  • Training GPUs: 4,5
  • No-Docker sandbox: true
  • World-model coefficient: 0.05
  • Learning rate: ``
  • Save interval: every 25 train steps

Latest Snapshot

  • Synced at UTC: 2026-07-03T00:55:02.745108+00:00
  • Latest uploaded checkpoint: checkpoint-1500
  • Uploaded checkpoints: checkpoint-25, checkpoint-50, checkpoint-75, checkpoint-100, checkpoint-125, checkpoint-150, checkpoint-175, checkpoint-200, checkpoint-225, checkpoint-250, checkpoint-275, checkpoint-300, checkpoint-325, checkpoint-350, checkpoint-375, checkpoint-400, checkpoint-425, checkpoint-450, checkpoint-475, checkpoint-500, checkpoint-525, checkpoint-550, checkpoint-575, checkpoint-600, checkpoint-625, checkpoint-650, checkpoint-675, checkpoint-700, checkpoint-725, checkpoint-750, checkpoint-775, checkpoint-800, checkpoint-825, checkpoint-850, checkpoint-875, checkpoint-900, checkpoint-925, checkpoint-950, checkpoint-975, checkpoint-1000, checkpoint-1025, checkpoint-1050, checkpoint-1075, checkpoint-1100, checkpoint-1125, checkpoint-1150, checkpoint-1175, checkpoint-1200, checkpoint-1225, checkpoint-1250, checkpoint-1275, checkpoint-1300, checkpoint-1325, checkpoint-1350, checkpoint-1375, checkpoint-1400, checkpoint-1425, checkpoint-1450, checkpoint-1475, checkpoint-1500

Layout

  • checkpoints/checkpoint-*: PEFT/LoRA adapter checkpoint directories.
  • manifest.json: sync metadata.
  • run.env.redacted: training configuration with secret-like values redacted.

The paired rollout dataset is:

LLM-OS-Models/LFM2.5-8B-A1B-Terminal-ECHO-RLVR-Rollouts

That dataset stores the terminal actions, observations, verifier outcomes, and train-step metrics that produced these adapter checkpoints.

Sources

1 source
Hugging FacePrimaryVersion e26fdd52b52494d9677a1184d09626df0911f48f
huggingface.co/LLM-OS-Models/LFM2.5-8B-A1B-Raw-ECHO-RLVR-GRPO-Adapters/tree/e26fdd52b52494d9677a1184d09626df0911f48f

Verified Sep 27

Model artifacts

1 artifact

checkpoints/checkpoint-100/adapter_model.safetensors

safetensors · 49.1 MB · SHA-256 3de004ff2e0c…849b · Hugging Face

Download

Source excerpts

3 excerpts

--- license: apache-2.0 base_model: LiquidAI/LFM2.5-8B-A1B tags: - liquid-ai - lfm2.5 - terminal-agent - rlvr - echo - grpo - lora - adapter --- # LFM2.5-8B-A1B-Raw-ECHO-RLVR-GRPO-Adapters LoRA adapter checkpoints from an ECHO-style terminal RLVR run. ## Training Setup - Base model: `LiquidAI/LFM2.5-8B-A1B` - Resume adapter: `` - Run ID: `run_20260612T113238Z_echo_raw_lfm25_vllm4_train2_g4_t4_tok256_save25_wm005_2k` - vLLM GPUs: `0,1,2,3` - Training GPUs: `4,5` - No-Docker sandbox: `true` - World-model coefficient: `0.05` - Learning rate: `` - Save interval: every `25` train steps ## Latest Snapshot - Synced at UTC: `2026-07-03T00:55:02.745108+00:00` - Latest uploaded checkpoint: `checkpoint-1500` - Uploaded checkpoints: `checkpoint-25, checkpoint-50, checkpoint-75, checkpoint-100, checkpoint-125, checkpoint-150, checkpoint-175, checkpoint-200, checkpoint-225, checkpoint-250, checkpoint-275, checkpoint-300, checkpoint-325, checkpoint-350, checkpoint-375, checkpoint-400, checkpoint-425, checkpoint-450, checkpoint-475, checkpoint-500, checkpoint-525, checkpoint-550, checkpoint-575, checkpoint-600, checkpoint-625, checkpoint-650, checkpoint-675, checkpoint-700, checkpoint-725, checkpoint-750, checkpoint-775, checkpoint-800, checkpoint-825, checkpoint-850, checkpoint-875, checkpoint-900, checkpoint-925, checkpoint-950, checkpoint-975, checkpoint-1000, checkpoint-1025, checkpoint-1050, checkpoint-1075, checkpoint-1100, checkpoint-1125, checkpoint-1150, checkpoint-1175, checkpoint-1200, checkpoint-1225, checkpoint-1250, checkpoint-1275, checkpoint-1300, checkpoint-1325, checkpoint-1350, checkpoint-1375, checkpoint-1400, checkpoint-1425, checkpoint-1450, checkpoint-1475, checkpoint-1500` ## Layout - `checkpoints/checkpoint-*`: PEFT/LoRA adapter checkpoint directories. - `manifest.json`: sync metadata. - `run.env.redacted`: training configuration with secret-like values redacted. The paired rollout dataset is: `LLM-OS-Models/LFM2.5-8B-A1B-Terminal-ECHO-RLVR-Rollouts` That dataset stores the terminal actions, observations, verifier outcomes, and train-step metrics that produced these adapter checkpoints.

Source context: 0 downloads · 1 likes · Repo LLM-OS-Models/LFM2.5-8B-A1B-Raw-ECHO-RLVR-GRPO-Adapters

Source context: 0 downloads · 1 likes · Repo LLM-OS-Models/LFM2.5-8B-A1B-Raw-ECHO-RLVR-GRPO-Adapters