{"type":"post","id":"liquid-ai-released-lfm2-5-24b-a2b-a-c47d5c","slug":"liquid-ai-released-lfm2-5-24b-a2b-a-c47d5c","title":"Liquid AI released LFM2.5-24B-A2B , a 24B MoE with only 2.45B active parameters per token.","description":"**Thesis:** A model release becomes practically testable when its published artifacts and launch path are explicit.","retrieval_nugget":"**Thesis:** A model release becomes practically testable when its published artifacts and launch path are explicit.","published_at":"2026-10-18","updated_at":"2026-10-18","record_date":"2026-10-18","date_kind":"published_at","topics":["models","open-models","inference"],"source_urls":["https://huggingface.co/LiquidAI/LFM2.5-24B-A2B-GGUF"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:liquid-ai-released-lfm2-5-24b-a2b-a-c47d5c","status":"published","visuals":[],"editorial_provenance":{"schema_version":"newruntime-editorial-copy-v1","content_status":"source_grounded_final","final_copy_sha256":"sha256:00d3cce9844032183e4e3fae8b22a965dc6d09956ca8b34b27f7ce0f8240ad81","reviewed_at":"2026-10-18T23:01:09.559Z","source_evidence_count":1,"verified_claim_count":2,"site_analysis_schema_version":"newruntime-site-analysis-v1","site_object_kind":"field_note","observed_fact_count":2,"implication_count":1,"watch_condition_count":1,"related_record_count":0},"analysis":{"schema_version":"newruntime-site-analysis-v1","object_kind":"field_note","thesis":"A model release becomes practically testable when its published artifacts and launch path are explicit.","observed_facts":[{"text":"The repository lists BF16, F16, Q4_K_M, Q5_K_M, Q6_K, Q8_0, and QAD-Q4_0 GGUF files.","source_urls":["https://huggingface.co/LiquidAI/LFM2.5-24B-A2B-GGUF"]},{"text":"The repository provides llama.cpp instructions for serving and terminal inference and lists additional local tools.","source_urls":["https://huggingface.co/LiquidAI/LFM2.5-24B-A2B-GGUF"]}],"mechanism":"Liquid AI’s Hugging Face repository pairs multiple GGUF weight variants with instructions for local inference, reducing the setup ambiguity for developers who want to evaluate the model in their own environment.","why_now":"The repository makes this release actionable for teams comparing local model options, while the available evidence remains limited to published files and setup guidance.","implications":["Builders can select a published artifact and begin workload-specific evaluation without treating the release announcement as a performance result."],"evidence_boundary":"The supplied repository excerpt documents artifact availability and instructions, but does not establish comparative quality, throughput, latency, or actual memory use across hardware.","watch_conditions":["Look for reproducible evaluations that identify the exact quantization, runtime, hardware, workload, and quality criteria."],"related_records":[],"new_branch_reason":"No prior New Runtime record was supplied, so this is a distinct analytical record rather than an asserted continuation of an earlier record."},"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/liquid-ai-released-lfm2-5-24b-a2b-a-c47d5c/","markdown":"https://newruntime.com/posts/liquid-ai-released-lfm2-5-24b-a2b-a-c47d5c.md","json":"https://newruntime.com/posts/liquid-ai-released-lfm2-5-24b-a2b-a-c47d5c.json"},"next_reads":[{"type":"topic","path":"/topics/models/","url":"https://newruntime.com/topics/models/","title":"Models","reason":"Explore the models topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/models.md","json_url":"https://newruntime.com/topics/models.json"},{"type":"topic","path":"/topics/open-models/","url":"https://newruntime.com/topics/open-models/","title":"Open Models","reason":"Explore the open-models topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/open-models.md","json_url":"https://newruntime.com/topics/open-models.json"},{"type":"topic","path":"/topics/inference/","url":"https://newruntime.com/topics/inference/","title":"Inference","reason":"Explore the inference topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/inference.md","json_url":"https://newruntime.com/topics/inference.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}