{"type":"post","id":"run-fast-private-agents-on-device-with-lfm2-2d40db","slug":"run-fast-private-agents-on-device-with-lfm2-2d40db","title":"Run fast, private agents on-device with LFM2.5-24B-A2B","description":"The release’s thesis is that local agent performance is being packaged as a model-plus-harness deployment choice, not just a parameter-count comparison.","retrieval_nugget":"The release’s thesis is that local agent performance is being packaged as a model-plus-harness deployment choice, not just a parameter-count comparison.","published_at":"2026-10-13","updated_at":"2026-10-13","record_date":"2026-10-13","date_kind":"published_at","topics":[],"source_urls":["https://huggingface.co/blog/LiquidAI/lfm25-24b-a2b"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:run-fast-private-agents-on-device-with-lfm2-2d40db","status":"published","visuals":[],"editorial_provenance":{"schema_version":"newruntime-editorial-copy-v1","content_status":"source_grounded_final","final_copy_sha256":"sha256:ff158808f3c98c7b6fd44623436c10beae296f120979f40fefc369fb0a914805","reviewed_at":"2026-10-13T18:01:28.599Z","source_evidence_count":1,"verified_claim_count":3,"site_analysis_schema_version":"newruntime-site-analysis-v1","site_object_kind":"field_note","observed_fact_count":3,"implication_count":2,"watch_condition_count":2,"related_record_count":0},"analysis":{"schema_version":"newruntime-site-analysis-v1","object_kind":"field_note","thesis":"The release’s thesis is that local agent performance is being packaged as a model-plus-harness deployment choice, not just a parameter-count comparison.","observed_facts":[{"text":"LiquidAI says LFM2.5-24B-A2B has 24 billion total parameters and 2 billion active per token.","source_urls":["https://huggingface.co/blog/LiquidAI/lfm25-24b-a2b"]},{"text":"Its context window is 131,072 tokens.","source_urls":["https://huggingface.co/blog/LiquidAI/lfm25-24b-a2b"]},{"text":"LiquidAI reports 48.09 on LiveClaw versus 38.19 for Qwen3.6-35B-A3B.","source_urls":["https://huggingface.co/blog/LiquidAI/lfm25-24b-a2b"]}],"mechanism":"The model’s sparse activation and harness-compatible serving aim to make local reasoning and tool calls practical; the blog does not isolate how much each component contributes.","why_now":"the weights are available on Hugging Face today, so developers can test the local-agent claim rather than wait for a hosted access path.","implications":["teams can benchmark a lower-active-parameter option against their own local agent workload before committing to a serving stack.","The release makes harness compatibility and local inference part of the model selection decision."],"evidence_boundary":"LiquidAI’s benchmark and throughput figures remain vendor-reported; they do not establish performance on every workload, device, or configuration.","watch_conditions":["whether independent, reproducible tests confirm useful tool-use quality and speed across hardware and harnesses.","Whether deployments sustain the reported throughput at realistic context lengths and concurrency."],"related_records":[],"new_branch_reason":"No prior New Runtime record was supplied, so this is a distinct analytical record rather than an asserted continuation."},"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/run-fast-private-agents-on-device-with-lfm2-2d40db/","markdown":"https://newruntime.com/posts/run-fast-private-agents-on-device-with-lfm2-2d40db.md","json":"https://newruntime.com/posts/run-fast-private-agents-on-device-with-lfm2-2d40db.json"},"next_reads":[{"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"}]}