{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Writing: Why Agentic Ai Tools And Ai Agent Platforms Need Small Language Models Slms","description":"Arcee AI writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/661d59df-5976-4ece-8838-ff28ccc50b99","json_url":"https://onlylabs.fyi/signals/661d59df-5976-4ece-8838-ff28ccc50b99/signal.json","generated_at":"2026-07-27T00:16:07.022Z","evidence_latest_fetched_at":"2026-06-27T16:01:14.334909+00:00","signal_first_seen_at":"2026-06-26T20:26:30.835475+00:00","org":{"slug":"arcee","name":"Arcee AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/arcee","dossier_json_url":"https://onlylabs.fyi/labs/arcee/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/661d59df-5976-4ece-8838-ff28ccc50b99","signal_json":"https://onlylabs.fyi/signals/661d59df-5976-4ece-8838-ff28ccc50b99/signal.json","source":"https://www.arcee.ai/blog/why-agentic-ai-tools-and-ai-agent-platforms-need-small-language-models-slms","lab_dossier":"https://onlylabs.fyi/labs/arcee","lab_dossier_json":"https://onlylabs.fyi/labs/arcee/dossier.json","analysis":"https://onlylabs.fyi/analysis/arcee","analysis_json":"https://onlylabs.fyi/analysis/arcee/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/arcee/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Arcee AI published Why Agentic Ai Tools And Ai Agent Platforms Need Small Language Models Slms. 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Try now ↗ ENTERPRISE Research COMPANY Get API Blog / Why Agentic AI Tools and AI Agent Platforms Need Small Language Models (SLMs) Why Agentic AI Tools and AI Agent Platforms Need Small Language Models (SLMs) Andrew Walko , Chris Smith , Mary MacCarthy , • February 25, 2025 Why does the model or (models) used in your agentic AI workflows matter? In this article we explain why the choice of models is key for a successful agentic AI strategy–and why small language models (SLMs) are the right choice. When we first show our agentic AI platform to businesses, the most common question we hear is, “ Why would I need agentic AI that uses your models? I’m accustomed to using Claude [or insert any other popular LLM] and I don’t think a smaller model would work as well.” The thing is, just like you, we also think the LLMs (large language models) on the market are pretty incredible. These models are great to chat with because they are designed to interact with you , a human being. 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