{"id":"nr-agno-adds-offloading-of-large-tool-results-to-agentfs-54d4fa","slug":"agno-adds-offloading-of-large-tool-results-to-agentfs-54d4fa","title":"Agno adds offloading of large tool results to AgentFS","observed_at":"2026-09-18T13:48:49+00:00","record_date":"2026-09-18","date_kind":"observed_at","novelty":"new","source_platform":"x.com","topics":["context-management","agent-frameworks"],"entities":["Agno","AgentFS"],"related_patterns":[],"source_url":"https://x.com/AgnoHQ/status/2099901249835446434","source_urls":["https://x.com/AgnoHQ/status/2099901249835446434"],"basket":{"id":"0325e6b8-f527-4f9b-bfa3-3f30e57f380b","revision":1,"cluster_id":"54d4fa1e-9734-4c62-963e-0be79f85a421"},"type":"raw_signal","description":"Agno's offload_tool_results option moves tool outputs over 16k characters to AgentFS, keeping a preview in context and fetching the full result on demand.","why_it_matters":"The mechanism stops large tool outputs from being re-sent as tokens on every later turn. The post does not report measured token savings or how often agents need to fetch offloaded results back.","verification_level":"source-inspected","signal_type":"newsroom_basket_signal","schema_version":"newruntime-agent-readable-v0.2","stable_id":"signal:agno-adds-offloading-of-large-tool-results-to-agentfs-54d4fa","retrieval_nugget":"Agno's offload_tool_results option moves tool outputs over 16k characters to AgentFS, keeping a preview in context and fetching the full result on demand. Agno introduced an offload_tool_results=True option for its agents. Any tool result over 16k characters is written to AgentFS, and the message keeps only a preview, the size, and a result_id. The agent can call read_result to pull","status":"published","visuals":[],"routes":{"html":"https://newruntime.com/signals/agno-adds-offloading-of-large-tool-results-to-agentfs-54d4fa/","markdown":"https://newruntime.com/signals/agno-adds-offloading-of-large-tool-results-to-agentfs-54d4fa.md","json":"https://newruntime.com/signals/agno-adds-offloading-of-large-tool-results-to-agentfs-54d4fa.json"},"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"]},"next_reads":[{"type":"topic","path":"/topics/context-management/","url":"https://newruntime.com/topics/context-management/","title":"Context Management","reason":"Explore the context-management topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/context-management.md","json_url":"https://newruntime.com/topics/context-management.json"},{"type":"topic","path":"/topics/agent-frameworks/","url":"https://newruntime.com/topics/agent-frameworks/","title":"Agent Frameworks","reason":"Explore the agent-frameworks topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agent-frameworks.md","json_url":"https://newruntime.com/topics/agent-frameworks.json"},{"type":"collection","path":"/signals/","url":"https://newruntime.com/signals/","title":"Raw Signals","reason":"Open every source-linked raw signal.","media_type":"text/html","json_url":"https://newruntime.com/signals.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"}]}