{"type":"raw_signal","id":"software-engineering-agents-such-as-agentless-swe-agent-47e5d7","slug":"software-engineering-agents-such-as-agentless-swe-agent-47e5d7","title":"Software-engineering agents such as Agentless, SWE-agent, OpenHands, and Claude Code repeatedly generate five kinds of intermediate information.","description":"Microsoft and Georgia Tech researchers published ORACLE-SWE, a study comparing five intermediate information signals used in repository-level software-engineering agent workflows: reproduction tests, regression tests, edit locations, execution context, and API usage.","retrieval_nugget":"Microsoft and Georgia Tech researchers published ORACLE-SWE, a study comparing five intermediate information signals used in repository-level software-engineering agent workflows: reproduction tests, regression tests, edit locations, execution context, and API usage.","observed_at":"2026-10-20","record_date":"2026-10-20","date_kind":"observed_at","why_it_matters":"Microsoft and Georgia Tech researchers published ORACLE-SWE, a study comparing five intermediate information signals used in repository-level software-engineering agent workflows: reproduction tests, regression tests, edit locations, execution context, and API usage. The paper measures how oracle-provided and agent-extracted signals contribute to final task success. It reports a consistent contrib","novelty":"notable","verification_level":"source-linked","signal_type":"research","source_platform":"arxiv.org","topics":["agent-workflows","claude","claude-code"],"entities":["ORACLE-SWE","Microsoft","Georgia Institute of Technology","SWE-bench","SWE-bench-Live"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"ORACLE-SWE systematically compares five intermediate SWE-agent signals and measures their effects on task success, releasing an oracle-signal dataset and evaluation methodology.","prior_refs":["memory:7cc08b47-ed81-81b9-a154-27a21ef8bfb8","memory:936f5cfe-a103-8060-ada8-a6c5e7bd0148"],"source_url":"https://arxiv.org/html/2604.07789v3","source_urls":["https://arxiv.org/html/2604.07789v3"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"signal:software-engineering-agents-such-as-agentless-swe-agent-47e5d7","status":"published","visuals":[],"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/signals/software-engineering-agents-such-as-agentless-swe-agent-47e5d7/","markdown":"https://newruntime.com/signals/software-engineering-agents-such-as-agentless-swe-agent-47e5d7.md","json":"https://newruntime.com/signals/software-engineering-agents-such-as-agentless-swe-agent-47e5d7.json"},"next_reads":[{"type":"topic","path":"/topics/agent-workflows/","url":"https://newruntime.com/topics/agent-workflows/","title":"Agent Workflows","reason":"Explore the agent-workflows topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agent-workflows.md","json_url":"https://newruntime.com/topics/agent-workflows.json"},{"type":"topic","path":"/topics/claude/","url":"https://newruntime.com/topics/claude/","title":"Claude","reason":"Explore the claude topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/claude.md","json_url":"https://newruntime.com/topics/claude.json"},{"type":"topic","path":"/topics/claude-code/","url":"https://newruntime.com/topics/claude-code/","title":"Claude Code","reason":"Explore the claude-code topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/claude-code.md","json_url":"https://newruntime.com/topics/claude-code.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"}]}