# Sol Searching | Can Frontier Models Tackle Autonomous Long-Horizon Malware Analysis?

DevFeed: [Sol Searching | Can Frontier Models Tackle Autonomous Long-Horizon Malware Analysis?](<https://devfeed.tech/articles/sol-searching-can-frontier-models-tackle-autonomous-long-horizon-malware-analysis-8313.md>)

Original publisher: [Read original article](<https://www.sentinelone.com/labs/frontier-models-tackle-autonomous-long-horizon-malware-analysis/>)

Author: Juan Andrés Guerrero-Saade & Gabriel Bernadett-Shapiro

Published: 2026-07-22T16:55:29Z

Content type: article

Language: en

Sources: [SentinelLabs - We are hunters, reversers, exploit developers, and tinkerers shedding light on the world of malware, exploits, APTs, and cybercrime across all platforms.](<https://devfeed.tech/sources/sentinellabs-we-are-hunters-reversers-exploit-developers-and-tinkerers-shedding-light-on-the-world-of-malware-exploits-apts-and-cybercrime-across-all-platforms.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Malware](<https://devfeed.tech/topics/malware.md>), [Reverse Engineering](<https://devfeed.tech/topics/reverse-engineering.md>), [Threat Research](<https://devfeed.tech/topics/threat-research.md>), [Benchmark](<https://devfeed.tech/topics/benchmark.md>), [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [analysis](<https://devfeed.tech/tags/analysis.md>), [benchmark](<https://devfeed.tech/tags/benchmark.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [malware](<https://devfeed.tech/tags/malware.md>), [models](<https://devfeed.tech/tags/models.md>), [openai](<https://devfeed.tech/tags/openai.md>), [reasoning](<https://devfeed.tech/tags/reasoning.md>), [reverse-engineering](<https://devfeed.tech/tags/reverse-engineering.md>)

## AI overview

A SentinelLABS benchmark evaluates whether frontier AI models can sustain trustworthy, long-horizon malware investigations as new evidence overturns earlier conclusions. OpenAI's GPT-5.6 Sol completed all eight stages, while other models showed capable local analysis but failed to maintain the investigation across the full workflow. The article concludes that supervised investigative agency is the most appropriate current use, with senior reverse engineers retaining oversight and publication authority.

## Source excerpt

A real-world benchmark tests whether powerful AI models can keep an investigation trustworthy when new evidence invalidates their conclusions.