Research & Thoughts

Current research, ongoing initiatives, and interesting topics from the team @2501.

Explore our latest thoughts on everything orchestration, automation, and AI. Stay up to date with technological breakthroughs and the most intriguing use cases we test with our autonomous AI agents.
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Introducing Supershell

Enter Supershell, the next evolution of terminal interaction. More than a copilot, it’s a real-time assistant that transforms your command-line experience.

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Understanding autonomous reasoning AI agents

At 2501, we've researched and created autonomous reasoning AI agents who use advanced decision-making and adaptability. Let’s look at their architecture, current use cases, and future potential.

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AI in Penetration Testing: How Automation is Transforming Security

Discover how AI is impacting penetration testing by automating vulnerability scans, intelligent exploitation, and superior testing methodologies.

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Cybersecurity : automating Shodan intel research with 2501

Everything connected to internet, with an IP address, is on Shodan. We gave 2501.ai a Shodan API key and played around with it…

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Building a universal function call adapter for LLM orchestration

At 2501.ai, we answered the challenge of function calling instability across LLM platforms and inference methods by building a universal adapter.

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AI agents and LLM orchestration for modern organizations

Learn how to master AI agents and LLM orchestration in any enterprise scenario. Discover key techniques, challenges, and real-world examples.

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2501 Engine scores 96.951% on Full HumanEval Benchmark

Following our latest core updates, 2501 has achieved a remarkable score of 96.951% on the full HumanEval benchmark (29th June 2024).

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