DeepSWEAgentica Project
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GPT‑6 CyberOpenAI
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Related Products
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DeepSWE:
About
DeepSWE is a fully open source, state-of-the-art coding agent built on top of the Qwen3-32B foundation model and trained exclusively via reinforcement learning (RL), without supervised finetuning or distillation from proprietary models. It is developed using rLLM, Agentica’s open source RL framework for language agents. DeepSWE operates as an agent; it interacts with a simulated development environment (via the R2E-Gym environment) using a suite of tools (file editor, search, shell-execution, submit/finish), enabling it to navigate codebases, edit multiple files, compile/run tests, and iteratively produce patches or complete engineering tasks. DeepSWE exhibits emergent behaviors beyond simple code generation; when presented with bugs or feature requests, the agent reasons about edge cases, seeks existing tests in the repository, proposes patches, writes extra tests for regressions, and dynamically adjusts its “thinking” effort.
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GPT‑6 Cyber:
About
GPT-6 Cyber is an advanced AI cybersecurity model developed by OpenAI to help security researchers discover, validate, and remediate software vulnerabilities. The model specializes in autonomous vulnerability research, exploit development, secure code analysis, and authorized penetration testing across complex software environments. Its reasoning capabilities allow security teams to investigate large codebases, identify previously unknown vulnerabilities, reproduce security flaws, and develop candidate patches. GPT-6 Cyber achieved a 48.5% success rate on ExploitGym, representing a 51% relative improvement over GPT-5.6 Cyber. The model includes specialized alignment training and safeguards designed to respect authorized testing boundaries, prevent unauthorized actions, and accurately report research findings. GPT-6 Cyber is initially available through OpenAI's Daybreak Red program using the API and Codex for approved cybersecurity organizations and researchers.
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DeepSWE:
Platforms Supported
Windows
Supported
Mac
Supported
Linux
Supported
Cloud
Not Supported
On-Premises
Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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GPT‑6 Cyber:
Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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DeepSWE:
Audience
Software engineers, researchers, and developers seeking a solution to assist with real-world coding tasks such as bug-fixing, pull-request automation, and multi-file code edits
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GPT‑6 Cyber:
Audience
Cybersecurity researchers, penetration testers, ethical hackers, red teams, vulnerability researchers, application security engineers, security operations teams, software security auditors, incident response professionals, open-source maintainers, critical infrastructure security specialists, and organizations seeking AI-powered vulnerability discovery, authorized exploit development, security testing, secure code review, and automated vulnerability remediation
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DeepSWE:
Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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GPT‑6 Cyber:
Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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DeepSWE:
API
Offers API
Not Supported
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GPT‑6 Cyber:
API
Offers API
Supported
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DeepSWE:
Screenshots and Videos |
GPT‑6 Cyber:
Screenshots and Videos |
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DeepSWE:
Pricing
Free
Free Version
Supported
Free Trial
Not Supported
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GPT‑6 Cyber:
Pricing
No information available.
Free Version
Not Supported
Free Trial
Not Supported
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DeepSWE:
Reviews/
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GPT‑6 Cyber:
Reviews/
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DeepSWE:
Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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GPT‑6 Cyber:
Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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DeepSWE:
Company InformationAgentica Project
Founded: 2025
United States
agentica-project.com
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GPT‑6 Cyber:
Company InformationOpenAI
Founded: 2015
United States
openai.com
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DeepSWE:
Alternatives |
GPT‑6 Cyber:
Alternatives |
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DeepSWE:
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GPT‑6 Cyber:
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DeepSWE:
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GPT‑6 Cyber:
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DeepSWE:
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GPT‑6 Cyber:
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DeepSWE:
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GPT‑6 Cyber:
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DeepSWE:
Categories |
GPT‑6 Cyber:
Categories |
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DeepSWE:
Integrations
Agentforce Vibes
Not Supported
Auggie CLI
Not Supported
Bash
Not Supported
Charlie
Not Supported
ChatGPT Enterprise
Not Supported
Codex Security
Not Supported
Databricks
Not Supported
GPT-5.1-Codex
Not Supported
GPT-5.1-Codex-Max
Not Supported
Ghost
Not Supported
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GPT‑6 Cyber:
Integrations
Agentforce Vibes
Supported
Auggie CLI
Supported
Bash
Supported
Charlie
Supported
ChatGPT Enterprise
Supported
Codex Security
Supported
Databricks
Supported
GPT-5.1-Codex
Supported
GPT-5.1-Codex-Max
Supported
Ghost
Supported
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DeepSWE:
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GPT‑6 Cyber:
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