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* Ability to make decisions based on time-dependent data
* Performance in tasks requiring long-term planning and foresight
|}
== Software Engineering Agent Systems ==
There are serval software engineering (SWE) agent systems in development. Here are some examples:
{| class="wikitable"
|+ List of SWE Agent Systems
! SWE Agent System !! Backend LLM
|-
| [https://salesforce-research-dei-agents.github.io/ Salesforce Research DEIBASE-1] || gpt4o
|-
| [https://cosine.sh/ Cosine Genie] || Fine-tuned OpenAI GPT
|-
| [https://aide.dev/ CodeStory Aide] || gpt4o + Claude 3.5 Sonnet
|-
| [https://mentat.ai/blog/mentatbot-sota-coding-agent AbenteAI MentatBot] || gpt4o
|-
| Salesforce Research DEIBASE-2 || gpt4o
|-
| Salesforce Research DEI-Open || gpt4o
|-
| [https://www.marscode.com/ Bytedance MarsCode] || gpt4o
|-
| [https://arxiv.org/abs/2406.01422 Alibaba Lingma] || gpt-4-1106-preview
|-
| [https://www.factory.ai/ Factory Code Droid] || Anthropic + OpenAI
|-
| [https://autocoderover.dev/ AutoCodeRover] || gpt4o
|-
| [https://aws.amazon.com/q/developer/ Amazon Q Developer] || (unknown)
|-
| [https://github.com/NL2Code/CodeR CodeR] || gpt-4-1106-preview
|-
| [https://github.com/masai-dev-agent/masai MASAI] || (unknown)
|-
| [https://github.com/swe-bench/experiments/tree/main/evaluation/lite/20240706_sima_gpt4o SIMA] || gpt4o
|-
| [https://github.com/OpenAutoCoder/Agentless Agentless] || gpt4o
|-
| [https://github.com/aorwall/moatless-tools Moatless Tools] || Claude 3.5 Sonnet
|-
| [https://github.com/swe-bench/experiments/tree/main/evaluation/lite/20240612_IBM_Research_Agent101 IBM Research Agent] || (unknown)
|-
| [https://github.com/paul-gauthier/aider Aider] || gpt4o + Claude 3 Opus
|-
| [https://docs.all-hands.dev/ OpenDevin + CodeAct] || gpt4o
|-
| [https://github.com/FSoft-AI4Code/AgileCoder AgileCoder] || (various)
|}
| |||