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## Roadmap
### Long-term Objective
Enable MetaGPT to self-evolve, accomplishing self-training, fine-tuning, optimization, utilization, and updates.
### Short-term Objective
1. Become the multi-agent framework with the highest ROI.
2. Support fully automatic implementation of medium-sized projects (around 2000 lines of code).
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3. Implement most identified tasks, reaching version 1.0.
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### Tasks
1. Usability
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1. ~~Release v0.01 pip package to try to solve issues like npm installation (though not necessarily successfully)~~ (v0.3.0)
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2. ~~Support for overall save and recovery of software companies~~ (v0.6.0)
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3. ~~Support human confirmation and modification during the process~~ (v0.3.0) New: Support human confirmation and modification with fewer constrainsts and a more user-friendly interface
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4. Support process caching: Consider carefully whether to add server caching mechanism
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5. ~~Resolve occasional failure to follow instruction under current prompts, causing code parsing errors, through stricter system prompts~~ (v0.4.0, with function call)
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6. Write documentation, describing the current features and usage at all levels (ongoing, continuously adding contents to [documentation site ](https://docs.deepwisdom.ai/main/en/guide/get_started/introduction.html ))
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7. ~~Support Docker~~
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2. Features
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1. ~~Support a more standard and stable parser (need to analyze the format that the current LLM is better at)~~ (v0.5.0)
2. ~~Establish a separate output queue, differentiated from the message queue~~ (v0.5.0)
3. ~~Attempt to atomize all role work, but this may significantly increase token overhead~~ (v0.5.0)
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4. Complete the design and implementation of module breakdown
5. Support various modes of memory: clearly distinguish between long-term and short-term memory
6. Perfect the test role, and carry out necessary interactions with humans
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7. ~~Allowing natural communication between roles~~ (v0.5.0)
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8. Implement SkillManager and the process of incremental Skill learning (experimentation done with game agents)
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9. Automatically get RPM and configure it by calling the corresponding openai page, so that each key does not need to be manually configured
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10. ~~IMPORTANT: Support incremental development~~ (v0.5.0)
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3. Strategies
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1. Support ReAct strategy (experimentation done with game agents)
2. Support CoT strategy (experimentation done with game agents)
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3. ~~Support ToT strategy~~ (v0.6.0)
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4. Support Reflection strategy (experimentation done with game agents)
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5. ~~Support planning~~ (v0.7.0)
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4. Actions
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1. ~~Implementation: Search~~ (v0.2.1)
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2. Implementation: Knowledge search, supporting 10+ data formats
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3. ~~Implementation: Data EDA~~ (v0.7.0)
4. ~~Implementation: Review & Revise~~ (v0.7.0)
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5. ~~Implementation: Add Document~~ (v0.5.0)
6. ~~Implementation: Delete Document~~ (v0.5.0)
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7. Implementation: Self-training
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8. ~~Implementation: DebugError~~ (v0.2.1)
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9. Implementation: Generate reliable unit tests based on YAPI
10. Implementation: Self-evaluation
11. Implementation: AI Invocation
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12. ~~Implementation: Learning and using third-party standard libraries~~ (v0.7.0)
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13. Implementation: Data collection
14. Implementation: AI training
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15. ~~Implementation: Run code~~ (v0.2.1)
16. ~~Implementation: Web access~~ (v0.2.1)
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5. Tools
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1. ~~Support SERPER api~~
2. ~~Support Selenium apis~~
3. ~~Support Playwright apis~~
4. Plugins: Compatibility with plugin system
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6. Roles
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1. Perfect the action pool/skill pool for each role
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2. E-commerce seller
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3. ~~Data analyst~~ (v0.7.0)
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4. News observer
5. ~~Institutional researcher~~ (v0.2.1)
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6. User
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7. Evaluation
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1. Support an evaluation on a game dataset (experimentation done with game agents)
2. Reproduce papers, implement full skill acquisition for a single game role, achieving SOTA results (experimentation done with game agents)
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3. Support an evaluation on a math dataset (expected v0.8.0)
4. Reproduce papers, achieving SOTA results for current mathematical problem solving process (expected v0.8.0)
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8. LLM
1. ~~Support Claude underlying API~~
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2. ~~Support Azure asynchronous API~~
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3. ~~Support streaming version of all APIs~~
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4. ~~Make gpt-3.5-turbo available (HARD)~~
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9. Other
1. ~~Clean up existing unused code~~
2. ~~Unify all code styles and establish contribution standards~~
3. ~~Multi-language support~~
4. ~~Multi-programming-language support~~
