This following query will only use the information from openai.com that are updated in the previous day. The behavior is similar to the "site:openai.com" and "date-restrict" search parameters in Google search.
python ask.py -c -q "OpenAI Swarm Framework" -d 1 -s openai.com
2024-11-20 10:05:45,949 - INFO - Initializing converter ...
2024-11-20 10:05:45,949 - INFO - ✅ Successfully initialized Docling.
2024-11-20 10:05:45,949 - INFO - Initializing chunker ...
2024-11-20 10:05:46,185 - INFO - ✅ Successfully initialized Chonkie.
2024-11-20 10:05:46,499 - INFO - Initializing database ...
2024-11-20 10:05:46,591 - INFO - ✅ Successfully initialized DuckDB.
2024-11-20 10:05:46,591 - INFO - Searching the web ...
2024-11-20 10:05:47,055 - INFO - ✅ Found 10 links for query: OpenAI Swarm Framework
2024-11-20 10:05:47,055 - INFO - Scraping the URLs ...
2024-11-20 10:05:47,055 - INFO - Scraping https://community.openai.com/t/agent-swarm-what-actually-is-the-point/578347 ...
2024-11-20 10:05:47,056 - INFO - Scraping https://community.openai.com/t/introducing-swarm-js-node-js-implementation-of-openai-swarm/977510 ...
2024-11-20 10:05:47,056 - INFO - Scraping https://community.openai.com/t/openai-swarm-for-agents-and-agent-handoffs/976579 ...
2024-11-20 10:05:47,057 - INFO - Scraping https://cookbook.openai.com/examples/orchestrating_agents ...
2024-11-20 10:05:47,058 - INFO - Scraping https://community.openai.com/t/swarm-some-initial-insights/976602 ...
2024-11-20 10:05:47,059 - INFO - Scraping https://community.openai.com/t/how-to-use-async-functions-with-swarm/994569 ...
2024-11-20 10:05:47,060 - INFO - Scraping https://community.openai.com/t/messages-i-o-growing-now-what/990194 ...
2024-11-20 10:05:47,061 - INFO - Scraping https://forum.openai.com/public/events/virtual-event-technical-success-office-hours-gwpi7fv9mz ...
2024-11-20 10:05:47,062 - INFO - Scraping https://community.openai.com/t/new-reasoning-models-openai-o1-preview-and-o1-mini/938081?page=3 ...
2024-11-20 10:05:47,063 - INFO - Scraping https://forum.openai.com/public/videos/technical-success-office-hours-swam-11-14-2024 ...
2024-11-20 10:05:47,358 - INFO - ✅ Successfully scraped https://community.openai.com/t/how-to-use-async-functions-with-swarm/994569 with length: 781
2024-11-20 10:05:47,540 - INFO - ✅ Successfully scraped https://community.openai.com/t/introducing-swarm-js-node-js-implementation-of-openai-swarm/977510 with length: 3081
2024-11-20 10:05:47,625 - INFO - ✅ Successfully scraped https://community.openai.com/t/swarm-some-initial-insights/976602 with length: 5786
2024-11-20 10:05:47,662 - INFO - ✅ Successfully scraped https://community.openai.com/t/messages-i-o-growing-now-what/990194 with length: 12642
2024-11-20 10:05:47,664 - INFO - ✅ Successfully scraped https://community.openai.com/t/openai-swarm-for-agents-and-agent-handoffs/976579 with length: 6016
2024-11-20 10:05:47,666 - INFO - ✅ Successfully scraped https://community.openai.com/t/agent-swarm-what-actually-is-the-point/578347 with length: 11872
2024-11-20 10:05:47,670 - INFO - ✅ Successfully scraped https://community.openai.com/t/new-reasoning-models-openai-o1-preview-and-o1-mini/938081?page=3 with length: 13588
2024-11-20 10:05:47,778 - INFO - ✅ Successfully scraped https://forum.openai.com/public/events/virtual-event-technical-success-office-hours-gwpi7fv9mz with length: 3655
2024-11-20 10:05:48,018 - INFO - ✅ Successfully scraped https://forum.openai.com/public/videos/technical-success-office-hours-swam-11-14-2024 with length: 47441
2024-11-20 10:05:48,334 - INFO - ✅ Successfully scraped https://cookbook.openai.com/examples/orchestrating_agents with length: 18586
2024-11-20 10:05:48,334 - INFO - ✅ Scraped 10 URLs.
2024-11-20 10:05:48,335 - INFO - Chunking the text ...
2024-11-20 10:05:48,356 - INFO - ✅ Generated 37 chunks ...
2024-11-20 10:05:48,356 - INFO - Saving 37 chunks to DB ...
2024-11-20 10:05:48,376 - INFO - Embedding 10 batches of chunks ...
2024-11-20 10:05:49,796 - INFO - ✅ Finished embedding.
2024-11-20 10:05:50,338 - INFO - ✅ Created the vector index ...
2024-11-20 10:05:50,409 - INFO - ✅ Created the full text search index ...
2024-11-20 10:05:50,410 - INFO - ✅ Successfully embedded and saved chunks to DB.
2024-11-20 10:05:50,410 - INFO - Querying the vector DB to get context ...
2024-11-20 10:05:50,621 - INFO - Running full-text search ...
2024-11-20 10:05:50,644 - INFO - ✅ Got 13 matched chunks.
2024-11-20 10:05:50,644 - INFO - Running inference with context ...
2024-11-20 10:05:56,986 - INFO - ✅ Finished inference API call.
2024-11-20 10:05:56,986 - INFO - Generating output ...
# Answer
OpenAI Swarm is an experimental framework designed to create, manage, and deploy multi-agent systems. It allows multiple AI agents to collaborate on complex tasks, differing significantly from traditional single-agent models and other OpenAI tools like Custom GPTs, API Completions, Functions, and Assistants.
Key differentiators of Swarm include:
1. **Multi-Agent Collaboration**: Swarm enables agents to interact and coordinate, enhancing efficiency in problem-solving. Traditional models typically operate with single-agent interactions[1].
2. **Orchestration and Coordination**: The framework provides mechanisms for task delegation, synchronization, and result aggregation essential for handling the complexity of multi-agent scenarios. Existing APIs primarily function within a single agent’s context without such coordination[1].
3. **Scalability and Flexibility**: Swarm is designed to easily scale by adding specialized agents, offering customization for roles within the system. In contrast, existing APIs usually focus on increasing the capacity of a single model rather than expanding agent collaboration[1].
4. **Ideal Use Cases**: Swarm is particularly useful for tasks that benefit from parallel processing and specialization, like complex simulations and large-scale data analysis. Other models are more suited to tasks manageable by single agents, such as content generation[1].
5. **Back-End Integration**: Swarm is primarily tailored for back-end development, allowing integration into applications via programming languages like Python using APIs[1]. In contrast, other tools allow for more direct user interactions through front-end interfaces like ChatGPT[1].
It should be noted that Swarm is an educational resource for exploring multi-agent orchestration and not intended for production-ready applications, highlighting the significance of programming expertise for its implementation[3][5][11].
# References
[1] https://community.openai.com/t/swarm-some-initial-insights/976602
[2] https://community.openai.com/t/introducing-swarm-js-node-js-implementation-of-openai-swarm/977510
[3] https://community.openai.com/t/openai-swarm-for-agents-and-agent-handoffs/976579
[4] https://community.openai.com/t/swarm-some-initial-insights/976602
[5] https://community.openai.com/t/openai-swarm-for-agents-and-agent-handoffs/976579
[6] https://community.openai.com/t/how-to-use-async-functions-with-swarm/994569
[7] https://forum.openai.com/public/videos/technical-success-office-hours-swam-11-14-2024
[8] https://community.openai.com/t/agent-swarm-what-actually-is-the-point/578347
[9] https://forum.openai.com/public/videos/technical-success-office-hours-swam-11-14-2024
[10] https://community.openai.com/t/agent-swarm-what-actually-is-the-point/578347
[11] https://forum.openai.com/public/events/virtual-event-technical-success-office-hours-gwpi7fv9mz
[12] https://forum.openai.com/public/videos/technical-success-office-hours-swam-11-14-2024
[13] https://forum.openai.com/public/videos/technical-success-office-hours-swam-11-14-2024