A new algorithm that allow unlimited-context for any LLM, using Smart-Functions and Concept Curve theory to parse and reason over internal documents without RAG or embeddings retraining.
This project demonstrates an alternative to traditional Retrieval-Augmented Generation (RAG), enabling AI to process internal documentation with:
- Unlimited context memory
- No fine-tuning or embeddings required
- Concept Curve-based reasoning
- Smart-Functions compatible with any LLM
English Video showing the Demo working: https://youtu.be/8XhS3kaHKc8 Spanish Video showing the Demo working: https://youtu.be/0HRdeUPqqQ0
Find full documentation on Google Drive: https://tinyurl.com/CC-freeDocs
Full documentation & code for Spanish Users: https://tinyurl.com/CC-freeDocs contains the "Civil and Commercial Code of Argentina" in the spanish software
Find Articles as the work progresses: https://www.reddit.com/r/AIntelligence_new/
Find pre-print Paper: https://osf.io/preprints/osf/upm94_v1
English Paper: tinyurl.com/CCPaper-English Chinese Paper: tinyurl.com/CCPaper-Chinese
The preliminary version of the Concept Curve Paper has been released on May 11th, 2025, and is available in the Google Drive folder tinyurl.com/CC-freeDocs
Ask any questions you have to Agent-CC https://tinyurl.com/agent-cc
- Smart-Functions (AI-driven context tools)
- Concept Curve Embedding Indexation
- Context-aware prompt optimization
- Lightweight document chunking system
- Works with OpenAI and can be adapted for local LLMs
All the information is available on the /Documentation folder
Daniel Bistman
Argentina 🇦🇷
Graduate in Business Administration, independent AI researcher. Inventor of Concept Curve paradigm for AI.
For more info, check the YouTube Channel - https://www.youtube.com/@Agente_Concept_Curve
Google Drive Resources - https://tinyurl.com/CC-freeDocs - (spanish) https://tinyurl.com/CC-docsGratuitos
(Paper Concept Curve Paradigm) https://drive.google.com/file/d/12ni96QekZB04SpGnNGXssHUF2DXDV-V8/view?usp=drive_link (Annex 3) https://drive.google.com/file/d/1lPtfeky60o0VgYURB4Q0nAwAZenyF4up/view?usp=drive_link ( CC论文_预发布版 ) https://drive.google.com/file/d/1pCQV3nUjdc41CtuMV9MYZykf1OVvC6ke/view?usp=drive_link
💬 Agent-CC - https://tinyurl.com/agent-cc
📧 agent.concept.curve@gmail.com - daniel.bistman@gmail.com
Donations (thanks in advance):
XRP Adress ---> rNFugeoj3ZN8Wv6xhuLegUBBPXKCyWLRkB
Memo required: 1868264810
XLM Adress ---> GAJ4BSGJE6UQHZAZ5U5IUOABPDCYPKPS3RFS2NVNGFGFXGVQDLBQJW2P
Memo required: 1868264810
Free to use and distribute with attribution. If this project has helped your developer career, consider supporting the work.
Regards & blessings, Daniel Bistman