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1. dspy-refragdspy-refragPublic

   DSPy Retrieval-Enhanced Fine-Grained Retrieval Augmented Generation (REFRAG) framework, for an improved RAG in DSPy. This is originally developed by Meta AI.

   Python 35 6

2. agent_optagent_optPublic

   I started to research different agent optimization techniques for my own benefit, so I built this library. Feel free to take these implementations and start experimenting with different strategies.

   Python 3 1

3. memory_optmemory_optPublic

   Hierchical memory is the optimization technique applied to the 5 part memory system (cached memory, short term memory and long term memory, RLM memory and Meta Memory)

   Python 1 1

4. routing-intelligencerouting-intelligencePublic

   This is a research project of the premise that: we should be able to route different queries to different thought models (eg. chain of thought) and then optimize this routing of queries.

   Python 2 1

5. toon-vs-zon-studytoon-vs-zon-studyPublic

   Research project exploring token-efficient serialization formats for LLM RAG systems. This uses Shopify data and measures: latency, tokens and the strategies success rate.

   Python

6. dspy-performance-monitordspy-performance-monitorPublic

   This is a performance monitor for dspy classes to measure bottlenecks in production