AIFlowML/cursor_rules

cursor rules

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189Mods indexed here, across every type
1y agoLast push, which is what freshness is scored on
noneNo LICENSE: all rights reserved, so bodies are not copied

AIFlowML/cursor_rules

Cursor rule Cursor

DSPY 3 reinforcement learning (RL) optimization for complex multi-hop research tasks using GRPO (Generalized Relative Policy Optimization) and Arbor infrastructure - "src//.py" - "examples//.py" - "notebooks//.ipynb" - "research//.py" - "experiments//.py" - "rltraining//.py" - "multihop//.py" - "retrieval//.py".

not rated 24 1y ago A 85 tokens

AIFlowML/cursor_rules

Cursor rule Cursor

DSPY 3 Implements GRPO optimization for multi-module LM programs that balance response quality with privacy protection by minimizing PII leakage to untrusted external LLMs.

not rated 24 1y ago A 32 tokens

AIFlowML/cursor_rules

Cursor rule Cursor

Production-ready output refinement using BestOfN and Refine modules for reliable and high-quality DSPy predictions. Implements intelligent retry mechanisms with feedback loops, reward functions, and temperature-based optimization to ensure consistent output quality in production environments.

not rated 24 1y ago A 10,033 tokens

AIFlowML/cursor_rules

Cursor rule Cursor

DSPY 3 MIPROv2 RAG Optimization - Advanced instruction and demo optimization from official DSPy tutorial.

not rated 24 1y ago A 23 tokens

AIFlowML/cursor_rules

Cursor rule Cursor

Comprehensive example of using MIPROv2 to optimize intelligent agent systems with DSPy 3.0.1. This tutorial demonstrates multi-tool agent optimization, reasoning chain improvement, and production deployment patterns.

not rated 24 1y ago A 8,897 tokens

AIFlowML/cursor_rules

Cursor rule Cursor

Comprehensive example of using MIPROv2 to optimize complex multi-hop reasoning systems with DSPy 3.0.1. This tutorial demonstrates advanced reasoning chain optimization, knowledge graph traversal, and production-ready multi-step inference systems.

not rated 24 1y ago A 10,696 tokens

AIFlowML/cursor_rules

Cursor rule Cursor

Comprehensive comparison of MIPROv2 against other DSPy 3.0.1 optimizers including GEPA, SIMBA, BootstrapFewShot, and COPRO. This tutorial demonstrates systematic optimizer evaluation, performance benchmarking, and selection strategies for different use cases.

not rated 24 1y ago A 9,433 tokens

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