Tag: dspy
All the articles with the tag "dspy".
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Which Predictor? How GEPA Optimizes a Multi-Agent DSPy Program
A multi-agent DSPy program is really several prompts in a trench coat. Here is how GEPA figures out which agent it is improving, and how it hands the better prompt back.
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LLM Optimization Is a Search Problem, and DSPy Makes It Easy
I tried seven ways to make a DSPy program faster and cheaper: three adapters, TOON, a custom adapter I almost wrote, JSON Patch, and finally diffs. Most lost. The real lesson was that DSPy and GEPA made the search cheap enough to run.
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Helix: Closing the Loop on DSPy Programs
Why I think DSPy programs need a managed optimization loop, not scattered experiments.
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Is Data Curation the New Feature Engineering?
Drawing parallels between Feature Engineering in traditional ML and Data Curation in AI Engineering.
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Strategy and Program: Two Concepts for working with DSPy
Introducing two Nouns that make working with DSPy clearer.
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DSPy: Track Token Usage per-Module
Getting granular token usage from nested DSPy modules
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Non-Obvious Things I Learned About GEPA
Updated:I failed at GEPA, then learned a few things.
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DSPy Parallel Chunk Streaming
Streaming Named Chunks from Parallel DSPy Modules
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DSPy Status Streaming
Real-Time Tool Call Updates in DSPy with Status Streaming
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Managing Tools in DSPy
Type-Safe Tool Contracts for Multi-Module DSPy Programs