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OmidZamani

@omidzamani source repo

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• 19 skills
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• 1 week ago last updated

1. ▌
   Dspy Production Deployment · omidzamani bundle

   Use for deploying DSPy with save/load, configure_cache, restrict_pickle, track_usage, async execution, streaming, and production runtime controls.
   0 installs
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   Dspy Custom Module Design · omidzamani bundle

   Use for creating custom DSPy modules, extending dspy.Module, reusable components, stateful modules, serialization, and module testing.
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   Dspy Haystack Integration · omidzamani bundle

   Use for integrating DSPy with Haystack, optimizing Haystack prompts, improving retrieval pipelines, and extracting DSPy prompts.
   0 installs
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   Dspy MCP Tool Integration · omidzamani bundle

   Use for MCP tools with DSPy, Model Context Protocol servers, dspy.Tool.from_mcp_tool, and ReAct agents over MCP-compatible tools.
   0 installs
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   Dspy Adapters Multimodal · omidzamani bundle

   Use for DSPy adapter selection, JSONAdapter, XMLAdapter, ChatAdapter, native function calling, structured outputs, and multimodal inputs like dspy.Image or dspy.Audio.
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   Dspy Embedding Retrieval · omidzamani bundle

   Use for DSPy retrieval with dspy.Embedder, dspy.Embeddings, FAISS indexes, semantic search, and local or hosted embedding models.
   0 installs
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   Dspy Optimizer Selection · omidzamani bundle

   Use to choose or compare DSPy optimizers including LabeledFewShot, BootstrapFewShot, MIPROv2, SIMBA, GEPA, BootstrapFinetune, Ensemble, and BetterTogether.
   0 installs
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   Dspy React Agent Builder · omidzamani bundle

   Use for ReAct agents, tool-calling agents, dspy.ReAct, multi-step reasoning and acting, and GEPA agent optimization.
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   Dspy Finetune Bootstrap · omidzamani bundle

   Use for BootstrapFinetune, fine-tuning DSPy models, teacher-student distillation, weight optimization, and lower-cost deployment.
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    Dspy Signature Designer · omidzamani bundle

    Use for DSPy signatures, InputField, OutputField, typed inputs and outputs, signature classes, and Pydantic-style structured schemas.
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    Dspy Bootstrap Fewshot · omidzamani bundle

    Use for BootstrapFewShot, bootstrapped demonstrations, teacher-model demos, and low-data DSPy prompt optimization.
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    Dspy Miprov2 Optimizer · omidzamani bundle

    Use for MIPROv2, Bayesian optimization, instruction and demo tuning, and high-performance DSPy program optimization.
    0 installs
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    Dspy Optimize Anything · omidzamani bundle

    Use for GEPA optimize_anything on text artifacts such as code, prompts, agent architectures, configs, and non-DSPy optimization targets.
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    Dspy Reasoning Modules · omidzamani bundle

    Use for DSPy reasoning modules including RLM, ProgramOfThought, CodeAct, Parallel, sandboxed execution, and long-context workflows.
    0 installs
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    Dspy Evaluation Suite · omidzamani bundle

    Use for evaluating DSPy programs with Evaluate, answer_exact_match, SemanticF1, custom metrics, baselines, and program comparisons.
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    Dspy Better Together · omidzamani bundle

    Use for BetterTogether, prompt plus weight optimization, fine-tuning sequences, and strategy chains like p -> w -> p.
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    Dspy Gepa Reflective · omidzamani bundle

    Use for GEPA reflective optimization, ReAct agent optimization, feedback metrics, LLM reflection, and execution trajectories.
    0 installs
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    Dspy Simba Optimizer · omidzamani bundle

    Use for SIMBA optimization, mini-batch introspective optimization, self-reflective rules, stochastic ascent, and numeric-metric optimization.
    0 installs
19. ▌
    Dspy RAG Pipeline · omidzamani bundle

    Use for RAG pipelines, retrieval augmented generation, ColBERTv2, context retrieval, multi-hop RAG, and grounded DSPy answers.
    0 installs