Builds AI systems with declarative language-model programming and typed outputs.
npx skills add https://github.com/TitoPrausee/nexus-toti --skill dspy-titoprausee
Please help me install this Agent Skill. Skill: dspy Source: https://github.com/TitoPrausee/nexus-toti/tree/main/data/skills/mlops/research/dspy Command: npx skills add https://github.com/TitoPrausee/nexus-toti --skill dspy-titoprausee
DSPy removes the need to hand-tune brittle prompts when building multi-step language model applications, making it easier to create reliable AI workflows that improve from data.
Use the dspy skill to turn a question-answering workflow into an optimized multi-stage pipeline with retrieval, reasoning, and tool use.
High-intent search queries and answers about installing and using this skill.
Optimize language model prompts systematically by using declarative signatures and optimizers like BootstrapFewShot or MIPRO. This removes the need to hand-tune brittle prompts by compiling declarative modules into improved instructions using evaluation metrics.
Build reliable AI agents for research workflows by using declarative language-model programming to create reusable modules for retrieval, chain-of-thought reasoning, and tool use, ensuring systems improve systematically from data.
Create a RAG pipeline with multi-step reasoning by defining declarative task signatures for structured inputs and outputs, then chaining reusable prediction and reasoning modules to retrieve sources and validate answers.
Declarative programming supports structured extraction and classification by defining typed outputs and signatures. Reusable modules handle prediction and extraction, allowing systematic prompt optimization for reliable deployment.
Systematic prompt optimization works for multi-stage support workflows by applying optimizers like BootstrapFinetune to reusable modules, enabling pipelines to improve from data and yield validated, typed outputs.
InverterNetworkProgram language models declaratively and optimize prompts automatically.
overviewlabsCompile declarative LM programs into modular, reusable pipelines.
LynxLabVNAutomate declarative language model programming and prompt optimization with dspy.
guccangOptimize language model programs with declarative task definitions and automated prompt improvement.
