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Programming LLMsnot prompting!

A systematic approach to prompt optimization. Train prompts like ML models with automated algorithms that learn from your data.

Prompt Training

Treat prompts as living organisms using DSPy GEPA. Let natural selection discover better instructions—mutate, evaluate, survive and evolve.

Human Expertise, Amplified

Rapid feedback loops with expert validation. Ship better prompts in less time.

Evaluation at Scale

Automated assessments deliver consistent, human-quality feedback—instantly and at any scale.

Prompt Training

Treat prompts as living organisms using DSPy GEPA. Let natural selection discover better instructions—mutate, evaluate, survive and evolve.

Human Expertise, Amplified

Rapid feedback loops with expert validation. Ship better prompts in less time.

Evaluation at Scale

Automated assessments deliver consistent, human-quality feedback—instantly and at any scale.

Prompt Optimization

Our optimization algorithms learn from your data to systematically improve AI Agent performance. No guesswork—just continuous improvement.

Measurable Gains

Watch your metrics climb. Every optimization is tracked, quantified, and verifiable.

Structured Review Process

Expert feedback integrated seamlessly. Faster iterations, higher quality outputs, better outcomes.

Smart Versioning

Track every AI iteration. Reproducible, trackable, and built for teams that ship.

Blogs

Deep dives on prompt engineering strategies, building production LLM systems, and systematic AI development.

How Training and Validation Work in GEPA

How Training and Validation Work in GEPA

Ish Rajesh Shelley
26 Jan, 2026• 18 min read
gepaoptimizationtrainingvalidationprompt-engineering
Understanding GEPA - Prompt Evolution

Understanding GEPA - Prompt Evolution

Ish Rajesh Shelley
20 Jan, 2026• 12 min read
gepaprompt-evolutionprompt-engineeringoptimizationai
DSPy Optimization Algorithms: Step-by-Step Guide

DSPy Optimization Algorithms: Step-by-Step Guide

Ish Rajesh Shelley
14 Jan, 2026• 15 min read
dspyoptimizationalgorithmsaimachine-learning

Join Us

We're building AI that trains itself. If you are into prompt optimization, domain-specific fine-tuning, and systematic approaches to production-ready LLMs, let's talk.

Email for inquiries: contact@gingerlabs.com

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