A collection of small AI experiments, tooling notes, and practical concept explorations.

Prompt Engineering Playground

Prompt engineering is the process of shaping instructions so a model follows the intended task more reliably. In practice, small changes in wording, context, and constraints can...

RAG Concepts

Retrieval-Augmented Generation, or RAG, combines a search/retrieval layer with a language model. The idea is to ground the model in relevant source material instead of relying o...

Model Evaluation

Evaluating an AI model is not only about whether it can answer a question. It is also about how well it does so under constraints such as correctness, clarity, safety, speed, an...

Guardrails & Safety

Guardrails are rules and constraints designed to keep AI systems safer and more trustworthy. They can be applied at multiple layers: before generation, during generation, and af...

Agentic Workflows

Agentic workflows use AI to plan, reason, and take actions across a sequence of steps rather than answering in a single pass. This makes them useful for tasks that involve more ...

AI in Analytics

AI can support analytics in several meaningful ways, from auto-summarizing reports to helping users ask natural-language questions about data. The key is to use AI as an augment...