Alchemyist Labs

Research

Notes, experiments, and write-ups from building Alchemyist — search, retrieval, and the systems behind them.

Draft · Coming Soon

Prompt & Context Templating Systems

Status: In progress Track: LLM Engineering

Abstract

A look at how structured prompt and context templates shape the reliability, cost, and maintainability of LLM-driven applications — covering template composition, variable injection strategies, versioning, and how templating choices affect model behavior across providers. Full write-up to be published here.

Contents

  1. Why templating matters for production LLM systems
  2. Composable templates vs. monolithic prompts
  3. Variable injection & escaping pitfalls
  4. Versioning and testing prompt templates
  5. Provider-specific quirks and portability
  6. Case study: templating in Alchemyist's agent pipeline
Note: this entry is a placeholder. The full research write-up will replace this section once ready.