Research workflows
Build, reproduce, compare, and review private-inference research with explicit stop rules.
A recipe records exact sources, method and component versions, model and workload limits, environment requirements, steps, expected files, evidence, and failure policy. Listing a recipe never runs it.
Recipes support reproducibility without making third-party repositories runtime dependencies. PLLM implements methods independently in Python and Rust. Original artifacts remain sources and comparison material only.
Use the pages in this section and the research backlog to inspect current workflows. Recipe execution is not supported because sandboxing, artifact identity, and result records are not yet available together.
Use the pages in this section to choose a workflow. Build and reproduction work must stop rather than silently substituting an upstream runtime, weakening the privacy boundary, or presenting unmatched measurements as comparable evidence.