promptLM

A Git-based prompt lifecycle management tool with test support for agents with record replay like contract testing for microservices. The project is early stage development.

Start: Nov. 2024
Tech: Java, Spring Boot, Spring AI, LiteLLM, MCP, Lovable, ChatGPT, Codex App, Claude Code, Windsurf IDE

AI backend for ingesting case communications and policy documents and producing structured, auditable LLM-based analyses over an evidence corpus. Includes a document indexing pipeline (extraction, normalization, token-aware chunking, metadata traceability), embeddings + vector persistence for retrieval-enabled analysis, and an LLM analysis engine with prompt/context composition and JSON-schema outputs. Built async background processing with retries, optimistic locking, and crash-safe job recovery, plus secure APIs (OAuth2/JWT/JWKS) and production observability with structured logging and request correlation.

Start: Dec. 2025
Tech: Python, LlamaIndex, RAG pipeline, Document Indexing, Vector Store (pgvector),  Windsurf, Codex App

Legal Insight

Date: Jun. 2025