Engineering notes, product lessons, and updates from the SparkScribe team.
Integrate LLM features into your existing Django app — phased, bounded, production-safe.
How to add AI to existing web applications without a rewrite: audit use cases, Django service boundaries, phased rollout, and permission-aw…
Retrieval lessons from consumer AI — chunking, freshness, and metrics that actually matter.
Production RAG lessons from Django consumer AI work including AstroSure: retrieval quality, access control, caching, and operating search a…
Production-safe patterns for AI agents on Django — guardrails, observability, and release discipline.
How SparkScribe builds harness engineering around Django AI agents: tool boundaries, prompt versioning, output validation, and observabilit…
