Deduplication of Graphitic RAG Evidence Segments in lucidRAG

NOTE: This is not a conventional blog article. It is a technical spec written for a concrete feature in lucidRAG. I iteratively feed this document to code-focused LLMs during development to reason about trade-offs, validate assumptions, and converge on a…

VideoSummarizer: Reduced RAG for Video (Shots → Scenes → Evidence)

Status: In development as part of lucidRAG. Source: github.com/scottgal/lucidrag Where this fits: VideoSummarizer is the orchestrator of the lucidRAG family, combining five pipelines into a unified video analysis engine: DocSummarizer - Documents (entity…

Fixing the Site's Search: PostgreSQL Full-Text Search (and Where It Breaks)

Search is one of those features everyone underestimates. It looks trivial until real users start typing real queries -acronyms, half-remembered technical terms, punctuation-heavy names like "ASP.NET", or searches that are conceptually right but textually…

AudioSummarizer: Constrained Fuzzy Forensic Audio Characterization

Status: AudioSummarizer.Core is currently in development as part of lucidRAG, a forthcoming mostlylucid product for multi-modal RAG. The implementation is complete and working—this article documents the architecture and design. CLI integration will be…

StyloFlow: Constrained Fuzzy Signal-Driven Workflows

I built StyloFlow because I kept writing the same pattern over and over: components that react to what happened before, emit confidence scores, and sometimes need to escalate to more expensive analysis. Existing workflow engines wanted me to think in terms of…