2 min read
Chapter Recovery and a Deterministic Density Study
Adding recovery and validation to the book processor, then running a structured density experiment on the output.
PythonNLPResearchCLIData
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2 min read
Starting Fiction Codec: Multi-Format Book Ingestion
A new project for processing books across formats, with an ingest pipeline, structured storage, and handoff docs.
PythonText ProcessingNLPCLIArchitecture
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3 min read
Replacing Custom NLP with an LLM in My Lead Gen Pipeline: A Real-World Trade-Off
I swapped a brittle rule-based NLP parser for an LLM in Lockline AI—here’s how accuracy improved and what I paid in latency.
LLMNLPlead generationAI engineeringPython
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