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Mostlylucid.OcrNer - The NuGet Package (Part 2)

NuGet NuGet Downloads GitHub Release (CLI) In Part 1 I showed the raw pipeline: manually downloading models, writing a tokenizer, wiring up ONNX inference, and decoding BIO tags by hand. Educational, but a lot of plumbing to get right. Now it's a NuGet…

Simple OCR and NER Feature Extraction in C# with ONNX

NuGet NuGet Downloads GitHub Release (CLI) As I've been building lucidRAG I'm reading social media where people keep asking the same thing. 'How do you get features from scanned text?' the category error is always 'just use an LLM'...which WORKS but is very…

Why LLMs Fail as Sensors (and What Brains Get Right)

LLMs (Large Language Models) are being used as sensors. That is a category error: using a probabilistic synthesizer where a deterministic boundary device is required. This isn't developers' fault. Most mainstream examples and tutorials lead with the simplest…

Constrained Fuzzy OCR - The Three-Tier OCR Pipeline

Part 4: Image Intelligence introduced the ImageSummarizer wave architecture and the broader patterns. This article deep-dives into the OCR subsystem—three tiers of text extraction, intelligent routing, and the filmstrip optimization that achieves 30× token…

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