mostlylucid.net - Scott Galloway's Developer Blog
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Hi, I'm Scott Galloway — I'm a consulting web / internet / systems / full-cycle, full-stack developer (it's complicated 🤓) specializing in bringing 'AI' to the masses, .NET Core, full-stack development, cloud, and search technologies. Former Microsoft ASP.NET Program Manager with 30+ years building web applications for Fortune 500 companies and startups. I share my work in progress (PERSONAL!) projects and how I build them. Available for contract, full-time, or consultancy work — get in touch. Code on GitHub | Feedback on Mastodon

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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...

Sunday, 11 January 2026 14:00

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23 minute read

Reduced RAG: Stop Stuffing Context Windows and Start Extracting Signals
If you're brand new to RAG, start with RAG Explained and RAG Architecture. This post is for the point where you've built a RAG pipeline that mostly works… and now you're paying for it in cost,...

Thursday, 08 January 2026 19:00

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18 minute read

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...

Wednesday, 07 January 2026 18:00

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29 minute read

Image Summarizer: A Constrained Fuzzy Image RAG Engine
Parts 1-3 described Constrained Fuzziness as an abstract pattern. This article applies those patterns to a working image analysis pipeline that demonstrates the principles in action. CLI Tool -...

Tuesday, 06 January 2026 17:00

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31 minute read

Constrained Fuzzy Context Dragging: What Gets Remembered
One of the easiest ways to make an AI system fail is to let it remember too much. Most "context handling" approaches boil down to one of two mistakes: Stuff everything into the prompt and hope the...

Tuesday, 06 January 2026 16:00

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16 minute read

Constrained Fuzzy MoM: Signal Contracts Over Agent Chatter
Part 1 described a pipeline: Substrate, Proposer, Constrainer. One probabilistic component, bounded by deterministic truth. But what happens when you have multiple proposers? Multiple LLMs? Vision...

Tuesday, 06 January 2026 15:00

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23 minute read

Deterministic Voice Forms with Blazor and Local LLMs
A Ten Commandments–Compliant Architecture In which we build a voice-to-form system that doesn't hand the keys to the AI kingdom Here's the thing about voice interfaces: everyone wants them, nobody...

Monday, 05 January 2026 14:30

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18 minute read

Constrained Fuzziness: A Control System Pattern for Probabilistic Components
2026-01-06ET14:00 The Pattern That Kept Emerging It started with my blog's translation tool. The cache kept only 5 tasks per user, with 6-hour absolute and 1-hour sliding expiration. Sixth task?...

Monday, 05 January 2026 10:52

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17 minute read

DocSummarizer Part 5 - lucidRAG: Multi-Document RAG Web Application
This is Part 5 of the DocSummarizer series, and it's also the culmination of the GraphRAG series and Semantic Search series. We're combining everything into a deployable web application. 🚨🚨 PREVIEW...

Thursday, 01 January 2026 18:00

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9 minute read

About Me
Scott Galloway | AI Systems Engineer | CTO | Head of Engineering | Systems Architect | Remote I'm a technical leader with over 30 years building and scaling engineering teams and products. I've served...

Wednesday, 31 December 2025 22:30

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12 minute read

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