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HerbDev Application Rescue

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Plain-English technical guides for software and AI decisions.

These pages are for business owners, operators, and software teams that need enough technical understanding to make better decisions. The goal is not jargon. The goal is clear ownership, safer AI workflows, and fewer expensive surprises.

Recommended Path

Start with the simple explanation, then go deeper only where it helps.

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How AI Works

A plain-English explanation of what happens when a user sends a prompt and receives a response.

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Deeper technical view

AI Pipeline Breakdown

A full walkthrough of the AI pipeline from request intake, tokens, attention, sampling, safety checks, and streaming.

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Model strategy

AI Model Size Guide

A practical guide to large models, small models, deployment constraints, training tradeoffs, and hybrid AI systems.

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HerbDev Perspective

Learning should make the next decision easier.

If a project is already stalled, unstable, or difficult to release, education is useful only when it leads to clearer ownership. The fastest path is usually a technical triage, a short list of blockers, and a practical rescue plan.