How to Build an FAQ Assistant on Your Own Documents (Step-by-Step Tutorial)
A working FAQ assistant that answers only from your company's documents, in about 80 lines of Python. Step-by-step, with the guardrails that keep it honest.
Author: jumpst4rt-4dm1n
Small models are quietly taking the boring jobs
Classification, extraction and routing rarely need a frontier model. Moving them down a tier is usually the cheapest performance win available.
Approval gates: designing the human step in an autonomous workflow
Put the human in the wrong place and you get rubber-stamping. Here is how to choose which steps genuinely need a person.
The maintenance bill nobody quotes for AI features
The build is quoted. The upkeep usually is not. Model deprecations, price moves and prompt drift are recurring costs, and they belong in the estimate.
Retrieval or a bigger context window: how to actually decide
Context windows got big enough that "just paste everything in" is a real option. Here is where that stops being the cheaper answer.
Why most agent pilots stall before production
Pilots rarely fail on model quality. They stall on permissions, error handling and the fact that nobody agreed what "working" means.
The Future of AI in Software Development
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Top Cybersecurity Trends to Watch in 2025
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Cloud Computing: Public vs. Private vs. Hybrid – Which One is Right for Your Business?
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