The Forward Deployed Engineer: The Role Behind AI That Actually Ships

A forward deployed engineer (FDE) is a senior engineer who embeds inside a customer’s organisation to turn a general AI platform into a working solution for that company’s specific problems. Instead of shipping software and walking away, the FDE sits with…

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Run Two AI Models at Once, and Keep the Best Answer, Privately

MTAIChat is the MT Labs self-hosted AI chat platform. Its multi-model mode runs two LLMs side by side on the same prompt so your team can compare answers and keep the better one. It bundles a canvas notes sidebar and unlimited…

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Stop Paying Per User for AI Image Generation

Per-seat AI image tools charge a monthly fee for every person and still cap how much each one can generate. A private server flips that: you rent one machine, the whole team generates without per-image meters, and the cost stays flat…

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Why GEO and AEO Matter for Today’s Businesses

GEO (Generative Engine Optimization) and AEO (Answer Engine Optimization) are the practice of structuring your content so AI systems like ChatGPT, Perplexity and Gemini can cleanly find, cite and quote it. Every Singapore business with a website already has traffic being…

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