5/ Evaluation & Optimization Prompts aren’t “set it and forget it.” They A/B test, evaluate, and refine. They track hallucinations, latency, cost, and safety. Prompt engineers treat prompts like software always in iteration.
LLMS
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Product Thinking: Designing Prompts for Real Use Cases
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4/ Product Thinking They design prompts with real use cases in mind. AI isn’t just for demos. It powers: • Customer support
• Internal tools
• Research agents
• Creative workflows Prompts must work inside real products and systems. -
Model Fluency: How prompt engineers adapt to LLM quirks
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3/ Model Fluency They’re fluent in LLMs: • GPT-4
• Claude
• Mistral
• Gemini
• HuggingFace OSS models Each behaves differently. Prompt engineers tune to model quirks like a developer tunes to APIs. Different models, different logic. -
Language Design with Proven Frameworks for Reasoning and Output
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2/ Language Design They use proven frameworks — not guesswork. • Chain of Thought
• ReAct (Reason + Act)
• Tree of Thought
• RAG (Retrieval-Augmented Generation)
• Few-shot prompts These guide reasoning, structure, and output control. It’s language as architecture. -
Translation Layer: Prompt Engineering as Strategic Communication
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1/ Translation Layer Prompt engineers translate human goals into precise instructions. They break down abstract tasks into structured input. This gives the model the context it needs to deliver useful, relevant output. Prompting = strategic communication.
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GPT-o3 Tested on Hieroglyphic Stele at the Louvre Museum
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Il y a peu j'étais au Louvre Dans ma dernière vidéo, j’ai testé GPT-o3 sur une stèle hiéroglyphique photographiée au musée du Louvre… et le résultat est FOU.
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Phone Camera Integration with LLM Becomes Daily Essential Tool
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Cell phone camera to LLM has become a much more important part of my life than I would have expected in the ancient history of 12 months ago.
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Survey of AI Agent Protocols: Standards and Interoperability
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A Survey of AI Agent Protocols https://
arxiv.org/pdf/2504.16736 -
VLMs and robot models capabilities discussion
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VLMs are so impressive for open-vocab interactions! Can you share more about the “robot models”? Are you using GOFE?
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o3 and o4-mini usage limits and Deep Research quota increased
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Whatttt?? Not only has the usage limit for o3 and o4-mini increased, but the Deep Research quota has also been bumped up to 25 per month!