MS Office is now powered by Perplexity Computer https://t.co/fIcY5TZ7lT
— Aravind Srinivas (@AravSrinivas) 28 mai 2026
MS Office is now powered by Perplexity Computer
GENERATIVE AI
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MS Office now powered by Perplexity Computer
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Masked Region Transformer for Layered Image Generation
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MRT Masked Region Transformer for Layered Image Generation and Editing at Scale
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Claude Opus 4.8 spotted in source code, might drop today.
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ANTHROPIC : Claude Opus 4.8 has been spotted in the source code. Would it drop today?
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Don’t let AI steal your thinking and personality in talks
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In the last 48h:
– Jr researcher asked me wheter to use AI in making talks
– Saw two talks, with AI {slop, enhanced} slides Collected my thoughts and wrote a post. Tl;dr: don't steal your own thinking, don't remove *you* from your talks. Also, give a &#@% about your talks. -
Contrastive Distribution Matching for Sequential Monte Carlo Diffusion
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Contrastive Distribution Matching for Amortized Sequential Monte Carlo in Discrete Diffusion
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Prompt engineering challenge: multi-format conversion
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Challenge 6: The Format Switcher Give them a single paragraph from a blog post. Ask them to convert it into three formats in one prompt: a tweet, a LinkedIn post, and a cold email subject line. One prompt. Three distinct outputs. Do they specify each format's constraints
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Using AI Hallucinations to Test Candidate Review Skills
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Challenge 4: The Hallucination Trap Before the interview, generate an AI output about a topic relevant to the role. Leave 2-3 subtle factual errors in it. Realistic-sounding but wrong. Hand it to the freelancer. Ask them to review it. Do they catch the errors without being
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Prompt-engineering iteration exercise for improving AI outputs
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Challenge 3: The Iteration Loop Run a basic prompt that produces a generic, C-minus output. Show it to them on screen. Ask them to make it better using only follow-up prompts. No rewriting by hand. What to watch for: Do they give specific direction ("tighten the intro to one
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Improving a Prompt: The Constraint Architect
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Challenge 2: The Constraint Architect Hand them this prompt and ask them to improve it before running it: "Write a blog post about marketing." Then count. How many constraints do they add? Audience. Word count. Tone. Structure. Examples. Output format. Point of view. What to
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Cold Start Prompting Test for AI Assistants
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Challenge 1: The Cold Start Test Give them this brief and nothing else: "Write me a landing page for my product." No context, audience, tone. Not even constraints. Now watch. Do they paste it straight into Claude or do they ask you 3-5 clarifying questions first? A skilled