API docs here: https://
ai.google.dev/gemini-api/doc
s/image-generation#video-to-image
… For a YouTube video, if your video is long, scale down the `fps` to keep the number of frames within the context window.
PROMPT ENGINEERING
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Gemini API Video-to-Image Generation: Frame Optimization
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Vibe Coding: AI-Driven Rapid Development Trend
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“Vibe coding” is quickly becoming one of the most talked-about AI trends in business and software development Instead of focusing purely on technical coding skills, vibe coding is about using AI tools to rapidly build, test and refine ideas through natural language prompts,
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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
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Trend: Fewer Modes, More Autonomous AI Coding Agents
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This is the AI coding agent trend in one sentence: Fewer modes. More autonomy. TRAE is moving from “pick the right coding assistant” to “tell one agent what to build and let it orchestrate the workflow.” Try it here:
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SOLO Agent auto-selects tools and sub-agents
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This sounds small until you actually build with agents. Before, you had to pick the right agent for the right task. Now you just describe what you want. TRAE’s SOLO Agent decides which capabilities, tools, MCPs, and sub-agents to use automatically.
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Rote: a local CLI for reproducible agent workflows
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🚨 THIS IS EXACTLY HOW AI TOOLING SHOULD BE BUILT@Modiqoai just released Rote, completely dropping the bloated SaaS model.
— Charly Wargnier (@DataChaz) 28 mai 2026
It’s a FREE, local CLI that memorizes your agent's API sequences.
Imagine nailing a Jira flow once and handing that exact run to every dev on DAY 1 👀↓ https://t.co/DzI3DMhYdITHIS IS EXACTLY HOW AI TOOLING SHOULD BE BUILT @Modiqoai just released Rote, completely dropping the bloated SaaS model. It’s a FREE, local CLI that memorizes your agent's API sequences. Imagine nailing a Jira flow once and handing that exact run to every dev on DAY 1 ↓