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Create character, scene, and product images from structured descriptions of style, composition, lighting, and color. Guide generation with reference images and aspect ratio settings, using a Python script connected to a supported image generation service.

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• Creating characters with specified clothing, era, and appearance
• Visualizing scenes with a chosen mood, weather, and lighting
• Producing product images with specified materials and viewing angles

Set up and check OmniRoute authentication for API access and dashboard sessions. Use Bearer credentials for remote requests, manage login cookies, inspect authentication status, and configure OIDC, a standard for signing in through an identity provider.

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• Setting up API key authentication for OmniRoute
• Logging in to and out of dashboard sessions
• Checking authentication status and CSRF tokens

Connect AI agents to OmniRoute for text and image generation, speech synthesis, transcription, and web search. Use OpenAI-compatible APIs and create embeddings, numerical representations of text, through documented requests.

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• Add text generation to an AI agent
• Generate or edit images from instructions
• Turn text into speech or transcribe audio

Create and run automated tests that score LLM answers against expected outputs or judging criteria. Monitor progress, inspect individual results, compare models on the same tests, and use score thresholds in CI, an automated checking workflow.

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• Creating tests with expected answers
• Monitoring evaluation progress
• Inspecting failed samples and scores

Group AI providers and models behind one model ID in OmniRoute. Choose among 19 routing strategies, define fallback sequences for failures, simulate which provider will be selected, and inspect latency, success rates, and costs.

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• Call multiple AI models through one model ID
• Configure fallback order for failures
• Simulate routing decisions before making API calls

Configure Codex CLI to connect through OmniRoute on Linux, macOS, or Windows. The workflow detects the operating system and shell, creates configuration files and seven profiles, sets environment variables, and verifies the setup.

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• Connect Codex CLI to OmniRoute
• Set up Codex across different operating systems
• Create seven named configuration profiles

Review OpenAI Cookbook documentation and notebook prose for technical accuracy, readable wording, consistent terminology, and publication metadata. Make focused edits, preserve notebook code and outputs, and report unresolved issues with validation results.

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• Review documentation before merging a pull request
• Polish notebook Markdown cells
• Check publication metadata and author records

Compare ruflo and HAL systems for running the GAIA benchmark, an AI evaluation. Examine differences in code execution, browsing, file handling, memory, and model selection to prioritize improvements by expected impact and effort.

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• Plan the next round of GAIA improvements
• Compare code execution and browser capabilities
• Weigh improvement priorities against implementation effort

Send a single request to DeepSeek for summarization, information extraction, or simple classification. Receive the response and token usage as JSON for further processing, with structured status information when the API is unavailable.

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• Summarizing text in a single request
• Extracting information from text
• Classifying text into simple categories

Run a prepared set of test cases to check agent-booster success rates and routing decisions. Optionally compare results with Gemini or Claude models, then save detailed measurements and summaries as JSON records for later verification.

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• Checking success rates before a release
• Verifying routing after adding test cases
• Checking performance claims against measurements

Describe browser actions in everyday language and let page-agent carry them out. Useful when page elements are hard to identify reliably, with a fallback to direct element-based browser tools if the natural-language setup is unavailable.

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• Clicking a button described in everyday language
• Entering a search term and submitting the form
• Interacting with pages whose element identifiers change

Build document search with AgentDB that finds related content by meaning. Store documents as numerical representations, combine similarity search with metadata filters, and retrieve relevant passages for systems that generate answers using source material.

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• Build answers grounded in retrieved documents
• Add meaning-based search to a knowledge base
• Find documents with similar content

Connect agents and automated workflows to VoiceStudio to generate speech with saved or designed voices, transcribe recordings, create subtitles, and manage dubbing or narration. It uses the running backend and checks available models and capabilities.

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• Generating narration with a saved voice
• Transcribing recordings and creating subtitles
• Managing dubbing while preserving timing and background audio

Build AI agents with Cline SDK using guidance on choosing APIs, adding custom tools, saving sessions, and handling live events. References also cover model providers, scheduled runs, multi-agent coordination, and production deployment.

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• Build an AI agent with custom tools
• Choose an API for persistent sessions
• Configure model providers and live event handling

Build Claude applications using guidance for the official Anthropic SDK. Choose an integration approach, implement streaming and tool use, and follow workflows for model migration, prompt audits, evaluation, and cost optimization.

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• Build a summarization app with Claude API
• Choose how to run an agent with custom tools
• Migrate existing code to a newer Claude model

Generate video clips from text descriptions or reference images through multiple API services. Compare available providers by cost and task needs, choose aspect ratios, track generation progress, and refine existing clips through conversational editing with Gemini Omni.

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• Generating clips from written scene descriptions
• Animating a product photo
• Creating vertical videos for social media

Create AI video clips from text or reference images, choosing among providers to match the task and budget. Supports vertical social videos, product photo animation, and conversational editing of existing clips with Gemini Omni Flash.

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• Create vertical video clips for social media
• Animate product photos
• Choose a video provider for a budget and visual style

Build voice assistants and conversational characters with ElevenLabs. Configure voices, language models, and external tools, then connect conversations to a website widget or use Twilio integration for outbound phone calls.

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• Creating a voice bot for customer support
• Embedding a voice assistant on a website
• Building an interactive voice character

Create and edit bitmap images, such as photos, illustrations, product mockups, and game assets. Use reference images for visual variations, replace backgrounds, remove objects, or make transparent cutouts while preserving specified parts of an existing image.

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• Create photos or illustrations for a website
• Replace a product photo background or remove unwanted objects
• Make transparent cutouts

Get guidance on Codex, OpenAI APIs, and ChatGPT Work using official documentation with citations. Use it to investigate settings and errors, compare models, plan migrations, or work on prompts and API integrations.

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• Check Codex settings and troubleshoot errors
• Compare models for a particular task
• Plan a model migration and prompt changes

Update the published Remotion plugin for Codex and ChatGPT to a released version. Prepare and validate an upload ZIP, preserve existing listing details, and follow the dashboard workflow through review and publication verification.

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• Update the public plugin to a released Remotion version
• Prepare an upload ZIP while preserving listing details
• Resume an existing draft or review

Research recent discussions about a topic across social platforms, communities, and the web. Collect posts and engagement from the last 30 days, summarize supported findings with source links, and diagnose unavailable or broken research sources.

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• Reviewing reactions to a product or announcement
• Comparing recent user opinions about tools
• Finding topics gaining attention in a field

Create and prepare marketing images for blogs, social posts, product showcases, and banners. Choose suitable generation or design tools, plan prompts and layouts, and optimize image dimensions, formats, and file sizes for web use.

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• Creating blog headers and social sharing previews
• Preparing social graphics and profile banners
• Building product mockups from real screenshots

Design how an AI agent trims long conversations and large tool outputs while retaining decisions, constraints, failed approaches, and sources. Compare summarization strategies, choose compression triggers, and consider separate subagents to keep intermediate information out of the main conversation.

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• Managing large search results and tool outputs
• Preserving decisions and constraints during summarization
• Choosing compression triggers and batch processing