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CMU AI Agents 2026: 10. Deep Research
Graham Neubig · 2026, deep research, search agents, retrieval
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13 matches for "deep research"
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Providers and platforms
Google AI for Developers
Gemini API model docs · Beginner to advanced
Official Gemini material for learning Gemini 3.8 Flash and the current stable, preview, latest, and experimental model lineup, plus the now-GA Interactions API, Lyria music generation, prompt design, function calling, background execution, Deep Research, Computer Use, Hooks, Live API, File Search, coding-agent setup, multimodal tradeoffs, and AI Studio workflows.
Topics
Gemini 3.8 Flash, Gemini models, Multimodal AI, Long context, Model selection, AI Studio, Interactions API, Background execution, Deep Research, Computer Use, Hooks, Live API, Coding agents, Music generation, File Search, API examples
Resources
Perplexity Deep Research and Search API docs
API docs · Perplexity · Intermediate
You want to compare search, Sonar, Agent API, and cited research workflows from the primary source.
ai search, deep research, grounded answers, sonar, research workflows
Perplexity Deep Research Workflows
Cookbook · Perplexity · Intermediate
You want a current, implementation-focused Perplexity walkthrough for long-running deep-research jobs, async handling, and batch-style research flows.
deep research, agent api, async workflows, research workflows, grounded answers
OpenAI deep research guide
Guide · OpenAI · Intermediate to advanced
You want the official OpenAI path for long-running research tasks that combine reasoning, web search, remote MCP servers, and detailed cited reports.
openai, deep research, web search, mcp, research workflows
Gemini Agents Overview
Guide · Google AI for Developers · Intermediate
You want the official overview of Gemini managed agents, sandbox behavior, and when to use agent workflows instead of plain model calls.
gemini, agents, interactions api, deep research, coding agents
Gemini Managed Agents quickstart
Quickstart · Google AI for Developers · Intermediate
You want Google's practical quickstart for building a managed Gemini agent that streams responses, keeps multi-turn state, uses the Antigravity sandbox, and can return files instead of reading only the higher-level overview.
gemini, managed agents, interactions api, tools, stateful workflows
Building managed agents
Guide · Google AI for Developers · Intermediate to advanced
You want to extend Gemini's managed-agent harness with your own instructions, skills, and data instead of using the default Antigravity setup unchanged.
gemini, managed agents, custom agents, skills, stateful workflows
Gemini background execution
Guide · Google AI for Developers · Intermediate to advanced
You need Google's current pattern for long-running Gemini tasks such as deep research, multi-step agents, and server-side asynchronous execution.
gemini, background execution, interactions api, async workflows, deep research
Perplexity Sonar models
Model docs · Perplexity · Intermediate
You need to compare Sonar, Sonar Pro, Sonar Reasoning Pro, and Sonar Deep Research for grounded search workflows.
perplexity, sonar, deep research, reasoning, model selection
Perplexity Sonar Deep Research
Model docs · Perplexity · Intermediate
You want the specific Sonar Deep Research tradeoffs, pricing, and workflow fit before using it for exhaustive cited research tasks.
perplexity, deep research, search grounding, model selection, research workflows
Gemini Deep Research Agent
Guide · Google AI for Developers · Intermediate to advanced
You want the latest official Google docs for long-running research agents, cited reports, background execution, and MCP-aware investigation workflows.
gemini, deep research, agents, search grounding, research workflows
LangChain Open Deep Research
GitHub repo · LangChain · Intermediate to advanced
You want a configurable open-source deep-research agent that works across search tools, MCP servers, and multiple model providers.
deep research, agents, mcp, search, multi-provider