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• When to use Claude or GPT-class reasoning models for complex coding, analysis, and long-horizon agent work
• How Gemini, Llama, Mistral, Cohere, DeepSeek, Qwen, Grok, and Perplexity differ by modality, openness, retrieval, coding, and price
• Context windows, output limits, latency, pricing, tool support, and eval-based routing
• How to migrate safely when frontier model versions change

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• OpenAI Cookbook
• Prompt Engineering Guide
• Perplexity Deep Research and Search API docs
• Perplexity Deep Research Workflows

The Anatomy of Harness Engineering

Coding agent evaluation guide · Google Developers Blog · Intermediate to advanced

You want Google's September 9, 2026 guide to evaluating coding agents with small behavioral checks, outcome-based assertions, and batch runs that catch regressions without treating a single benchmark score as the whole story.

coding agents, evals, behavioral evaluations, regression testing, harness engineering

Gemini 3.8 Flash launch

Model launch and selection guide · Google AI · Intermediate

You want Google's September 2, 2026 launch details for Gemini 3.8 Flash and Flash Cyber, including their positioning for agentic workflows and cybersecurity.

google, gemini, frontier models, agentic workflows, cybersecurity

Gemini 3.8 Flash

Model docs · Google AI for Developers · Intermediate

You need Google's official September 2, 2026 GA reference for its newest Flash model, including the stable model ID, 1M-token input window, thinking levels, multimodal inputs, tools, and production inference options.

gemini, gemini 3.8 flash, coding, autonomous agents, long context

Lyria 3.5 music generation

Model docs · Google AI for Developers · Beginner to intermediate

You want Google's September 3, 2026 preview documentation and examples for generating short clips or full songs from text and image inputs with the Lyria 3.5 Clip and Pro models.

google, lyria 3.5, music generation, audio generation, multimodal

Agent and Model Evaluations in Gemini Enterprise Agent Platform

Evaluation guide · Google AI for Developers · Intermediate to advanced

You want Google's practical July 31, 2026 guide to running the same agent and model evaluations during development and on production traffic, with metrics for quality, safety, grounding, tool use, and trajectories.

google, gemini, agents, evals, model selection

Gemini API overview

Guide · Google AI for Developers · Beginner to intermediate

You want Google's current top-level map of Gemini models, agents, tools, and the recommended Interactions API entrypoint before going deeper.

gemini, google, interactions api, models, agents

Gemini API models

Model docs · Google AI for Developers · Beginner to advanced

You need to compare current Gemini stable, preview, latest, and experimental model IDs, context windows, and modality support.

gemini, google, multimodal, long context, model selection

Gemini 3.7 Flash

Model docs · Google AI for Developers · Intermediate

You want the official page for Google's August 13, 2026 Gemini 3.7 Flash GA release before relying on older Flash guidance for coding or agent workflows.

gemini, gemini 3.7 flash, coding, agentic workflows, model selection

Gemini 3 Developer Guide

Guide · Google AI for Developers · Intermediate

You want Google's current Gemini 3 feature guide covering built-in tools, function calling, batch support, context caching, and model-fit questions in one place.

gemini, gemini 3, tools, batch api, context caching

Gemini coding agent setup

Guide · Google AI for Developers · Intermediate

You want Google's official setup path for Gemini-driven coding-agent workflows, Gemini Docs MCP, and skills rather than generic prompt advice.

gemini, coding agents, developer tools, mcp, workflow setup

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 agent environment

Guide · Google AI for Developers · Intermediate to advanced

You need Google's exact sandbox, source-mount, and network-control model before trusting a managed Gemini agent with code, files, or long-running work.

gemini, managed agents, sandbox, skills, hooks

Gemini AI Studio agents

Playground guide · Google AI for Developers · Intermediate

You want the visual Gemini playground for prototyping managed-agent instructions, tools, and environments before committing to API code.

gemini, ai studio, managed agents, playground, sandbox

Gemini Webhooks

Guide · Google AI for Developers · Intermediate

You want Gemini to notify your app when long-running jobs finish instead of polling Batch, Interactions, or video operations in a loop.

gemini, webhooks, interactions api, background execution, async workflows

Migrate to the Gemini Interactions API

Migration guide · Google AI for Developers · Intermediate

You are upgrading an older Gemini integration and need Google's current migration path toward the Interactions API for stateful agent workflows.

gemini, interactions api, migration, agents, stateful workflows

Gemini API changelog

Release notes · Google AI for Developers · Intermediate

You need the official Gemini launch and shutdown timeline before relying on preview model IDs or older Flash variants.

gemini, google, release notes, model deprecations, model selection

Gemini deprecations

Migration guide · Google AI for Developers · Intermediate

You need Google's official shutdown schedule and recommended replacements before pinning Gemini preview or Flash variants in a long-lived workflow.

gemini, deprecations, migrations, model selection, release notes

Gemini Batch API

Guide · Google AI for Developers · Intermediate

You want the official Gemini route for high-volume asynchronous generation, evaluation, extraction, or backfill workloads.

gemini, batch api, async workflows, cost optimization, offline processing

Gemini context caching

Guide · Google AI for Developers · Intermediate

You need Google's current guidance for caching repeated context to reduce cost and speed up long-context Gemini workflows.

gemini, context caching, prompt caching, latency, cost

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

Gemini Live API overview

Guide · Google AI for Developers · Intermediate

You want the official Google path for low-latency voice and vision agents before designing a realtime Gemini workflow.

gemini, live api, voice agents, realtime, multimodal

Gemini prompt design strategies

Guide · Google AI for Developers · Intermediate

You want current Gemini-specific prompting advice for system instructions, reasoning tasks, multimodal inputs, and tool-connected workflows.

gemini, prompting, reasoning, multimodal, tool use

Gemini function calling

Guide · Google AI for Developers · Intermediate

You need Gemini's current tool-calling patterns before building agents, structured automation, or app-side orchestration.

gemini, function calling, tools, agents, developer tools

Gemini Hooks

Guide · Google AI for Developers · Intermediate to advanced

You want Google's official guide for running scripts or HTTP checks before or after an agent executes code or modifies files.

gemini, hooks, coding agents, guardrails, automation

Gemini Developer API pricing

Guide · Google AI for Developers · Intermediate

You want Google's current pricing and positioning for Gemini models before choosing between faster, cheaper, or more capable variants.

gemini, pricing, 3.1 flash, model selection, cost

Together AI model catalog

Model catalog · Together AI · Beginner to advanced

You need to browse hosted open and proprietary models by provider and capability.

together ai, open models, llama, qwen, deepseek

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

Gemini Computer Use

Guide · Google AI for Developers · Intermediate to advanced

You want the official Gemini path for browser, mobile, and desktop control agents before building UI-driving workflows.

gemini, computer use, browser automation, desktop automation, agents

Gemini Interactions API

Guide · Google AI for Developers · Intermediate to advanced

You need Google's current recommended API surface for agentic workflows, server-side state, and complex multimodal conversations.

gemini, interactions api, agents, tool use, stateful workflows

Gemini File Search

Guide · Google AI for Developers · Intermediate

You want Google's newest first-party retrieval path for grounded Gemini answers with managed chunking, indexing, and multimodal embeddings.

gemini, file search, rag, interactions api, grounded answers

Gemini URL Context

Guide · Google AI for Developers · Intermediate

You want Gemini to read and reason over live web pages directly, which is useful for cited research, page summarization, and web-grounded automation.

gemini, url context, web pages, grounded answers, research workflows

Gemini Google Search grounding

Guide · Google AI for Developers · Intermediate

You need the official Google path for grounding Gemini with Google Search instead of relying on stale prompts or manual search glue.

gemini, google search, grounding, research workflows, agents

Gemini coding agents with MCP and Skills

Guide · Google AI for Developers · Intermediate

You want the newest official Gemini guide for wiring docs MCP, installable skills, and coding-agent best practices into software workflows.

gemini, coding agents, mcp, skills, developer tools

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Google Machine Learning Crash Course

Free course · Google for Developers · Beginner

You need practical ML vocabulary before deeper AI engineering.

ml foundations, classification, neural networks