Gemini 3 Pro Preview (high)

letmutex (GitHub) 公开的代码代理与软件工程案例，来源为 公开代码库，复核于 2026-06-26T21:00:00Z。 Model Atlas 将它标记为 A 类证据，因为它同时具备具体使用者、具体任务、公开原始证据和可访问产物。

任务：这是一个围绕软件工程任务执行的真实任务，公开材料可以回溯到具体使用者和具体产物。 原始资料写作：A developer used Gemini 3 Pro to code a Python implementation of the Line Girl visual effect (a variant of the Joy Division album cover effect), creating an animated visualization from image data.

公开产物：公开材料提供公开代码、README 或项目配置，可用于核验任务结果、项目形态和模型绑定关系。 原始资料写作：Gemini 3 Pro generated a working Python implementation of the Line Girl effect as a complete, runnable project with video output. The developer's README explicitly states 'Coded by Gemini 3 Pro and tweaked by me,' with …

模型作用：Gemini 3 Pro Preview (high) 在该案例中承担软件工程任务执行相关的生成、分析、编排或实现角色。 原始资料写作：Gemini 3 Pro generated the entire initial codebase for the visual effect — including the mathematical transformations, rendering pipeline, and animation logic — which the developer then tweaked for final polish. The pro…

A 类理由：有具体使用者、具体任务、公开原始证据和可访问产物，可公开核验。

风险边界：当前判断基于公开材料；若产物下线、仓库变更或模型参与比例仅来自作者自述，需要在引用前重新复核。 原始资料写作：Source is a GitHub repo with explicit attribution in README. The HN discussion (item 46288176) confirms the project was generated by Gemini 3 Pro. Model name is 'Gemini 3 Pro' (marketing name, maps to gemini-3-pro-previ…

原始记录：Developer codes Line Girl visual effect in Python using Gemini 3 Pro

Joel Zhang (blog.jcz.dev / Gemini Plays Pokemon project) 公开的游戏与交互原型案例，来源为 公开代码库，复核于 2026-06-26T21:00:00Z。 Model Atlas 将它标记为 A 类证据，因为它同时具备具体使用者、具体任务、公开原始证据和可访问产物。

任务：这是一个围绕可玩交互原型构建的真实任务，公开材料可以回溯到具体使用者和具体产物。 原始资料写作：Joel Zhang ran Gemini 3 Pro inside the Gemini Plays Pokemon harness — an autonomous agent framework with tools for mental mapping, inventory management, and game interaction — to play Pokemon Crystal from start to finis…

公开产物：公开材料提供公开代码、README 或项目配置，可用于核验任务结果、项目形态和模型绑定关系。 原始资料写作：Gemini 3 Pro became the Johto Champion without losing a single battle, using approximately half as many turns as Gemini 2.5 Pro. The author described it as 'a different species of agent' that could ground its knowledge …

模型作用：Gemini 3 Pro Preview (high) 在该案例中承担可玩交互原型构建相关的生成、分析、编排或实现角色。 原始资料写作：Gemini 3 Pro demonstrated superior visual grounding and strategic reasoning by using ~50% fewer turns than Gemini 2.5 Pro, successfully interpreting game screen pixels to make informed decisions, avoid soft-locks, and c…

A 类理由：有具体使用者、具体任务、公开原始证据和可访问产物，可公开核验。

风险边界：当前判断基于公开材料；若产物下线、仓库变更或模型参与比例仅来自作者自述，需要在引用前重新复核。 原始资料写作：Source is a detailed personal blog post with direct API usage evidence. The harness (Gemini Plays Pokemon) is open-source. Model used was the Gemini 3 Pro preview variant.

原始记录：Gemini 3 Pro completes Pokemon Crystal without losing a single battle

Amp (Sourcegraph / ampcode.com) 公开的代码代理与软件工程案例，来源为 web，复核于 2026-06-26T21:00:00Z。 Model Atlas 将它标记为 A 类证据，因为它同时具备具体使用者、具体任务、公开原始证据和可访问产物。

任务：这是一个围绕软件工程任务执行的真实任务，公开材料可以回溯到具体使用者和具体产物。 原始资料写作：Amp switched its primary smart-agent-mode model from Claude to Gemini 3 Pro, using it as the default for all code-editing, refactoring, and agentic coding tasks in their open-source AI coding assistant.

公开产物：公开材料提供原始证据链接和可访问产物，可用于核验任务结果、项目形态和模型绑定关系。 原始资料写作：Gemini 3 Pro became the main model powering Amp's smart agent mode. The team reported 'ecstatic messages' in their Slack, with users calling it 'crazy, this is incredible' and noting its superior balance of intelligence…

模型作用：Gemini 3 Pro Preview (high) 在该案例中承担软件工程任务执行相关的生成、分析、编排或实现角色。 原始资料写作：Gemini 3 Pro provided the best balance of intelligence, speed, and tool-use capability among all models evaluated (including GPT-5, Gemini 2.5, Grok). It replaced Claude as the default, marking the first model change si…

A 类理由：有具体使用者、具体任务、公开原始证据和可访问产物，可公开核验。

风险边界：当前判断基于公开材料；若产物下线、仓库变更或模型参与比例仅来自作者自述，需要在引用前重新复核。 原始资料写作：Source is official product blog from ampcode.com. Model name is 'Gemini 3 Pro' (marketing name); the API variant gemini-3-pro-preview-high corresponds to the high thinking-budget tier.

原始记录：Amp adopts Gemini 3 Pro as default smart agent model, replacing Claude

Simon Willison 公开的代码审查与测试案例，来源为 web，复核于 2026-06-26T21:00:00Z。 Model Atlas 将它标记为 A 类证据，因为它同时具备具体使用者、具体任务、公开原始证据和可访问产物。

任务：这是一个围绕代码审查和测试生成的真实任务，公开材料可以回溯到具体使用者和具体产物。 原始资料写作：Simon Willison used Gemini 3 Pro's multimodal audio capabilities via the LLM CLI tool to transcribe a 3-hour 33-minute Half Moon Bay City Council meeting audio file (74MB m4a), requesting a Markdown transcript with spea…

公开产物：公开材料提供原始证据链接和可访问产物，可用于核验任务结果、项目形态和模型绑定关系。 原始资料写作：Gemini 3 Pro successfully transcribed the full 3h33m meeting into structured Markdown with speaker identification and timestamps. Willison also ran a 'pelican benchmark' testing Gemini 3 Pro's vision capabilities across…

模型作用：Gemini 3 Pro Preview (high) 在该案例中承担代码审查和测试生成相关的生成、分析、编排或实现角色。 原始资料写作：Gemini 3 Pro's native multimodal audio processing handled a 74MB audio file end-to-end, producing a structured transcript in a single API call — demonstrating production-quality long-form audio transcription capability …

A 类理由：有具体使用者、具体任务、公开原始证据和可访问产物，可公开核验。

风险边界：当前判断基于公开材料；若产物下线、仓库变更或模型参与比例仅来自作者自述，需要在引用前重新复核。 原始资料写作：Source is Simon Willison's well-known technical blog. The exact API model used was 'gemini-3-pro-preview' (confirmed in the blog post command). The '(high)' tier corresponds to the high thinking budget setting.

原始记录：Simon Willison transcribes 3.5-hour city council meeting with Gemini 3 Pro audio

Gordon Pimblott (bitwrangler.uk) 公开的代码代理与软件工程案例，来源为 web，复核于 2026-06-26T21:00:00Z。 Model Atlas 将它标记为 A 类证据，因为它同时具备具体使用者、具体任务、公开原始证据和可访问产物。

任务：这是一个围绕软件工程任务执行的真实任务，公开材料可以回溯到具体使用者和具体产物。 原始资料写作：Gordon Pimblott dusted off a shelved C++ ZX Spectrum emulator project (abandoned 2 years prior due to the grind of implementing hundreds of Z80 opcodes) and used Gemini 3 Pro via Google Antigravity IDE to complete the i…

公开产物：公开材料提供原始证据链接和可访问产物，可用于核验任务结果、项目形态和模型绑定关系。 原始资料写作：The emulator was booting the BASIC ROM in a single evening, whereas the original project had been abandoned after weeks of manual work. Gemini 3 Pro handled boilerplate opcode implementations and logic code effectively,…

模型作用：Gemini 3 Pro Preview (high) 在该案例中承担软件工程任务执行相关的生成、分析、编排或实现角色。 原始资料写作：Gemini 3 Pro acted as a 'powerful accelerator' for boilerplate and logic implementation, completing in one evening what would have taken weeks of manual Z80 opcode coding. Its agentic workflow in Antigravity (creating .…

A 类理由：有具体使用者、具体任务、公开原始证据和可访问产物，可公开核验。

风险边界：当前判断基于公开材料；若产物下线、仓库变更或模型参与比例仅来自作者自述，需要在引用前重新复核。 原始资料写作：Source is a personal blog post with detailed account. The developer used Gemini 3 Pro through Google Antigravity IDE (not direct API), but explicitly named the model. The post includes honest assessment of both successe…

原始记录：Developer finishes C++ ZX Spectrum emulator in one evening using Gemini 3 Pro