CASE EVIDENCE / A RECORD
OmuNaman (open-source developer) 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 2026-06-26T22:55:00Z。
原始记录：Reddit Community Intelligence Scanner: Multimodal Sentiment Analysis with Gemini 3.1 Pro Preview
Chinese Brief
OmuNaman (open-source developer) 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 2026-06-26T22:55:00Z。 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。 Model Atlas 不把 benchmark、教程、发布说明或集合页包装成真实案例。
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：Open-source terminal tool that watches a specified subreddit every 30 minutes, scrapes recent posts (titles, bodies, full comment threads with nested replies), downloads attached meme images, and sends everything as a b…
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：Produces intent-driven intelligence briefs in Markdown and JSON format, containing sentiment analysis, recurring themes, identified brands/people/institutions, community perception narratives, and evidence citations (Po…
Gemini 3.1 Pro Preview 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 3.1 Pro Preview is the sole analysis engine. Its 1M-token context window enables batch-packing hundreds of Reddit posts with full comment threads into single analysis passes. Native multimodal capability processe…
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：Indie developer project, not enterprise production deployment. No stars visible in search results yet. However, the code is well-structured, functional, and the .env.example explicitly configures gemini-3.1-pro-preview …