# AI Use Case 雷达 — 2026-03-16

> 今日扫描: HN(4) + Reddit(7) + GitHub(1) → 过滤后: 12 条有价值 → 新场景: 2 个

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## 🆕 新场景（2）

### 代码生成与审查 · Test item
**来源**: HackerNews · `user` · [原链接](https://example.com/item)

Test summary.

**工具**: Claude, Python

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### 代码生成与审查 · Show HN: Open-source playground to red-team AI agents with exploits published
**来源**: HackerNews · `zachdotai` · [原链接](https://github.com/fabraix/playground)

这是一个用于测试和红队AI代理安全性的开源平台,通过发布实时agent challenges和完整的漏洞利用记录来帮助识别AI系统中的安全缺陷。该项目提供了一个通用AI代理框架和防护机制,用于发现和记录agent在工具调用、指令遵循等方面的漏洞,推进AI系统的安全部署。

**工具**: AI agent runtime, security guardrails, tool calling framework, conversation logging

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## ♻️ 已知场景的新案例（10）

### 代码生成与审查（4 条）
- [sickn33/antigravity-awesome-skills](https://github.com/sickn33/antigravity-awesome-skills) — `sickn33` — *工具: Claude Code, Antigravity, Cursor, MCP, Codex CLI, Gemini CLI*
- [Your AI coding assistant is mass-producing code that already exists as polished tools : r/vibecoding](https://www.reddit.com/r/vibecoding/comments/1rbxflu/your_ai_coding_assistant_is_massproducing_code/) — `unknown` — *工具: AI coding assistants, MCP servers, Auth providers, Payment tools, Email marketing services*
- [Show HN: What if your synthesizer was powered by APL (or a dumb K clone)?](https://octetta.github.io/k-synth/) — `octetta` — *工具: APL, K语言, WASM, Web Audio API, AI代码生成*
- [The 100 hour gap between a vibecoded prototype and a working product](https://kanfa.macbudkowski.com/vibecoding-cryptosaurus) — `kiwieater` — *工具: vibecoding, prototype development, product development*

### 商业流程自动化（2 条）
- [https://www.reddit.com/r/ClaudeAI/comments/1rrh2ef/i_used_claude_code_to_write_a_tool_to_automate_my.json](https://www.reddit.com/r/ClaudeAI/comments/1rrh2ef/i_used_claude_code_to_write_a_tool_to_automate_my.json) — `t2_2nzuh` — *工具: Claude Code, TextForge, Pipedrive, Google Cloud API, MCP server, HTTP API*
- [https://www.reddit.com/r/OpenClawUseCases/comments/1rr58wa/i_turned_openclaw_into_a_full_sales_assistant_for.json](https://www.reddit.com/r/OpenClawUseCases/comments/1rr58wa/i_turned_openclaw_into_a_full_sales_assistant_for.json) — `t2_fr6xu` — *工具: OpenClaw, Google Maps, LinkedIn, Email monitoring system, Web scraping/research tools*

### 个人知识管理（1 条）
- [https://www.reddit.com/r/vibecoding/comments/1r92tye/i_indexed_89037_ai_coding_messages_heres_what_i.json](https://www.reddit.com/r/vibecoding/comments/1r92tye/i_indexed_89037_ai_coding_messages_heres_what_i.json) — `t2_1vq9fi0yxs` — *工具: Claude Code, OpenCode, Cursor, Gemini CLI, Go, SQLite, FTS5*

### 工作流自动化（3 条）
- [3 weeks with OpenClaw as daily driver - what worked, what broke : r/LocalLLaMA](https://www.reddit.com/r/LocalLLaMA/comments/1r3ro5h/3_weeks_with_openclaw_as_daily_driver_what_worked/) — `unknown` — *工具: OpenClaw, Claude API, AWS VPS, WhatsApp, Telegram, Cron jobs*
- [https://www.reddit.com/r/openclaw/comments/1ru6g7v/i_built_a_plugandplay_skill_library_for_openclaw.json](https://www.reddit.com/r/openclaw/comments/1ru6g7v/i_built_a_plugandplay_skill_library_for_openclaw.json) — `t2_9kiq0vum` — *工具: OpenClaw, prompt-injection-guard, dangerous-action-guard, workspace-integrity-guardian, spend-circuit-breaker, cron-hygiene, loop-circuit-breaker, GitHub, git*
- [11 OpenClaw Hacks That Completely Changed How I Use My Agent (Going from 1% to 100% of its value) : r/OpenClawUseCases](https://www.reddit.com/r/OpenClawUseCases/comments/1rbmrup/11_openclaw_hacks_that_completely_changed_how_i/) — `unknown` — *工具: OpenClaw, Opus, Codex, Minimax 2.5, Qwen 3.5, Telegram, Discord, NextJS, Claude Code*

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## 🚫 过滤日志
今日过滤 0 条低价值内容。