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還在手動複製貼上 CSV 到 LaTeX 嗎？🤯 Google #Antigravity 帶來了「代理優先」的資料科學工作流。 不再當 Code Monkey，轉職成為指揮 AI 代理的「實驗架構師」。 讓數據直接生成論文圖表，這才是 2025 年該有的研究方式。🚀 #DataScience #AI #Research #Python #Latex
資料科學的未來不是寫更快的 Code，而是建立更聰明的 Agents。🤖 在這份 #Antigravity 實戰指南中，我們探討了如何利用 #Gemini3 打造全自動化的實驗室： ✅ 自動化實驗迴圈 ✅ 語意化 Git 提交 ✅ Data-to-Paper 直通管線 釋放你的大腦，專注於科學發現。🧠✨ #MachineLearning #AgenticWorkflow #GoogleIO
From Coder to Architect
The “Agent-First” Data Science Workflow. Stop writing boilerplate. Start designing intent.
The Paradigm Shift
Traditional data science is bogged down by manual toil. Antigravity elevates you to an orchestrator role. The goal is not just code, but reproducible logic.
Deep Think
Complex algorithms. Agent plans first.
“Compare Transformer vs LSTM.”
Fast Act
Execution. Agent acts now.
“Clean data & generate script.”
Time Allocation Shift
Efficiency Metrics
Traditional vs. Agent-First
Project Architecture
The constitution. Hard constraints:
- Data Integrity: NEVER modify data/raw
- Paths: ALWAYS use relative paths
- Viz: Save as .png AND .pdf (vector)
- Docs: Google-style docstrings
Smart Experiment Workflow
Config
YAML Params
Agent Run
Auto Execution
Heal
OOM Guard
Log
JSON Metrics
Data-to-Document Pipeline
Automated LaTeX & Vector Graphics Generation
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