Moonshot's Kimi K3.1 Pro scores 42/43 on PlotlyDataAnalyticsBench, up from 35 for Kimi K3, and finds every hidden pattern. Independent results on accuracy, cost, speed and open weights.

Put single sign-on in front of every Plotly Dash app with Dash Enterprise or Plotly Cloud. See which identity providers are supported, walk through setup step by step, and use your IdP's groups to control who sees what, without writing auth code.

Quack, VARIANT, NEAREST joins and faster S3 reads in DuckDB 2.0, tried out in six Dash demos on a billion rows of real data.

Speed and memory for DuckDB, Polars and pandas on 1.14 billion rows of weather data, plus what it means for Python Dash apps.

See why dashboards are not enough for decisions that need custom Python logic, persistent state, approvals, and controlled action.

Learn how agentic analytics runs multi-step investigations, where it helps, where it fails, and what to evaluate before trusting the result.

Plotly Cloud apps can now keep files across restarts and redeploys. Mount a filesystem, share it across apps, and pay only for what you store.

Six Dash apps that keep files across deploys on Dash Enterprise and Plotly Cloud, with the prompts to build them and DuckDB and Polars benchmarks on every app size.

Learn how LLM app development works in Python, from data access and model selection to Dash architecture, deployment, and production safeguards.

Compare interactive apps, Python and AI integration, deployment, governance, and workflows that turn insights into action.