Enterprise AI needs more than token metrics. It needs traceability. Know what your agents executed, which tools they called, what data they used, and how they reached a result. That's how AI becomes trustworthy. datalayer.ai/guide #AI #AIAgents #Jupyter

🥈 We just open-sourced our **AI for Earthquake Response** solution. 2nd place at the ESA Φ-lab challenge. 📖 Blog: datalayer.blog/2025/09/12/a... 💻 Code: github.com/datalayer-ch... Next: reproduce it on Datalayer. #AI #OpenSource

**The cheapest token is the one you never send.** Most AI agents keep sending the same context back to the LLM. CodeMode keeps execution inside a **Code Sandbox**, sending only what's needed for the next decision. Fewer tokens. Lower cost. Faster agents. datalayer.ai/guide #AI #AIAgents #LLM

Datalayer ☰ AI Agents for Data Analysis

Datalayer ☰ AI Agents for Data Analysis

datalayer.ai

🚀 Jupyter MCP Server v1.2.0 is out. ⚠️ Breaking change: **Runtime** → **Code Sandbox**. This better reflects support for multiple execution backends. It's **not** the MCP v2 migration—that comes later. Migration guide: jupyter-mcp-server.datalayer.tech/releases/#mi... #MCP #Jupyter #OpenSource

AI agents need AI runtimes. Without a runtime, agents repeatedly rebuild context and redo work. Persistent execution makes agents faster, cheaper, and ready for production. datalayer.ai/guide #AI #AIAgents #Jupyter

🎨 One theme doesn't fit everyone. Datalayer now has 5 themes: 🟢 Datalayer (classic) 🌌 Spatial (cosmic) 🌹 Lovely (warm) 💚 Matrix (terminal) 🌍 Earth (nature) Plus Light, Dark & Auto modes. 🎥 www.loom.com/share/4977d2... Which theme would you pick?

Datalayer ☰ AI Agents for Data Analysis - 29 July 2026

Use Loom to record quick videos of your screen and cam. Explain anything clearly and easily – and skip the meeting. An essential tool for hybrid workplaces.

loom.com

🤝 Jupyter MCP Server keeps reaching new users! A recent request is to publish the project on **conda-forge**. If you have conda-forge experience, we'd love your help: github.com/datalayer/ju... New contributors? Start here: github.com/datalayer/ju... #Jupyter #OpenSource #Python #MCP

🪐 Jupyter MCP Server v1.1.3 is out! More reliability, better compatibility, and a smoother experience for AI agents working with Jupyter Notebooks. Release notes: github.com/datalayer/ju... #Jupyter #MCP #AI

Release Release 1.1.3 · datalayer/jupyter-mcp-server

🚀 Release 1.1.3 🔗 Links PyPI Docker Hub What's Changed fix(execute): track a timed-out execute_code's background task so is_kernel_busy sees it by @AmirF194 in #318 refactor: rename sandbox kern...

github.com

A small but important milestone for @datalayer.ai team: Jupyter MCP Server + Code Sandboxes now moves toward a multi-sandbox provider model. Keep one MCP while giving teams freedom to choose the runtime backend that fits each workload. #Jupyter #AI #MCP #Freedom #LockOut

For large source coding features, I use Opus 4.8, then fall back to GPT-5.3-Codex to polish, all that from VS Code Copilot.

🧠 Context engineering > prompt engineering. We compare CodeMode vs no CodeMode with reproducible GitHub Actions workflows. Less context → fewer tokens → lower cost. 🎥 Demo: www.loom.com/share/1edbbe... Report deep dive next.

Datalayer ☰ AI Agents for Data Analysis - 17 July 2026

Use Loom to record quick videos of your screen and cam. Explain anything clearly and easily – and skip the meeting. An essential tool for hybrid workplaces.

loom.com

Should the mcp server open the #jupyterlab tab on "use notebook" mcp tool invocation? Join the discussion on the github issue github.com/datalayer/ju...

use_notebook opens notebook in JupyterLab UI - unexpected side effect · Issue #218 · datalayer/jupyter-mcp-server

Problem When calling use_notebook, the tool currently triggers docmanager_open to open the notebook in the JupyterLab UI. This feels like an unexpected side effect - use_notebook is conceptually a ...

github.com

📊 First agent in the Datalayer Agent Gallery! We prepared the classic Titanic dataset as an Excel workbook and let the agent analyze it: answering questions, generating chart by executing Python. datalayer.ai/gallery/agen... #AI #Agents www.loom.com/share/60c6c4...

curing cancer by adding a checksum nucleotide to the end of dna

This new release is possible thanks to the amazing opensource community of developers and users. Thank you so much for being part of the journey 🙏❤️ ⋆.˚✮𝕋𝕙𝕒𝕟𝕜 𝕪𝕠𝕦✮˚.⋆

Datalayer@datalayer.ai · 4w ago

🚀 Jupyter MCP Server v1.0.3 is out! 🔒 Hardened management API: • localhost-only management routes • Reject non-local browser origins • MCP_TOKEN for state-changing routes ⏱️ execute_code now supports up to 1h timeouts. github.com/datalayer/ju... #MCP #Jupyter #AIAgents

🔓 We built Datalayer around one principle. You should own your AI. 🤖 Models. 🔧 Tools. 🧩 Workflows. Not the other way around. #AI #OpenSource #EnterpriseAI www.loom.com/share/45d1e0...

Datalayer ☰ AI Agents for Data Analysis - 7 July 2026

Use Loom to record quick videos of your screen and cam. Explain anything clearly and easily – and skip the meeting. An essential tool for hybrid workplaces.

loom.com

now reading an article at the intersection of AI Agent harness, loop and meta agents huggingface.co/spaces/joeln...

Don't Train the Model, Evolve the Harness - a Hugging Face Space by joelniklaus

Evolving an agent's harness, not its model, on Harvey's LAB

huggingface.co

💡 AI vendor lock-in isn't just about models. It's your workflows. 🛢️Your Data 🧩 Your tools. 📚 Your business knowledge. Those should belong to you. #AI #EnterpriseAI #OpenSource

🤖 Managed Agents are becoming the next platform for enterprise AI. The question isn't whether you'll use them. It's whether you'll own them. #AI #AIAgents #EnterpriseAI

The #Jupyter Notebooks MCP Server by @datalayer.ai is a MCP server implementation designed to act as a bridge between Large Language Models, AI assistants and a user's live Jupyter environment.What does it enable? On IProgrammer: dub.sh/mNFIOeI

Datalayer@datalayer.ai · 3mo ago

Big news: @pydantic.dev is donating the FastA2A repo to Datalayer. We'll take over maintenance and evolution of this MIT-licensed A2A framework, building on recent streaming collaboration. Focus: A2UI, Jupyter sandboxes, and agent-to-agent infra. 🚀 datalayer.ai/blog/2026/05...

☁️ Clouder is now open source! Create, manage & share Kubernetes clusters across clouds with a simple CLI & Python package. Includes Helm, autoscaling, backups, and even alpha features like container checkpoint (CRIU). Supports AWS, Azure & OVHcloud. 👉 clouder.sh

This example highlights the power of Agent Runtimes: a single agent can support multiple output formats seamlessly. From plain text and Markdown to structured JSON and UI-ready payloads, responses can adapt dynamically. ➡️ Build once, deploy everywhere. #AI #Agents #DeveloperTools

Advancing the integration of Datalayer AI Agents into VS Code

🛡️ AgentToolApprovalsExample: human-in-the-loop, in 4 lines. id: demo-tool-approvals tools: - runtime-echo:0.0.1 # auto - runtime-sensitive-echo:0.0.1 # manual approval One agentspec, two tools — runtime-echo ships, runtime-sensitive-echo waits for your 👍. #AIAgents #Datalayer

Should your AI agent need approval before running a skill—even for something as simple as telling a joke? What do you think? Personally, I believe it should be configurable 🙂

Jupyter MCP Server 1.0.2 is out! 🎉 Now supports the default Jupyter stack—no more pinning older collaboration versions. Use the version you want. 👉 github.com/datalayer/ju...

Practical Power: Reproducibility, Automation, and Layering with Conda Part 3 of the 3-part series is live! 🚀 Beyond theory into engineering practice: provenance, lockfiles, rolling distribution, and real-world workflows. #conda #packaging #python #reproducibility conda.org/blog/conda-p...

Practical Power: Reproducibility, Automation, and Layering with Conda | conda.org

Part 3 of the 'Conda Is Not PyPI' series: how conda enables reproducibility, automation, layered workflows, and rolling distribution.

conda.org

Let's connect on the GitHub if you are a AI engineer or developer, or on datalayer.ai if you are a user looking for managed #AIAgents ready to be used.

Datalayer ☰ AI Agents for Data Analysis

Datalayer ☰ AI Agents for Data Analysis

datalayer.ai

Datalayer@datalayer.ai · 4mo ago

#Agent Runtimes, by example. Explore UX, guardrails, tooling, collaboration & more—each as deep, pluggable building blocks. Try it, contribute, ⭐ your favorite: github.com/datalayer/agent-runtimes

Thank you to all the amazing contributors and users for making this opensource project a success 🙏

Datalayer@datalayer.ai · 4mo ago

Jupyter MCP Server 1.0.0 Reaches 1,000 GitHub ⭐ Right after the official 1.0.0 release, the Jupyter MCP Server repository crossed the 1K stars milestone. A huge thank you to the community building the future of notebook-native AI workflows. github.com/datalayer/ju...