Infrastructure for Agentic Code

Illustration of an offshore oil platform in ocean waves, representing infrastructure for agentic code

Outerbounds provides a structured foundation that AI agents need to produce high-quality code quickly. To illustrate the point, the article shows an example of a complete, production-grade system built by Claude on Outerbounds.

AI Governance: Best Practices, Frameworks, and Implementation

AI Governance: Best Practices, Frameworks, and Implementation

In March 2024, while running routine benchmarks, Microsoft developer Andres Freund noticed SSH logins were running a half-second slower than they should. He described it as a “weird symptom” and started poking around. What he found instead was a malicious backdoor that could have compromised nearly every server on the internet. The attack was more […]

How to Govern Open Source AI at Scale

Govern open source AI models without slowing innovation Enterprise adoption of open source AI models is growing, with 43% of organizations planning to invest $1 million+ in AI initiatives. Yet 62% face challenges moving models into production due to governance issues like security, compliance, and licensing risks. This showcase explores how to leverage open source […]

Environment Maturity Assessment: Evaluate Your AI and Data Science Infrastructure

Use this assessment to evaluate the maturity of your organization’s environment management practices for AI and data science workflows. Instructions Complete the 8-question assessment below and calculate your total score. You’ll immediately see which maturity level your organization has reached, from Survival Mode to Optimizing. After calculating your score, enter your information to download a […]

Developer Hub

Developer Resources Developer Hub Build AI that Scales The Foundation for AI and Data Science GET STARTED Set Up Your Environment Get started with conda through our interactive tutorial on environments and package management. Start Now ANACONDA-TOOLS Anaconda Tools Explore Anaconda’s tools: desktop apps, cloud notebooks, package management, and AI development. See Tools What’s New […]

Data Modeling: Best Practices for Scalable Python Workflows

A customer churn model crashes in production when it encounters unexpected null values in a revenue field that never appeared in training data. The model performed beautifully in notebooks, but when deployed, the pipeline can’t handle the bad data. Features that worked locally fail in production, and team members can’t reproduce results. After days of […]

Anaconda and SLB Transform Flow Simulation with Python Automation

≈ 25 Near-complete elimination of support tickets The Challenge Production engineers faced pressure to optimize workflows and reduce manual processes. They spent hours on repetitive data entry, manual model setup, and analysis using external tools. The Outcome SLB developed a Python SDK with Anaconda’s embedded distribution, enabling automated model building, batch simulations, and direct integration […]

Vantage West Secures Python Development with Anaconda

VantageWest

Additional security staff required 10 The Challenge Vantage West needed to accelerate innovation with Python while maintaining enterprise-grade security for NCUA examinations and protecting member data in a highly regulated environment. The Outcome Deployed Anaconda Platform with cloud-based package scanning, vulnerability management, and governance capabilities integrated with existing SSO and DevSecOps pipeline. At a Glance […]

Why 2026 Is the Year AI Has to Grow Up

I don’t have the inside scoop. If I did, I would’ve put money on the Hoosiers’ historic 16-0 season, and I definitely would’ve picked the winning numbers for Powerball’s Christmas Eve jackpot. I’d also be able to tell you what’s next for AI this year. Truth be told, no one knows for sure. All I […]

Best Machine Learning Software: 8 Open-Source Tools for 2026

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Machine learning is quickly becoming a cornerstone of innovation for businesses across industries. Yet for many teams, choosing the right machine learning software can feel overwhelming. Open-source tools offer an accessible starting point, empowering users to build models, analyze data, and unlock insights without the high costs of proprietary solutions. Python stands out for its […]