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AI Model Benchmarks

Compare current models using source-verified access, context, pricing, and evaluation evidence.

68 models13 providersVerified 2026-08-14
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Lambda Preview Runtimes: What AWS's Shift Means

Lambda Preview Runtimes: What AWS's Shift Means

Lambda preview runtimes let you run Node.js 26 and Python 3.15 on AWS Lambda before general availability, so teams can test compatibility and cold starts early.

Cloud Native
Agent Reproducibility: Lessons From the ICML Challenge

Agent Reproducibility: Lessons From the ICML Challenge

Agent reproducibility means proving that another reviewer can rerun an agent's result from recorded inputs, environment, commands, tool calls, and artifacts.

AI Agent Delivery
Grok 4.6 and Persistent VM Agents

Grok 4.6 and Persistent VM Agents

Direct Answer: Grok 4.6 merits a controlled enterprise trial, not an automatic migration. Adopt it only if production-shaped tests validate outcomes and total cost, and if persistent VM use has isolation, least privilege, approval gates, audit logs, budgets, cleanup, and a kill.

AI Agent Delivery
Muse Glimmer: The Reported Local Agent Model, Reviewed

Muse Glimmer: The Reported Local Agent Model, Reviewed

Verdict — Is Muse Glimmer ready for production? No—not on reported specifications alone. Muse Glimmer is ready for workload-specific evaluation, but production deployment requires evidence that it meets the workload's quality, latency, safety, operating, observability, and.

AI Agent Delivery
Agentic Incident Response for GPU Clusters

Agentic Incident Response for GPU Clusters

Agentic incident response for GPU clusters combines continuous fault detection with evidence-backed diagnosis, so MLOps and infrastructure engineers can shorten the path from a failed node to safe recovery—cutting costly training stalls and slow, round-the-clock log analysis.

AI Agent Delivery
Computer-Use Agents: An Engineer's Production Guide

Computer-Use Agents: An Engineer's Production Guide

Computer-use agents can now observe real screens and act across desktop software, but production value depends on controls, not a convincing demo.

AI Agent Delivery

Latest articles

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A short list of recent Van Data Team articles. Open the archive when you want to browse older topics.

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Need more than ideas?

Turn the reading list into a scoped delivery conversation.

If one of these articles maps directly to your current workflow pressure, the next useful step is usually a review of the system, constraints, and next build decision.