AI Agents & Automation

How to check a Spark UDF rewrite for GPU execution

A practical sequence for testing one Spark UDF, choosing SQL, cuDF or CUDA, checking for CPU fallback, and measuring the result on a GPU-capable pipeline.

Deploy Talorys in your Cloudflare account and check a reminder

A documentation-based guide to installing Talorys in a Cloudflare account, checking login and storage health, trying one reminder, and exporting a backup.

Choose a GPT-6 model for a production API workflow

A task-based guide to GPT-6 Astra, GPT-6.1 Sol and Luna, with current API rates and a worksheet for evaluating quality, latency and cost before deployment.

Continues OpenAI DevDay 2026: launches, availability and what builders can use

Build a Claude workflow that reviews documents in parallel

Anthropic’s beta Managed Agents can turn a document review into a multi-phase workflow. This guide shows how to configure a run, inspect its events and output, and account for cost and limits.

A Mac agent can point to the step you must decide

Set up Big Arrow on the Screen to give a Mac agent a temporary visual cue for a step you must inspect and perform yourself. Includes exact commands, permissions and recovery.

Run Mellum2.1 locally and check its first response

JetBrains’ current GGUF repository documents a llama.cpp path for serving Mellum2.1 locally. Install the runtime, request a completion, and check it before trying an agent.

Clean up inactive VS Code agent worktrees without losing the session

A documentation-based guide to VS Code 1.141's manual worktree cleanup, including default selections, safeguards, restoration and separate preview automation.

How to set an MXC policy for agent-generated commands

Microsoft's MXC SDK lets developers declare a command and its file and network policy. This documentation-only guide shows the Node V1 authoring path, diagnostic modes and backend limits.

Claude for Google Workspace: edit open files with approval

Claude for Google Workspace is in public beta for paid plans. This documentation-based guide covers editing an open Google file, approval controls, setup and limits.

How to try DeepSeek Harness in a disposable workspace

A documentation-based first-use guide to DeepSeek Harness in a disposable workspace, covering model setup, provider charges, session data and preview safety limits.

Google pauses new open-source product vulnerability reports: where researchers can still report

Google paused new OSS VRP product vulnerability submissions on October 1. Supply chain reports and existing cases continue, while some findings may fit separate Cloud, AI or Patch Rewards rules.

SageMaker multi-turn RL: what a search team must verify before training

AWS reports gains on three of four held-out search benchmarks for its Qwen3.6-27B agent. This guide maps the SageMaker setup, costs and evaluation needed before a trial.

How AWS's lease review sample separates AI from compliance decisions

AWS's sample routes lease questions through Amazon Quick to fixed tools and a rules engine. The guide explains the receipt, evidence trail, setup limits and what adopters must validate.

Claude Code mods: create a context display and inspect its access

Claude Code mods can draw inside a session and change its behavior. This documentation-based guide explains how to request a context display and inspect its access.

Set up an Agents API browser task with OpenAI computer use

A documentation-based guide to creating an OpenAI Agents API browser session, handling website-origin requests, checking the result and deleting the session.

Continues OpenAI DevDay 2026: launches, availability and what builders can use

How to set up a shared Team Task in ChatGPT

OpenAI’s Team Tasks let eligible ChatGPT Business and Enterprise teams manage recurring work from a shared workspace. This guide explains setup, account permissions, run review, pause controls, and what remains plan-specific or undocumented.

Set up a Codex Cloud environment for a repository

Connect a GitHub repository, publish a reusable Codex Cloud environment and learn how isolated tasks continue across desktop, web and mobile. This documented guide explains access, network, credentials and cost; BIG CHANGE has not tested it.

A practical guide to Rive CLI and coding agents

A practical guide to using Rive CLI and RML with a coding agent to build, inspect and test interactive graphics, including account, signing and export limits.