AI Tool Guides, Comparisons & Latest News

Claude Code's /goal lets you write down what counts as done. A separate small model checks the condition after each turn, and Claude keeps working until it is met. The article covers setup, checking, and clearing /goal from the official documentation, how the checker works and when it stops, how to write conditions, and how /goal differs from /loop and Codex's /goal. It also reports two runs aligning sentence-ending punctuation across this site's articles, including a 321-item run that finished in one turn, and notes that the checker cannot confirm finished quality that does not show up in the numbers.

Anthropic released Claude Dashboards, which builds dashboards when you ask questions about your company's data, and Claude Motion, which turns reports and charts into short explainer animations, in beta on October 8, 2026. Based on Anthropic's announcement and help documentation (checked October 22, 2026), this article covers the data sources you can connect (BigQuery, Snowflake, Salesforce, and more), the queries behind each chart, and three points to verify with queries. It also explains how Motion works (code-driven, not a video generation model, exported as MP4), plans and admin settings, how to choose between Docs, Slides, and Design, and when these tools fit or don't.

Claude Duet is Anthropic's app in which Claude works as a proactive agent, sending a morning briefing and periodic check-ins and carrying out tasks in the cloud. Based on Anthropic's announcement and help documentation (checked October 22, 2026), this article covers the Make and Tasks tabs and over 6,000 connectors; who can use it and pricing (invitation-only Pro and Max in the US, no extra charge, limits shared with Claude, and a limit reset through November 30); the approval safeguards before sending, paying, signing, or deleting; current limitations; availability outside the US; and how it differs from ChatGPT's dot.

This guide explains how to handle the Codex desktop app error "Organization settings could not be loaded" when it blocks you from continuing. The wording suggests a network or proxy problem, but GitHub bug reports show other causes too. It covers a case fixed by a single retry, four patterns reported by users, where to find the app logs, and what to avoid, such as signing out right away or deleting folders. It also explains what to report if the problem persists and how it differs from the similar "Couldn't load workspace settings" error.

Google is replacing Gemini's Gems with skills. Gems end in November 2026 for personal Google accounts, March 2027 for work accounts, and June 2027 for school accounts, and remaining Gems are automatically rebuilt as skills, but Google Labs Gems, Opal, and GitHub files do not move. Based on Google's help pages and announcements (verified October 21, 2026), this article explains the differences between Gems and skills, three steps to move them yourself in advance, and how to create skills and use them with "/" (free to use, with up to 100 active at once). It also covers how to write names and descriptions that Gemini can use, what skills still cannot do, such as working with Canvas and Deep Research, and what to do before November.

Google's AI Gemini is free to use. Costs come from two separate paid options: app subscriptions (Google AI Plus, Pro, and Ultra), which raise usage limits and unlock higher-tier models, and the API, which is billed by usage. Based on Google's official pages (checked October 20, 2026), this guide covers plan prices and limits (reset every 5 hours, weekly caps), what is free and what isn't, Windows and Mac apps, API pricing and free tier (free-tier content is used to improve products), Antigravity for coding and the end of Gemini CLI for individuals, benchmarks separating Google's claims from third-party figures (Artificial Analysis), strengths and weaknesses, and which option to choose.

We placed the app and its main data on drive D and kept active runtimes on drive C. Here is what we backed up, moved, and verified.

The page was visible, but Codex could not control it. We distinguish a missing connection from a stale error page and explain what actually recovered.

ChatGPT moved successfully, but destination preparation caused I/O failures in Docker and Unity on the same drive. Here is what the logs showed.

DeepSeek V4.1 Flash 1017 (DeepSeek-V4.1-Flash-1017) is the revised V4.1 Flash that DeepSeek released on October 17, 2026, while keeping the same API name, deepseek-flash. This article checks DeepSeek's announcements, model card, and pricing page against third-party evaluations and national responses (confirmed October 19, 2026), and explains what changed, its specifications, benchmark results, pricing, safety status, and data storage. It also offers guidance on choosing between the API, Claude Code, and running the model locally.

Claude Code works with DeepSeek, GLM (Z.ai), and Kimi (Moonshot AI) models once you set ANTHROPIC_BASE_URL, each provider's API key, and the model name environment variables. The benefit is that you can swap only the model that answers while keeping the screen, tools, and settings, which helps when you want to cut costs or hit Claude's usage limits, though Anthropic does not support this use. The article draws on official documentation from each provider and Anthropic (checked October 19, 2026) to cover pros and cons, settings.json examples, per-million-token prices for nine models, estimated per-session costs, four factors that change billing, DeepSeek's search charges starting November 1, 2026 ($0.75 per 1,000 successful calls), comparisons with fixed-price plans such as GLM Coding Plan, and code privacy concerns such as DeepSeek's data storage in China.

Claude Haiku 5.5 (claude-haiku-5-5) is the lightweight model Anthropic released on October 7, 2026. For prompts up to 100,000 tokens it costs $0.10 input and $0.50 output per million tokens, one-tenth of Haiku 4.5. Above that it costs $0.50 input and $2.50 output, and tokens read from the cache count toward the length. It has a 1M-token context, 128K maximum output and a June 2026 knowledge cutoff, and it is the first Haiku that lets you choose the effort (medium by default). Based on official documentation and announcements checked against the originals on October 15, 2026, this article covers estimated costs for four models adjusted for the roughly 30% more tokens counted for the same text, how to read the benchmarks Anthropic published, how to choose between Sonnet 5.5 and Opus 5.5, how to set thinking and effort, request patterns that return a 400 error after moving from Haiku 4.5 and the changes that happen without an error, where haiku points in Claude Code (Haiku 5.5 on the Anthropic API from v2.1.293), and availability in the apps, GitHub Copilot and the cloud.