Codex Windows Computer Use + ChatGPT Mobile Control
Codex now supports Computer Use on Windows and remote control from ChatGPT mobile. Here is how it works, when to use it, and how to keep desktop agent tasks safe.
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Library · Full Archive
AI Automation
AI Automation
Case Study Archive.
Every case study, system breakdown, and field note, newest first and filterable by topic. No theory, no demos. Only systems that run in production and what it took to get them there.
At a glance
What is in the JQ AI SYSTEMS case study archive?
This is the complete archive: all 699 posts across 62 topics, newest first, filterable by category. It holds the case studies, the model and tool comparisons, and the field notes from systems I built and run. For the curated view, where the writing sits alongside the free Claude Code skills, start at the Library instead.
The archive leans in four directions: AI Search Visibility (132), AI Agent Architecture (65), AI Tools (38), and Open Source (37). Those four account for most of what I publish, because they are where most of the client questions land.
Three places to start. The AI search visibility guide is the hub for the largest cluster and links out to every spoke in it. Grok Imagine vs Midjourney is the image model comparison, rebuilt against live leaderboard data rather than left to go stale. OutreachIQ is the longest running system breakdown here, from first prototype through to a public repo.
Is Google's AI Search Data Finally Measurable for Small Businesses?
Google has taken AI search reporting further, but small businesses still do not have perfect measurement. Here is the practical answer: what is measurable now, what is not, and what to track anyway.
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Why Most Brands Still Have Zero AI Search Mentions and What to Fix First
Zero AI search mentions are still normal for most brands. Here is why that happens, why it is not only a content problem, and what to fix first.
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How to Build a Source-Worthy Service Page for AI Search in 2026
AI search does not need more brochure pages. It needs source-worthy service pages with direct answers, proof, structure, and internal support. Here is how to build one.
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Preferred Sources in AI Overviews: Should Small Brands Ask Readers to Add Them?
Google has brought Preferred Sources into AI Overviews and AI Mode. Here is whether a small brand should actually ask readers to add them, and how to do it without sounding desperate.
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The Latest Codex Updates and the Truth About Opus 4.8
Codex is turning into an AI super app while Opus 4.8 shows the model race is getting subtler. Here is what changed, what is confirmed, and what builders should do next.
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AI Plugins Are Becoming the New Workflow Layer
AI plugins, MCP tools, and work plugins are becoming the workflow layer around AI agents. Here is how businesses should think about permissions, tools, review, and rollout.
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Multimodal Search Is No Longer Optional for Brand Visibility
Voice, image, and follow-up search behavior are becoming normal. Here is why brand visibility now depends on more than text pages alone.
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From Landing Page to Mini Tool: Why Utility Pages May Beat Generic Content in AI Search
Google is pushing Search toward custom dashboards, mini apps, and agentic workflows. That makes utility pages more strategically interesting than generic AI-written content.
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What Makes a Website Easy for AI Agents to Use?
AI agents are starting to browse and act on websites more like users. Here is what makes a site easier for agents to understand and safer for businesses to expose.
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When AI Speaks for Your Brand, Who Owns the Facts?
As AI systems summarize brands, the real question is not only visibility. It is whether your facts are consistent enough to survive AI mediation without distortion.
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Brand Verification Is Becoming Search Infrastructure
Verification, provenance, and content credentials are moving from abstract policy talk to practical brand infrastructure. Here is what that means for AI search visibility and trust.
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Week's Top GitHub Repos: Understand Anything, CodeGraph, MoneyPrinterTurbo, Presenton, and More
A practical JQ AI SYSTEMS roundup of this week's hot GitHub repos suggested by The Next New Thing: Understand Anything, CodeGraph, AppFlowy, cal.diy, MoneyPrinterTurbo, Presenton, Stop Slop, RuView, and more.
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Agent Memory Is Becoming the New Business Knowledge Base
AI agent memory is becoming the new business knowledge base. Learn how memory differs from chat history, why agents forget work, and how small teams can structure context for better automation.
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Safe Coding Agents Need Logs, Sandboxes, and Review Queues
Safe AI coding agents need more than good prompts. Learn how small teams can use sandboxes, approvals, logs, network limits, and review queues before giving Codex or Claude Code more autonomy.
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ChatGPT Ads Are Coming for Intent Marketing: What Builders and Small Businesses Should Know
ChatGPT Ads are rolling out through OpenAI Ads Manager Beta. Here is what small businesses should know about campaigns, context hints, tracking, landing pages, and testing before spending.
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Why AI Search Reporting Should Track Conversions, Not Just Clicks
AI Search is making top-of-funnel reporting noisier. Here is why small brands should track conversions, quality, and assisted outcomes instead of obsessing over click loss alone.
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Claude Opus 4.8 Is Here: Better Coding, Dynamic Workflows, and More Honest Agents
Claude Opus 4.8 improves coding, tool use, honesty, and long-running workflows. Here is what changed, how to use effort levels, and what builders should test before switching.
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If Google Can Call Businesses for You, Is Your Service Business Ready for Agentic Discovery?
Google says Search is expanding agentic booking, local services, and even calling businesses on users’ behalf. Here is what service businesses should fix before agentic discovery becomes normal.
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Is AEO Just Good SEO With Better Answers and Better Proof?
AEO is not a separate cheat code. It is strong SEO, clearer answers, better page structure, and stronger proof that your brand deserves to be cited by AI search.
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From Prompt Library to Skill Library: How Reusable AI Workflows Become Installable Infrastructure
A practical framework for turning repeatable prompts into installable AI skills with folders, metadata, assets, install scripts, release notes, and review discipline.
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The AI Rollout Bottleneck Is Not the Model. It Is the Services Layer.
AI deployment services are becoming the missing layer between model access and real business impact: workflow mapping, data, tools, controls, training, and implementation.
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Small Business AI Is Finally Getting Specific
Small business AI automation is getting more specific: instead of vague chatbot experiments, the useful work is moving into repeatable workflows like CRM cleanup, reports, proposals, inbox triage, and client follow-up.
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Google Search Profiles for Creators: Should João Queirós Build One?
Google just launched Search profiles for publishers and creators. Here is why this matters for expert-led brands like João Queirós, and what it signals about identity in AI-mediated discovery.
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