FreeLLMAPI: Free AI Access for Coding Agents and Media
FreeLLMAPI combines provider free tiers behind one local endpoint, with model routing, failover, coding-agent setup, media APIs, and important production limits.
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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.
Keep the Evidence Attached: Repurpose One Technical Claim Across Five Brand Channels
Repurpose technical claims across a website, LinkedIn, email, short video, and a sales deck while preserving source context, limitations, and correction history.
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Before AI Turns Testimonials Into Schema, Check the Evidence
Build an evidence-first testimonial workflow that checks review origin, incentives, visible text, entity identity, and Google eligibility before generating schema.
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AI Companies Know This Can Go Wrong. Here's What You Need to Know
Five AI safety cases explain agentic misalignment, reward hacking, alignment faking, unintended coordination, and the controls that reduce real-world risk.
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GPT-6 Astra: 8 Real-World Use Cases Beyond 3D Demos
Eight creator tests show where GPT-6 Astra is useful now: app building, browser and iPhone control, video editing, meeting analysis, writing, and presentations.
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One Case Study, Two Video Formats: Measure Discovery Before Scaling Production
Compare a short case-study video with a full walkthrough using consistent claims, separate discovery measures, production effort, and qualified enquiry evidence.
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The AI World Is Scared: Safety Warnings and 14 New Releases
ChatGPT Images 2.5, Meta Muse, DeepSeek V4.1 Flash, new Apple hardware, data agents, creative tools, and the safety warnings behind the week's biggest debate.
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10 GitHub Repos for Clearer, Leaner AI Coding
A practical guide to I Have ADHD, ECC, Ponytail, HumanLayer, Codex plugins, Archify, Context Mode, Matt Pocock skills, Humanizer, and four audience projects.
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OpenAI Just Released an AI That Can Actually Do Your Work
Ten GPT-6 Astra workflows show what computer-using AI can do across robotics, Figma, presentations, research, mobile apps, Blender, Sheets, and product analysis.
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Meta Muse and 9 AI Tools Moving Agents Into Everyday Work
A practical guide to Meta Muse, screen context, interview prep, Astra demos, prompt portability, agent monitoring, Omi, Apple Live Rewind, and Granola.
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CCNA in the AI Era: Start Before the 2027 Exam Refresh
NetworkChuck explains why CCNA networking knowledge still matters when AI drafts configurations. Cisco confirms the v1.1 and v2.0 exam dates; here is a practical study path and the current status of Fall Into CCNA.
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How Steve Toth Built a Seven-Figure SEO Agency With Inbound Demand
Steve Toth turned documented client results, public teaching, a weekly newsletter, disciplined pricing, and deliberate delegation into an inbound growth system for Notebook Agency.
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Can AI Write a Useful Creative Brief? Test Founder Evidence, Scope, and Missing Decisions
Evaluate an AI-written creative brief against founder evidence, realistic scope, and unresolved decisions, with a worked example and a practical review rubric.
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Your SEO Research Agent Needs an Expiry Date for Every Platform Claim
Prevent stale SEO advice with claim-level review dates, conflict handling, source snapshots, and clear rules for when a research agent must withhold a conclusion.
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10 GitHub Repos That Reduce AI Agent Token Waste
A practical guide to routing, compressing, externalizing, and structuring agent context with FreeLLMAPI, Headroom, PX Pipe, Context Mode, OmniRoute, and more.
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Meta Muse Business Model: Can a Personal AI Agent Make You Money?
Mark Zuckerberg explains Meta Muse's freemium and transaction model, personal-agent strategy, privacy architecture, open-access thesis, and the claims businesses should test.
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Local AI for Builders: Gemma, LM Studio, Ollama, and Hybrid Workflows
Greg Isenberg explains local AI through models, model hubs, runtimes, and workflows. This practical guide adds a hybrid architecture, first experiment, startup filters, and a downloadable field guide.
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Which Google Search Features Apply to Your Portuguese Business? Build an Eligibility Map
Map Google Search features to your Portuguese business by region, business role, and query type before commissioning markup, feeds, or website changes.
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GPT-6 Astra Is Finally Here and It Can Use Your Laptop (+14 AI Updates)
GPT-6 Astra builds a Japanese house in Blender while new releases reshape frontier models, open AI infrastructure, robotaxis, creative tools, and agent operations.
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Slowbooks: Source-Available Accounting for AI Agents
A practical look at Slowbooks receipt automation, double-entry controls, audit logs, local agents, SimpleFIN bank feeds, reports, migration, and license limits.
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OpenSEO Live Demo: Claude Code, MCP, GSC, and Backlinks
A live OpenSEO workflow for connecting Claude Code through MCP, reading Google Search Console, researching keywords, checking backlinks, and turning an audit into a verified fix list.
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Build a Weekly AI-Visibility Decision Brief From Search Console Exports
Turn Search Console exports into a repeatable weekly decision brief with consistent comparisons, data-quality checks, source records, and human-reviewed actions.
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Why Is My Brand Icon Missing From Google? A Favicon Handoff Checklist
Diagnose missing Google favicons with a practical checklist for brand artwork, supported formats, hostname rules, crawl access, stable URLs, and recrawling.
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50 Omarchy Features: A Practical First-Week Setup Guide
A first-week Omarchy guide to keyboard workflows, safer installs, Btrfs recovery, local dictation, media tools, themes, plugins, and bounded AI agents.
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