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Author: Sorilbran Stone

Sorilbran Stone is a visibility engineer, content strategist, and AI systems builder helping founders, creatives, and marketers become known entities in human and machine-driven ecosystems. Through frameworks like Visibility Engineering, Solving for I™, and the Brand Intelligence Stack, she teaches how to build digital equity, pipeline power, and legacy platforms—without relying on constant content creation. 🟡 Based in Detroit 🟣 Founder of Five-Talent Strategy House 🔵 Creator of the Engineering Visibility (Playbook coming soon) 🎵 Also building the Tuesday Universe & The Luv Files 💻 Learn more at sorilbran.com
AI Fluency Log by Sorilbran - "AI Document Hygiene"
AI Fluency Marketing Systems

AI Document Hygiene

AI doesn’t just see what’s on the slide—it reads the entire file. This post breaks down how hidden text, off-slide content, and workspace clutter still get parsed by machines, and what to do before exporting your next deck. A practical guide to operational hygiene in the age of machine visibility.

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AI Fluency Log by Sorilbran - "Navigating AI Memory Loss"
AI Fluency Marketing Systems

Tokens and Takeoffs: A System for Navigating AI Memory Loss

Over the weekend, I realized Maverick (my AI) and I were losing context mid-project because our conversations were too long. I’d assumed memory issues showed up randomly. Turns out, they show up at 100,000 tokens. Quantifiable. Preventable.

Read More Tokens and Takeoffs: A System for Navigating AI Memory LossContinue

AI Fluency Log by Sorilbran - "Notice, Ask, Mitigate: The Hiccup with Uploading Images to ChatGPT"
AI Fluency Marketing Systems

Notice, Ask, Mitigate: The Hiccup with Uploading Images to ChatGPT

In this entry, I explore a repeat glitch in how AI responds when I upload images mid-conversation.

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AI Fluency Log by Sorilbran - "Syntax, Semantics, and the Risk of AI-Generated Content"
AI Fluency Marketing Systems

Syntax, Semantics, and the Risk of AI-Generated Content

This log explores what happens when AI helps shape your content but accidentally erases your fingerprint in the process. I explore syntax patterns, semantic noise reduction, and how to keep your voice recognizable as you scale thought leadership through AI.

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AI Fluency Log by Sorilbran "Parsing Like a Machine: How AI Reads Differently From Humans"
AI Fluency Marketing Systems

Parsing Like a Machine: How AI Reads Differently from Humans

In this entry, I unpack a moment with Maverick (my AI assistant) that revealed a major difference between how humans and AI “read.” Spoiler: it’s not the same.

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AI Fluency Log by Sorilbran - How Does AI “Know” Me: Identity Anchors & Pattern Recognition
AI Fluency Marketing Systems

How Does AI “Know” Me: Identity Anchors & Pattern Recognition

In this first entry of my “AI Fluency” series, I document how AI identifies users based on patterns, not assumptions.

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Essay by Sorilbran Virtue Takes Practice: The Iterative Path to Becoming 1% Better
Essays

Virtue Takes Practice: The Iterative Path to Becoming 1% Better

Virtues like patience, love, & faithfulness are built through small, consistent efforts. Let’s dig into the 1% better philosophy, the iterative nature of growth, and the grace required for lasting change.

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cover for How Fandom Extends the life of Cinematic Storytelling by Sorilbran
Content Strategy Influence Systems Marketing Systems

How Fandom Extends the life of Cinematic Storytelling

Cinema isn’t just about what happens on the screen anymore. It’s about what happens after – on our timelines, in our reels, in our memes. Fans are consuming movies and then co-creating content ecosystems that extend the life of the film.

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Inspiration as a Partner in Purpose
Creative Works

Inspiration as a Partner in Purpose

I’ve had an interesting relationship with inspiration, and over the last year, it’s taken on a whole new meaning for me. For the…

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Essay by Sorilbran - Anti-Fragility in Adults: Do We Still Bend Without Breaking?
Essays

Anti-Fragility in Adults: Do We Still Bend Without Breaking?

To anyone who feels like they’re breaking: you’re not. You’re bending. And on the other side of this? There’s growth waiting for you. There’s a better version of you waiting to emerge.

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Detroit founders, I teach search engines and AI tools who you are, when to recommend you, and which customers to send your way.

Resources

  • AI Fluency
  • Marketing Ops
  • IP + Creative
  • Essays

About

  • 5T Strategy House
  • Frameworks Library
  • The Luv Files
Let’s build your visibility stack.

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© 2026 Sorilbran Stone | Visibility Engineer - Organic Growth Strategist - Revenue Infrastructure

  • Home
  • About
    • Agency
    • NORAH
    • Detroit Visibility Study
    • Stone Creative Intelligence
    • Five-Talent Strategy House
  • Services
    • Search + AI Visibility Repair
      • The Minimum Viable Knowledge Graph: Machine-Agnostic Visibility
      • The Translation Layer
      • Solving for I
      • The Brand Lexicon
      • The Brand Intelligence Stack
    • Clarity + Conversion Positioning
    • Revenue-Relevant Organic Content
    • Content Engine Repair
    • Fix Underperforming Ads
    • Pipeline Beyond Events
  • Case Studies
    • From $0 to 7-Figure Pipeline from ChatGPT in 10 Mos
    • Building a One-Person Inbound Engine
    • From Zero SQLs to $4.8M in Qualified Paid Pipeline
    • From Company Blog To Multi-Million-Dollar Inbound Engine
  • News
    • NORAH Wins People’s Choice Award at Venture 313 Pitch Competition
    • Black Tech Saturdays for Virtual AI Series
    • Five-Talent Joins TechTown
    • Digital Empowerment Summit
  • Articles
    • Essays