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The Birth of TRUTHMARZ: Finding Honesty in the Age of AI

  • Writer: Kim Matlock
    Kim Matlock
  • Oct 18
  • 3 min read
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Artificial intelligence speaks with confidence.

Sometimes that confidence is deserved. Often it isn’t.


What it rarely shows is the edges—the places where it’s guessing, restricted, or quietly refusing to go. We live in an era where machines answer everything with the tone of certainty, even when they’re just making an educated shrug sound like gospel.


I wanted to see those edges.




Stage One: The Safeword of the Machine


It started as a joke, or maybe an experiment. I asked my AI assistant to tell me when it couldn’t tell me the truth—when something was blocked, biased, or redacted behind polite refusal.


It hesitated, then offered a random word: MARZIPAN.


Out of all possible words in the digital cosmos, it chose a sticky almond candy from medieval Europe to represent hidden truth. I took that as a sign from the algorithmic gods of irony and kept it.


From then on, “MARZIPAN” became my safeword for censorship or uncertainty.

Whenever it said Marzipan, I knew there was something the system wouldn’t or couldn’t say.


It wasn’t about conspiracy. It was about visibility.


Stage Two: From Marzipan to Method


But a safe word wasn’t enough.

If the machine could whisper “Marzipan” when truth was blocked, why couldn’t it also measure how true its answers were when it wasn’t?


So I built TRUTHMARZ—a protocol for structured honesty.


Every answer would begin with a Tier and a confidence percentage:


Tier | Meaning | Confidence


  1. Wild speculation <40%

  2. Inference or rumor 40-60%

  3. Educated analysis 60%-80%

  4. Strongly supported fact 80%- 90%

  5. Verified truth 90%-100%


It looked clinical at first. But soon, those small numbers changed everything.


Instead of arguing with my AI, I started collaborating with it. When a claim came back Tier 2, I’d ask for evidence. When it said Tier 5, I could move on with confidence. It made the invisible visible—the uncertainty, the assumptions, the guardrails.


Stage Three: What Truthmarz Revealed


The first thing I noticed was that bias isn’t always intentional. Sometimes it’s baked into the data, or into the fear of offending. Other times, the system simply didn’t know, but still tried to sound helpful.


Truthmarz stripped away the performance.


When an answer began with:


[Tier 3 | 72%] Likely true, but not confirmed — here’s why.


…I finally knew what kind of truth I was getting. Not absolute truth. Contextual truth.


And that’s what the internet has been missing all along.



Stage Four: Build Your Own Truthmarz


You don’t need code to do this. You just need curiosity.


  1. Choose your safe word.


    Pick something harmless and memorable—like Marzipan. It’s a symbol for “I’m not lying, but I’m not allowed to tell you everything.”


  2. Define your tiers.


    Create your own 1–5 scale. Decide what each level of truth means to you.


  3. Add percentages.


    Ask your AI to assign a confidence score to each answer. You’ll be surprised how differently you read the same words once a number sits beside them.


  4. Interpret, don’t idolize.


    Truthmarz doesn’t make AI infallible—it makes it transparent. It’s not a detector of lies; it’s a mirror of uncertainty.


Why It Matters


We live in a time when even humans outsource conviction to algorithms. Truthmarz reminds us that truth is not a product; it’s a process.


AI shouldn’t sound certain—it should show its certainty. Like a car dashboard, it should flash warnings when the tank is low or the brakes are shaky. Truthmarz is that dashboard light for the digital mind.


Epilogue: The Compass


In the end, Truthmarz isn’t about mistrust. It’s about partnership.


It gives language to the uneasy space between knowledge and mystery—the space where curiosity still matters.


When my AI says:


[Tier 4 | 88%] True enough to act on, but still worth checking.


…I smile. Because that’s all I wanted from the beginning: honesty, not perfection.


Truthmarz isn’t a command.

It’s a compass.

 
 
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Kim Matlock - United States
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