Twenty One Media

Twenty One Media Website Design, AI Solutions, & Videographer
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07/20/2026

Really enjoyed hanging with Dante and creating this video. The service he’s providing the community is top notch! We will definitely be using him in August for our one year old’s b-day party! 🎉

07/09/2026

If you’re trusting AI in its responses, you need to stop and read this.

Here's the problem nobody talks about with Claude Code: the model always agrees with itself. Ask Claude to review the code it just wrote and it'll pat itself on the back. That's fine for a copy tweak. It's dangerous when you're shipping auth, billing, or a database migration to a client's production system.

So I built a forcing function I call the Review Loop. Before any big change ships, it runs four phases:

1. Claude writes its case. Scope, architectural decisions, risks it already sees, alternatives it rejected — and the why behind each one. Not "trust me," an actual argument on paper.

2. Codex tears it apart. A second frontier model (GPT) reviews independently the code AND Claude's reasoning. It's prompted to be adversarial: find the auth hole, the data-loss path, the race condition, the migration that can't roll back. It never sees Claude's answers first.

3. Claude responds to every single finding. Accept, reject, or modify with written reasoning for each. Rejecting a finding requires a defensible reason on the record. "I disagree" doesn't count. If the reasoning starts to feel like rationalizing, the rule is to flip to accept.

4. I get one screen. Ship / fix-then-ship / don't-ship. What Codex caught, what's changing, what's staying and why.

After the Codex review, Claude now all the sudden realizes it made mistakes.

Every step lands on disk as an audit trail. Nothing gets softened, nothing gets skipped, and no code changes until the loop closes.

The insight isn't "use more AI." It's that a single model is a yes-man, and real review needs an adversary with no stake in the answer. Two models that disagree catch what one confident model ships straight past.

This is the kind of thing I build now, systems that make AI accountable before it touches something that matters.

If you're putting AI into real workflows and "the model said it's fine" is your last line of defense, you should consider running an adversarial model.

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07/07/2026

Annnnndddd another one 💪

Check out their website here: outdoor-muscle.com

If you need landscaping, dirt work, forestry, mowing, concrete curbing, outdoor muscle is the crew for sure!

07/06/2026

Motown Athletes 🔥🐂 Video packages for the teams are open and ready for registration. Click the link and get yours before the slots fill up! motown.twenty1-media.com

06/21/2026

Happy Father's Day!

From all of us at Freedom Ag Supply.

06/20/2026

I know you think you’re using AI well…. Odds are you really aren’t.

I use AI every day. It’s not a replacement but an insane tool that helps me brainstorm, gain insight, research, code, develop, and runs tasks for me every day.

Send me a DM and let me show you how to use AI creatively.

06/13/2026

Those annoying morning tasks you have to do everyday? Yeah, those can mitigated.

The evenings checked out worrying about reports, numbers, if someone paid you? Yeah that’s a 2022 problem.

Still spending the time the impacts your business the least? It’s time to stop.

Comment “time” and let’s build you systems that take away the tedious busy work.

05/26/2026

Manual data entry for everything??

Yeah, we should not in 2026.

Let me hook you up. It costs nothing and the value is crazy. I spend a lot of time on these roadmaps and can only bring on a few people. Not a scarcity tactic. I just would drown in making roadmaps if I booked everyone.

So send me a DM, and we’ll get you scheduled.

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