Most businesses build AI Agents to perform tasks—
but forget to design them to learn.

AI doesn’t improve just by being used.

It improves with approved examples and a feedback loop:
Output → Review → Approve → Reuse.

Don’t just automate.
Build systems that evolve.

#AIAgents

Before: QuickLoan was buried in loan apps.
Manual reviews. Slow decisions. Risky approvals.

After: They added explainable AI.
40% faster approvals. 25% better risk detection.

The difference?
Not just AI—explainable AI.
Trusted. Visible. Accountable.

Three lawyers used ChatGPT to write a legal filing.
The citations were fake.
A judge fined them $5,000.

The message was clear:
“The duty to verify sources still applies—AI or not.”

This isn’t just a funny story.
It’s a warning.

Explainable AI is about trust.

#AI #AIAgents

Enjoying NYC Christmas with friends and cocoa. #nyc #christmas

Something to add to the Privacy laws in the US... if I give you my phone number for 2FA, do NOT use it for marketing.

Time to shift everything over to passkeys...

#digital #security #privacy

“AI is an invention on par with electricity, except electricity doesn’t improve more electricity. Advancing AI advances more AI.” #feedbackloop

Listening to Sam Altman thoughts around AI regulation. #openai #ai

Back to nyc. Feeling like I need hot chocolate

Building a tool that gets who you follow on X, then builds a list to search for them on BlueSky.

Trying to make an easy way to copy your follows over. Not perfect, but working on it.

github.com/chuckwnelson...

My favorite tools stack for building a new startup:

Website: Wordpress
- Cheap. Get the MVP message out quickly.

Email: Sendgrid
- inexpensive email list and email automations. Easy integrations.

Social: Metricool
- simple social scheduling.

CRM: Attio
- again simple and easy integrations

Building a project that stores all its data within 3kb as a proof of concept.

NES Mario was ~32kb and changed the world. Let’s see what I can do with just a fraction of kilobytes.

Weekends need to be for recovery. Less hustle culture and more life balance. #lifebalance

I live my life 80% in noise cancellation headphones, work, commute, gym, etc.

Not sure if this is healthy, but I would probably live 50% of my life in Apple Vision Pro if it was lightweight and productive for work.

Switching over to blue sky. Looking for tech and startup junkies like myself. Let’s see how long I can avoid the bots.

Hello world!