Update, I added AR 🤯

Volvo speedometer with speed limit and cloud connected hazard warning

Today years old realizing that vehicle to vehicle (v2v) communication is actually rolled out to cars for a few years now (especially in Europe). I saw this hazard warning popup in my Volvo and learned that it was another Volvo warning me about slippery roads ahead. Pretty cool.

I Built AI That Sees Through Streets (Multi-Agent Demo) YouTube video by Noble Ackerson

This is a teaser for my project that builds upon my Generative UI research + my first foray into Gemini 3 and vision AI w/ Nano-banana 2.
Lmk if there's something specific you want to see. This has been fun.
youtu.be/f-oLhICo_zI
Blog post and code inbound

a black and white drawing of a man with long hair pointing ALT: a black and white drawing of a man with long hair pointing

Mr. Crowley, what went on in your head? Oh, Mr. Crowley, did you talk to the dead?

Learn Agentic AI for Business Processes & Workflow Strategy | Udacity Gain a practical understanding of AI agents and their role in modern work. Learn to identify use cases, boost efficiency, and collaborate with tech teams.

I just launched an Agentic Fluency course with Udacity to reskill/upskill anyone who wants to learn about strategy and design for Agents www.udacity.com/course/agent...

Introducing Agentic Component Recognition (ACR) Building Production-Ready Generative UI with Google’s Agent Development Kit

Adding the link helps:
medium.com/google-cloud...

Read "Introducing Agentic Component Recognition (ACR)" by Noble Ackerson Google Cloud Community on Medium

Read "Introducing Agentic Component Recognition (ACR)" by Noble Ackerson via Google Cloud Community on Medium.
Learn about GenerativeUI using Google ADK multi-agents + Gemini generate and stream contextual React components on-demand - from business dashboards to document diagram overlays.

Dog running through a baseball field

I miss my dog 😭😭😭

SKRILLEX LIVE @ ULTRA MUSIC FESTIVAL 2025 YouTube video by Skrillex

I'm late to the party, but Skrillex's set at Ultra was legendary.
#chills
www.youtube.com/watch?v=ni2p...

Night visit by the neighborhood 🐻. I call her Booboo.

Archive of my AR work

Noble Ackerson There are over 100 million active YouTube channels. This channel is mine. On here you may find content about #aibias, #evaluatingMLmodels, #privacy, #explainableai, #datagovernance, or #extendedrealit...

Trying my hand at this YouTube thing, www.youtube.com/@stigsfoot

I don't appreciate this disrespect from AI

Tons of vibe coding role listed on job sites.
I mean, what? This is ridiculous.
www.linkedin.com/jobs/view/41...

Black Mirror: Season 7 | Official Trailer | Netflix YouTube video by Netflix

This has me hyped. It's like doom scrolling but for TV shows.
youtu.be/1iqra1ojEvM?...

Model≠biz value By "real world" I am looking at e.g. token/compute cost<>value mapping.
U can't eliminate cost w/ local.
Also u still have the challenge of small models currently can't "reason" well, needs larger models. Also evals!!! The entropy of the output space is too high to be effective rn

Let me clarify. By hype is legit, I mean I can first hand confirm that these companies are hyping up a technology that's not ready for real world use.

HAHAHAHAHAHAH
😭😂
AAAAAHAHAHAH
x.com/klarnaseb/st...
oh tears...whoo

AI agent hype is legit. Tested SmolAgents with Gemini API to analyze USPS Daily Digest emails and decide if braving the snow for the mailbox is worth it (lazy, I know!).
Lessons deploying an agent:
* Rate Limits hobble the experience
* Agents are fragile
* Costs 📈
* Need more real world EVALS

Oh dear 😮

Folks repackaging RPA workflows and selling it as agents is such a hot business to be in this year.
Yet here I am caught in the middle of #aihype and I'm just trying to build cool shit and solve real problems.
😭

Right?

Then I see this in the news today...not surprising

A federal data privacy protection legislation, sir. That's the solution.

US finalizes rule to effectively ban Chinese vehicles, which could include Polestar Polestar says the rule would ban it from selling EVs in the US.

US finalizes rule to effectively ban Chinese vehicles, which could include Polestar.
What annoys me about this is legislators focusing on the region a car is coming from vs solving for the ungoverned data collection/privacy nightmares by most automakers.
Smh
search.app/S9aLtaNu8YdP...

There goes another one, they're everywhere now.
#ufo

In which I have no Spotify nor a good reason why I created this.
Bad reason was to pat myself on the back tho cause I was grinding this year.

Tune

New instrument, who dis?

Street art

Street art - light at end of two tunnels.