Caleb Ini. D. Duff | TLGM |

Advocating for @googlecloud | Mentorship PM ~@techrityorg Facilitator&Tech Trainer @SpitalLabs | organising @gdgcloudportharcourt
-I ❤️ travel & tech
#Mademind

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

Life is living while letting and supporting others live too. ~ TheLastGoodMan ( I. D. Duff)

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

How far can I go if I don't stop?
#CIDD #TLGM #TheLastgoodman

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

Stop majoring in minor things.
#CIDD #TLGM

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

"I bring you greetings from my CITY", will soon change to "I bring you greetings from my COUNTRY".

Dear God, it is me again.
#TLGM #CIDD #Mademinds

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

Nothing beats the DevFest vibe! Thank you @gdg_onitsha for having me yesterday. Moving AI from a neat prompt into a resilient, serverless production pipeline is where the real magic happens. Can’t wait to see what everyone builds next. Until next time, Onitsha Daalu! 🤝

[GDG Onitsha | #DevFestOnitsha @gdg_onitsha]

Relive the highlights from DevFest Onitsha 2026! 💙❤️💛💚

What a day! Thank you to everyone who showed up, and huge thanks to our speakers, volunteers, organizers, and partners. 🙏

Spot yourself? Tag yourself 👇
#DevFest2026 #DevFestOnitsha #GDGOnitsha #DevFest

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

Live at the commercial city of Onitsha forDevFest Onitsha 2026 as a speaker.
#DevFestOnitsha #DevFest #DevFest2026 #speakervibe

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

My session: From Prompt to Production.
#GDGOnitsha #DevFestOnitsha2026 #DevFest2026 #Antigravity #GoogleAntigravity

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

One prompt = a working budget app with sign-in + database. Vibe Coding Part 2 👇 #VibeCoding
https://t.co/Y91o205emJ

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

You don't need code to build software.
Vibe coding explained in 5 mins: what works, tools and limits.

Watch the full video here 👇
https://t.co/Ak3VsaIWr6

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

@OpeFoodCritic So apt

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

Why did Google build Gemini 4 Argon and lock the doors? The truth behind its private release:
https://t.co/gHsHnlU8Qo

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

Say NO to things that dilute your edge.

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

A man needs a higher calling.

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

@brisle007 Happy birthday Ifiok

[Dennis Obaro the UI/UX KING @thedennisobaro1]

A warning to all designers

I'm seeing a dangerous trend on LinkedIn and X, and I need to call it out.

In trying to prove you can "design and build with AI," designers are oversimplifying the process. And it's backfiring badly.

What I'm seeing:

"I built an entire app in seconds with AI."
"You don't need to give any input, AI handles everything."
"Designed and shipped in hours with no effort."

Imagine you're a potential client reading that. Why would you hire a designer if it sounds like they did nothing? Like AI did all the work?

Here's the reality:

Anyone who's actually built something with AI knows the truth. The work is immense.

You need to:

- Write detailed PRDs and briefs
- Know which AI tools solve which problems
- Run commands in the terminal
- Manage API tokens and costs
- Make countless design iterations
- Test, refine, validate
- Make critical decisions at every step

This isn't automation. This is strategy disguised as simplicity.

The damage you're doing:

By making it sound effortless, you're training clients to think designers are obsolete. You're undercutting your own value.

What you should actually communicate:

"I used AI strategically to accelerate execution while maintaining my standards. Here's the thinking behind the decisions. Here's what I refined. Here's the work that went into this."

That's the message that gets clients excited. That's what justifies the rate.

Remember:

Your critical thinking is still essential. Your judgment still matters. Your ability to see what AI missed, that's irreplaceable.

Don't sell yourself short trying to sound impressive. Show the actual work. Show the thinking.

That's what makes you valuable.

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

Small actions are underrated.

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

2/2
Define an agent in ~10 lines of Python, deploy with one command, then pick your inference mode:
Live user waiting? → online
100k tickets overnight? → batch
Full walkthrough ↓
https://t.co/YiwPYLHecZ
#GoogleCloud #CloudRun #AI

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

Shipping AI apps on Google Cloud without touching a GPU
The pattern: Gemini Enterprise Agent Platform handles orchestration, memory & models. Cloud Run hosts your code, tools & MCP servers.
Each tier scales — and fails — independently.

1/2
#GoogleCloud #CloudRun #AI

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

The things that are easy to do, are also, easy not to do.

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

Get enough rest!

[Caleb Ini. D. Duff | TLGM | @Duffygoogle]

A lot can happen in a year.