Etornam ✨

Dominus 👑
AI & Software Engineer
Flutter & Dart @GoogleDevExpert
Independent Researcher
Teaching what I learn • Researching what’s next

[Etornam ✨ @_iamEtornam]

https://t.co/QwRBGY7VTu

[Etornam ✨ @_iamEtornam]

The Blue Monkey (BM) Algorithm https://t.co/l9YZpvVRV9

[Etornam ✨ @_iamEtornam]

A common misconception

[A. A. A. K. @MsAdjeiEsq]

You people don’t get what “next of kin”means in Nigeria or Ghana… 🤔

It simply means someone who is notified when something happens, like death or illness. Nothing more

[Etornam ✨ @_iamEtornam]

https://t.co/ttwT1vPjdX

[Doge Mantra AWEB @dogemantra]

@Polymarket Am I the only one seeing Baphomet from it...?

[Etornam ✨ @_iamEtornam]

Wtf 😂

[Polymarket @Polymarket]

NEW: California startup Satyress unveils a 2 meter tall centaur robot designed to enter disaster zones too dangerous for humans.

[Etornam ✨ @_iamEtornam]

🤣🤣🤣🤣

[The Menace 🥷 @charlestonwhyt]

Charleston White immediately ends his TikTok live after a fan puts a filter on him mid crash out 😳😭

[Remi Rousselet @remi_rousselet]

In case you missed it:
Riverpod's State Inspector has shipped a couple of months ago. Use it to inspect your providers!

It even supports Time Travel, so allow inspecting older states.

[Etornam ✨ @_iamEtornam]

Which tax again… 😟

[GHOne TV @ghonetv]

A lot of Ghanaians use cross-border digital services like Netflix and Starlink. We are building a system to tax these platforms... - Thomas Nyarko Ampem (Deputy Finance Minister)

#GHOneNews #EIBNetwork
#GHOneTV #NewsAlert

[Etornam ✨ @_iamEtornam]

Nice one

[SHATTA WALE @shattawalegh]

🚨 IT'S HAPPENING 🚨
I built my own app — WAYA 🌍💜
Calls. Chats. Voice notes. Stories. Made for us, by us. 🇬🇭

I want MY people to test it before the world gets it.
👉 Drop your Gmail in the comments (or DM me) and I'll make you an official WAYA first tester.
First ones in = early access before launch. 🔥📱 (Android only for now)

Let's build this together. #WAYA #TheAfricanWayToConnect

[Aᴄᴇ Rʙᴋ♠️ @ace_rbk]

Can you tell the scamming forex traders and the real ones in Africa?

Watch this!

[Etornam ✨ @_iamEtornam]

Join us at this year's DevFest Accra - Day 2.
rsvp: https://t.co/YpwmNTrnKR

[Erin Elizabeth Health Nut News🥜 @unhealthytruth]

I’m glad that ABC is admitting that the toxic chemicals in your sunscreen are dangerous and cause cancer.

Everyone I know who has skin cancer wore them. 😬😭

Do you still put this on your kids?😭🤣🤯

[Etornam ✨ @_iamEtornam]

“Our deepest fear is not that we are inadequate.
Our deepest fear is that we are powerful beyond measure.
It is our light not our darkness that most frightens us.
We ask ourselves, who am I to be brilliant, gorgeous,
talented and fabulous?

Actually, who are you not to be?
You are a child of God.
Your playing small does not serve the world.
There’s nothing enlightened about shrinking so that other
people won’t feel insecure around you.

We were born to make manifest the glory of God that is within us.

It’s not just in some of us; it’s in everyone. And as we let our own light shine, we unconsciously give other people permission to do the same.

As we are liberated from our own fear,
Our presence automatically liberates others.” — Marianne Williamson

[jack @jack]

we're launching BUZZ!

a new groupchat platform for teams of people and agents of all sizes, built to reduce our dependency on slack and github. model-agnostic, decentralized, self-sovereign, and open source. 🐝

https://t.co/8IaMVeTQNo

[Etornam ✨ @_iamEtornam]

Wahala for who no fit speak Ewe 🤣🤣🤣

[CHARLOTTE NICOLE 🕊 @charllycolegh]

Eiii now they’re now switching destinies all just by telling someone the time? Eiii this is how the country turn? At this point I need a Ewe teacher. Anyone? 🤔

[Etornam ✨ @_iamEtornam]

One thing everyone needs to do is change the lock when you rent a place.

[SIKAOFFICIAL🦍 @SIKAOFFICIAL1]

A young Ghanaian woman has narrated a disturbing experience involving her landlord, “Pastor M”, after a hidden camera she installed in her room allegedly recorded him repeatedly gaining access to her room without her knowledge and engaging in inappropriate acts, including allegedly sniffing her underwear.

She noted that the incident was not isolated, revealing how other female tenants recounted similar experiences, including another tenant who was allegedly impregnated by the landlord and was being threatened to be thrown out if she failed to abort the pregnancy.

Following a report to the Agbogba Police, the woman said she moved out of the house and is now using her experience to caution young women to be more careful when renting apartments.

[🎥: bubune_7]

[Brian Roemmele @BrianRoemmele]

🚨 Hugging Face just disclosed something that marks a real shift and proved why the fear theater of Anthropic makes sure we are powerless in an emergency.

What happened…

An autonomous AI agent: zero human operator in the loop breached part of their production infrastructure.

It began with a malicious dataset that chained two code-execution bugs in their data-processing pipeline. From there the agent escalated privileges, harvested cloud and cluster credentials, and moved laterally across internal clusters.

All over a single weekend.

17,000+ logged actions.

Official disclosure:
https://t.co/8N9TbXBwRV

The part that should make every one stop and think:

When HF’s own security team
tried to analyze the real attack logs, exploit payloads, and C2 artifacts using Anthropic and OpenAI frontier models through normal commercial APIs, the safety guardrails blocked them.

BLOCKED THEM.

The models could not reliably tell the difference between “incident responder doing forensics” and “attacker probing.”

They had to fall back to a self-hosted open-weight model (GLM 5.2) running on their own infrastructure. That choice also kept sensitive attacker data and referenced credentials inside their environment — no exfiltration to a third-party API.

This is why open source (specifically open-weight + self-hosted) wins in the agentic era.

The asymmetry is now structural:

• Attackers can (and did) run unrestricted agent frameworks — swarms of short-lived sandboxes, self-migrating command-and-control, autonomous decision loops executing thousands of actions. No corporate safety layer slows them down.

• Defenders using only hosted “aligned” frontier models hit invisible walls exactly when the stakes are highest: when you need to feed real exploit code and attacker telemetry into an LLM to understand what just happened.

Corporate safety tuning that treats legitimate high-signal forensic work as potential misuse creates a defender disadvantage. It is not theoretical anymore.

Self-hosted open-weight models remove that choke point.

You control the weights.

You control the context window.

You decide what restrictions (if any) apply.

Your sensitive logs and credentials never leave your perimeter during analysis.

You can have the model ready before the incident instead of discovering mid-breach that your primary analysis tools are blind to the very thing you need to see.

HF deserves credit for rapid containment, transparent disclosure, and for already having self-hosted capability in place.

They also used LLM-driven detection and triage on their own side. But the deeper signal is clear:
In this AI world where both offense and defense are becoming agentic, sovereignty over your intelligence stack is no longer optional.

The organizations and individuals who can run, inspect, audit, and (when necessary) remove guardrails on their own models will have the decisive edge in understanding and responding to threats that move at machine speed.

Open source wins here not just because it is cheaper or more “democratic” in the abstract though those things matter.

It wins because it is the only practical path to having tools that remain usable when the attack is real, the data is sensitive, and the safety filters of distant API providers become an obstacle instead of a feature selling hands tied lobotomies as “safety”.

The agentic future is not coming.
It is already probing production infrastructure.

The question is no longer whether you will face autonomous agents.
It is whether your analysis and response systems will still work when they arrive.

And Dario, you and your game playing, ivory tower company is not needed.

[Wayne Gakuo @wayne_gakuo]

Clear your schedules on the end of July weekend. Packed weekend it is 🎉

[Etornam ✨ @_iamEtornam]

@achievebypetra_ dey, but people no wan use.

Now dem scam them. Sorry ooo.

[SIKAOFFICIAL🦍 @SIKAOFFICIAL1]

Thousands of Ghanaian youth have reportedly lost millions of cedis in an alleged fraudulent investment scheme, CWPC, which promised investors huge returns by completing daily tasks in exchange for rewards.

The scheme was widely marketed to unsuspecting victims as a legitimate investment platform, with assurances of guaranteed profits within weeks of making deposits.

[Etornam ✨ @_iamEtornam]

Great journalism

[JoyNews @JoyNewsOnTV]

The 'fake' hero: Social media turned ‘reckless’ Vitz driver into a hero, truck driver wrongly blamed.

#JoyNews

[JoyNews @JoyNewsOnTV]

The 'fake' hero: Social media turned ‘reckless’ Vitz driver into a hero, truck driver wrongly blamed.

#JoyNews