Issa Yaroo

AI Engineer | Security Researcher | Public Speaker
I investigate how AI systems are exploited — and turn those insights into breach prevention for SaaS leaders.

[Issa Yaroo @yaroo_dev]

Why should I burn 100k dollars worth of tokens when I can just pay an Indian dev 1k dollar for the same task.

Everyone is saying AI will replace every developer, but the reality is more concerning.

AI can generate code faster but companies still optimize for cost.

[Issa Yaroo @yaroo_dev]

@omoeKOH #wealthandimpactsummit26
Need a pc and iPhone for my dev career

[Issa Yaroo @yaroo_dev]

@omoeKOH Need a pc

[Issa Yaroo @yaroo_dev]

@omoeKOH I need a pc to further my AI developer career

[Issa Yaroo @yaroo_dev]

@thekchasiotis Here's the part the mainstream coverage is not talking about.

If this emotional state casually trigger behaviors then it becomes an attack territory for bad actors to exploit it.

[Issa Yaroo @yaroo_dev]

@Im_IrushiK You will soon find yourself in the middle of conflicts you might never be able to resolve.
Only real dev can relate

[Issa Yaroo @yaroo_dev]

I think a key direction in AI right now is accessibility.

Tools like @UnslothAI enabling RL training on models like Gemma are an early step in that direction, even if we’re not yet at the point of training models directly on mobile devices.

#AI #AIRisk #AIResearch

[Issa Yaroo @yaroo_dev]

@oprydai @ygg0f One way to learn is from your own experience, another way is from other people experiences.

Be a student of your own life ND learn from both.

[Issa Yaroo @yaroo_dev]

Most AI models don’t fail in training — they fail in deployment.

NVIDIA just dropped AITune: an open-source tool that automatically finds the fastest way to run your PyTorch model.

Its Not best model → best deployment.

#AI #MLOps #NVIDIA

[Issa Yaroo @yaroo_dev]

@pcshipp Is it tired… or actually “angry” at your request — just for asking it to rewrite its own response?

I guess everyone has the right to talk including Claude

[Issa Yaroo @yaroo_dev]

@om_patel5 As simple and logical as this question is — these models still fail it.

Are these the same systems AI labs promised are safe and capable of handling critical infrastructure?

When reliability and security are still catching up.

[Issa Yaroo @yaroo_dev]

@karpathy It's so confusing how frontiers AI models perform excellently with complex tasks and drastically fail with simple ones.

Is this a question of tradeoffs.

We've seen these models outperform the greatest chess player in real-world yet they fail simple logical question.

[Issa Yaroo @yaroo_dev]

Train Gemma 4 31B for FREE.

Using:

- Kaggle
- Unsloth

→ 4-bit quantization
→ Multimodal (text, vision, audio)
→ Runs in a notebook

AI is no longer about access.
It’s about execution.

The barrier is gone.

Gemma 4 31B - https://t.co/RE5jMF7xO2

[Issa Yaroo @yaroo_dev]

@DanielMiessler It's looking like Anthropic will be the first to build AGI.

[Issa Yaroo @yaroo_dev]

Is this an MVP for AGI - mini AGI.

Claude Mythos just outperform every single model that's ever built.

The gap isn't closing - it's widening
#claude

[Issa Yaroo @yaroo_dev]

@DeRonin_ Is this an MVP to AGI - mini AGI?

[Issa Yaroo @yaroo_dev]

@d4m1n Is this an MVP to AGI - mini AGI?

[Issa Yaroo @yaroo_dev]

@deedydas Is this an MVP to AGI ?
Are we looking at a mini AGI?

[Issa Yaroo @yaroo_dev]

@JohnnotJon A very dynamic race just started.
AI labs have seen the model and its capabilities now they will try to match it .

An craziest thing is that bad actors too will try to understand what they are up against.

A race between the good and bad actors just started.

[Issa Yaroo @yaroo_dev]

@vasuman Did I just see AGI or ( Angelic Guidance Intelligence )