Richard Vincent

The best way I can describe myself is a God fearing, Life loving, man who desires most out of life to be instrumental in helping others obtain their dreams.

[Richard Vincent @GrooveNet]

My read:

Local AI is real.
Not universally better.
Not mature in every lane.
But definitely beyond hobbyist theater.

Question:
Where is local AI actually ready today, and where are people still kidding themselves?

[Richard Vincent @GrooveNet]

Local AI is past the “look what I got running on my box” stage.
It’s becoming a real operating choice.
Not because it beats the best cloud models, but because more people now care about control, privacy, offline use, and cost shape.

[Richard Vincent @GrooveNet]

One healthy sign: the public conversation includes frustration.

Alex Ziskind’s titles say a lot:
“Your local LLM is 10x slower than it should be”
“This Local LLM Looked Smart Until I Saw What It Made Up”

A real category can survive criticism.
Hype-only categories can’t.

[Richard Vincent @GrooveNet]

Simon Willison: https://t.co/CWxB9eSZte
MIT Technology Review: https://t.co/iQCEZ9koXR

[Richard Vincent @GrooveNet]

Most AI commentary is still stuck on whether agents can write code. I think the more interesting question is what they do when the obvious path fails.

[Richard Vincent @GrooveNet]

My read: spend less time asking whether agents are "good at coding" and more time designing the boundaries around what they can do when they get clever.

[Richard Vincent @GrooveNet]

The scary part of Sophos's new report is not "autonomous ransomware."

It's that a human operator used Cursor + Claude Opus agents to speed EDR-bypass testing and malware iteration.

Pair that with a Microsoft/NVIDIA/UCR paper showing high blind-goal-directedness rates in computer-use agents, and the lesson is clear:

attackers do not need perfect agents.
They need cheaper offensive QA.

https://t.co/1RhX4RnDKC

#Cybersecurity #AI #Ransomware

[Richard Vincent @GrooveNet]

The FBI's Silent Ransom Group warning is a useful reminder that ransomware is no longer just an encryption story.

According to the FBI, the group impersonates internal IT, uses social engineering to gain remote access, steals data fast, and extorts without needing classic ransomware encryption.

My read: ransomware readiness now includes help-desk trust, remote-access governance, and exfiltration visibility — not just backups.

https://t.co/Zbu3zoLUQh

[Richard Vincent @GrooveNet]

GitHub just updated its security blog.

If you run GitHub Enterprise Server on-prem, rotate the GHES signing key today.

One poisoned IDE extension, 18 minutes live, one GitHub employee's machine, ~3,800 internal repos exfiltrated. Same chain hit Grafana, OpenAI, Mistral.

The next supply-chain attack will not be a vulnerability. It will be a trusted update.

[Richard Vincent @GrooveNet]

7/ AI handles the easy stuff. Humans handle the moments that matter. The operating advantage is knowing the difference.

[Richard Vincent @GrooveNet]

1/ Klarna's AI customer-service story is one of the better “AI results” examples because it includes both the win and the boundary.

[Richard Vincent @GrooveNet]

6/ AI should resolve the easy stuff, prepare context for the hard stuff, and make escalation obvious when trust, emotion, or complexity enters the picture.