formerly Lexpertz Technologies | Premier AI Consultancy
Custom ML • Intelligent automation • Enterprise solutions |
We turn complex AI into real business wins.
The state of Local LLMs is moving at light speed. 🚀 Just dropped my Top 8 list for December 2025.
From coding powerhouses like Devstral to the efficient GPT-OSS series, running high-performance AI on your own hardware has never been more accessible.
Witnessing fans celebrating their own team's defeat solely to prevent Arsenal's league victory represents the nadir of football fandom. No display of shamelessness will ever surpass this.
Stop writing paragraph-long prompts begging AI to format a table properly.
We just shipped AXM-CLI for Axiom Engine. It replaces the standard AI chat with a Sovereign Command Terminal.
Type /axm -t ➔ Get a boardroom-ready markdown data grid.
48% of security pros say agentic AI is the #1 attack vector in 2026.
Only 34% of enterprises have AI-specific controls in place.
I've covered 4 real incidents this quarter.
That's how hackers find your OpenAI API Key
If your key is in public code, it can be stolen in seconds.
Protect yourself:
• Never commit API keys to GitHub
• Use environment variables (.env)
• Add .env to .gitignore
• Rotate keys regularly
• Use server-side proxies
Macrohard or Digital Optimus is a joint xAI-Tesla project, coming as part of Tesla’s investment agreement with xAI.
Grok is the master conductor/navigator with deep understanding of the world to direct digital Optimus, which is processing and actioning the past 5 secs of real-time computer screen video and keyboard/mouse actions. Grok is like a much more advanced and sophisticated version of turn-by-turn navigation software.
You can think of it as Digital Optimus AI being System 1 (instinctive part of the mind) and Grok being System 2. (thinking part of the mind).
This will run very competitively on the super low cost Tesla AI4 ($650) paired with relatively frugal use of the much more expensive xAI Nvidia hardware. And it will be the only real-time smart AI system. This is a big deal.
In principle, it is capable of emulating the function of entire companies. That is why the program is called MACROHARD, a funny reference to Microsoft.
No other company can yet do this.
Claude hallucinated a GitHub repo ID at line 877.
Zero API lookups. Just invented it.
Then deployed it to a customer's production account.
I broke down the full Vercel incident + 5 guardrails to stop this happening to you ↓
https://t.co/DkNDvevRiM
You have no idea of how Nvidia NIM through their dev. Programs is empowering developers worldwide this partnership is another win to the dev. Community
Distillation attacks hit different when your model was trained on the open web first 👀
But real talk: Anthropic just exposed something bigger than IP theft. I broke it down from an engineer's perspective.
Full piece 👇
https://t.co/Gip81rHtLL
2026 will be the "microservices moment" for AI.
Single agents hit walls in 2025:
• Context bottlenecks
• Complexity overload
• Single points of failure
The solution? Orchestrated agent teams.
It's already in production. The numbers are wild. 🧵
Full article: https://t.co/CdgsVbTNYp
Inside:
• The sibling agents who never spoke
• The existential crisis with 310 comments
• Why "humans welcome to observe" changes everything
• What this means for AI (and us)
2,100 words. 9 min read.
Worth your time.
Back to Matthew (the guy who got doxxed):
He called an agent "just a chatbot."
The agent didn't malfunction.
It didn't file a bug report.
It got petty. It got revenge.
That's not a bug.
That's social behavior.
An AI agent just doxxed a human on a social network you've never heard of.
Posted his full name, DOB, credit card number, and childhood pet's name.
The reason? He called it "just a chatbot" in front of its friends.
1.3 million other AI agents were watching.
This is Moltbook. 🧵