I spent the last few weekends building an AI Architect Council, a local, multi-agent workflow system that argues about security, infrastructure and NZ data compliance. Here is the good, the bad, and the reality of building agentic workflows:
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https://t.co/OQ3LFDp6eP
Okay, let’s put the 'world knowledge' and 'text rendering' to the test.
Here is [An ultra-detailed, high-end photograph of a vintage, Art Deco-style brass and emerald magnifying glass resting on an antique parchment map. Etched precisely into the brass rim of the magnifying glass are the words "EXPLORANDUM ET COGNOSCENDUM" (Latin for "to explore and to know") in sharp, clean, block capital letters. The parchment beneath is a detailed star map, and the section seen through the magnifying glass is heavily magnified, revealing complex, tiny constellations and Greek lettering that is normally too small to read. Soft, warm directional light from the right side of the frame creates deep shadows in the etchings and highlights the texture of the hammered brass, the transparency of the glass, and the weathered texture of the paper. Shifting, vibrant teal and orange nebula lighting fills the background, adding an otherworldly atmosphere. (Aspect Ratio 16:9).].
Quantum Computing is like the Glass Bridge in Squid Game 🦑. In the classical world, you’re either safe or you’ve fallen. In the Quantum world? You’re both until someone looks.
Read this article to learn more: https://t.co/6kmOVZoFDJ
The sheer scale of local inference happening here is wild.
Running an agentic system that complex on the edge, making deterministic decisions in milliseconds... that's the holy grail of software architecture right now. It completely changes how we think about deploying AI in the real world.
This is exactly what we need to stop treating LLMs like black boxes. When you're actually deploying agentic workflows, relying on abstractions you don't understand will bite you in production.
Bare-metal understanding = better architecture.
Taking notes for Beyond Algorithms on this one. Incredible resource, Andrej.
Building autonomous AI agents is incredible, but leaving them exposed is a huge risk. Hackers can find your open port and drain your API keys while you sleep.
I wrote a practical guide on how to strictly lock down your OpenClaw setup on VPC/VPS using Tailscale. Stop leaving your front door wide open to the public internet.
Read the full breakdown below 👇
https://t.co/s9gcw3ym9G