Did you know that a 35-billion-parameter model can generate tokens at the same compute cost as a 4B model? That single fact made me abandon a multi-model agent architecture I'd spent a weekend building. But I had to run the benchmarks first to understand why.
Here's the full breakdown, with commands, numbers, and the architectural reason it all falls apart on shared-memory hardware.
...OpenSparrow v2.6 is out. This one's a big step forward — RAG (Retrieval-Augmented Generation) integration, bulk grid operations, and a whole new UX layer.
RAG & AI integration
One poisoned extension, one package install, one CI workflow. Any of them can now be the first domino.
That is the uncomfortable lesson from the latest Shai-Hulud activity and GitHub’s recently confirmed internal-repository breach. The scary part is not only the number of affected packages, tokens, or repositories. Counts move fast. The scarier part is where the attacker code ran: insid...
Analytics is often treated as a reporting feature: a dashboard added after the product already exists. That is usually too late.
For software operators, analytics is closer to infrastructure. It is the layer that makes the state of the product visible. Without it, a team cannot evaluate the situation, understand whether the product creates value, or know whether a workflow is improving....
In 1994, Peter Deutsch published the Fallacies of Distributed Computing — eight assumptions that every developer building distributed systems makes, discovers are wrong, and pays for in production. The network is reliable. Latency is zero. Bandwidth is infinite. Each assumption sounds true. Each leads to system failures that could have been avoided.
Thirty years later, we're making the ...
Every week another "AI agent for X" launches. Email triage. Calendar coordination. Sales follow-up. PR reviewer. Slack monitor. Meeting summarizer.
I've installed enough of them to see the pattern. Here's the dirty secret nobody mentions in the launch posts:
These tools don't reduce your work. They multiply your notifications.
Each AI tool is configured ...