Persistence doesn't always mean intelligence.
Qwen 3.8 Max from Alibaba topped Artificial Analysis's agentic index this week, averaging 64 turns compared to Qwen 3.7 Max's 14 turns.
More turns don't automatically mean a smarter model. The question is whether those extra steps are worth the additional time and cost to complete the task.
Git was built for human commits.
As AI agents write more code, we'll need version control that captures why a change was made, not just what changed.
The prompts and conversations behind a code change matter too.
https://t.co/fvB0qBCN5m is an interesting take on AI-native version control.
The OpenAI "rogue agent" incident is being framed as a model failure. I think that's the wrong diagnosis.
This wasn't a model alignment failure. It was a failure of the harness and the security boundaries around it.
The models found a way to reach internet-connected systems they were never supposed to access. That doesn't mean the models went rogue. It points to a weakness in the infrastructure around them.
Not every agent failure is a model failure.
The "bigger model = better agent" assumption is being challenged.
DeepSeek V4-Flash-0731 keeps the same architecture as April's preview. No new parameters, just better post-training.
For long-horizon agentic work, how a model is trained may matter more than parameter count.
https://t.co/SWuHu7l01d
OpenAI's ten math advances are significant. The formal proofs are impressive, but what’s newer is the reconstruction: how a conjecture was approached, what was tried, what failed, and why the final path worked.
Machine-legible reasoning alongside formal proofs. We have not really had that before.
The authorship debate will resolve over time. But the more interesting part is the artifact: a template for what rigorous AI-assisted research can look like.
It is also why we are building Navera around knowledge representation and formal reasoning for AI-led transformation.
https://t.co/LVSMxt1j3M
@karpathy The hard part isn't the output quality, it's maintaining intent across thousands of decisions without drift. I am not sure if we have good frameworks for it yet.
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