
LLM Evals: How to Know Your AI Code Actually Works
So, you've dropped some AI into your code, huh? Great. Now you need to figure out if it actually works, without blowing anything up.
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Saturday, August 1, 2026
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So, you've dropped some AI into your code, huh? Great. Now you need to figure out if it actually works, without blowing anything up.

Ever notice an AI model start saying weird things? Someone's built a way to check its "trustworthiness" before disaster strikes.

A billion dollars. Not a movie, but SambaNova's latest round, now valued at $11 billion. Someone tried to buy them for far less, but they said no.

TikTok seems to have a peculiar fondness for cuts, especially in Dublin. The company is reportedly considering another round of staff reductions at its European headquarters.
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Stablecoins are the calm in crypto's storm. But for Circle, stability is now a distant memory, thanks to a new rival that tanked its shares.

Someone just predicted SpaceX could be worth 10 trillion dollars. That's a head-spinning number, even if it's still light-years from reality.
The Korean Won just got a nice boost. It's all thanks to preparations for a wave of US dollars hitting the market.
Migrating old Java code is a costly nightmare. Now, someone built a benchmark to see if AI agents can actually lend a hand.

Delivery vans might be numbered. Elroy Air is going public to replace trucks with long-range heavy-payload cargo drones.

As China prepares its first reusable booster landing, SpaceX considers ending its shared-launch program. Two moves reshaping commercial space rules.

Tired of hunting scattered papers, confused benchmarks, and tools that don't work? BenchFlow gathered everything you need to build and test AI agents without getting fooled.