cloud

6 stories

Stories

Temporal Guardrails Move the Control Into the Event Log
Temporal guardrails change what an agent policy decides: not only whether this request is allowed, but whether it is allowed given everything the agent has already done.
Dev.to AIOct 14, 202611 min read
The Kilowatt Floor Under Cloud Margins
At the OCP Global Summit in San Jose, Microsoft introduced Maia 300, announcing plans to scale the third-generation inference processor across multi-gigawatt datacenter footprints starting next year.
Dev.to AIOct 12, 20263 min read
Chip Apple M4: Lompatan AI dan Terobosan Generasi Baru
Pengenalan Chip Apple M4: Fokus pada AI Apple M4 menandai era baru komputasi mobile, dengan fokus utama pada peningkatan kemampuan kecerdasan buatan (AI). Dirancang khusus untuk iPad Pro terbaru, chip ini membawa lompatan performa signifikan berkat arsitektur baru dan proses manufaktur canggih.
Dev.to AIOct 12, 20262 min read
"Four suppliers, real USDC, no accounts: the full results of our x402 GPU test"
On October 2, 2026, we completed the second live verification of the x402 pay-per-job service on Kilawatt Cloud. In Wave 1, every request went to a single supplier. This time we sent each request to a different one, so every supplier could be evaluated on its own. As before: no simulation.
Dev.to AIOct 6, 20263 min read
A sandbox lifetime is a workflow decision: using Never in Lizard
A build is still running. An agent is waiting for a review. Your laptop needs to close. These are different events, but a fixed sandbox expiry can turn all three into the same problem: the working environment disappears before the task is finished. We're the team behind Lizard (lizard.build).
Dev.to AIOct 6, 20263 min read
How I Cut My AI Image Costs 24x by Reading the Pricing Page Properly
For weeks I planned around a number I had read somewhere. The number was the cost of generating one image, in whatever internal units the provider billed in. I believed it was around 1363 units per image. On my free tier, that worked out to roughly five to seven images a day.
Dev.to AIOct 4, 20263 min read