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پلتفرمهای ابری، شبکه، اج و زیرساخت.
Why Zephon? The data that a model sees during training is one of the most powerful levers we have for influencing how well it performs. Much of the day to day work... The post Bringing Elastically Deterministic Data Loading to TorchTitan with Zephon appeared first on PyTorch .
The 2026 Stack Overflow Developer Survey shows only 7% of developers trust AI output for important decisions. Here’s what that means for running agents safely.
One RSS reader, on every device you own, no algorithms invited.
Andrew Martin discusses why AI security is fundamentally tied to Kubernetes security. He shares insights into the evolving AI threat landscape, covering non deterministic agent behavior, GPU supply chain vulnerabilities, shared compute risks, and practical defense strategies from prompt firewalling to agentic…
AWS has introduced two open source projects for AI agent development: Strands Decider 2B, a small model designed to make decisions within agent workflows, and Strands Box, a sandbox for controlling agent execution. Both projects address different aspects of building agents that use tools, execute code, and interact…
Microsoft will scale its Maia accelerator family to multi gigawatt deployments from 2027, making it the primary inference system for its own products. Maia 300 collapses scale up and scale out onto one Ethernet fabric and moves KV state between prefill and decode workers without leaving it. Practitioners have…
Founded in 2008, Stack Overflow’s public platform is used by nearly everyone who codes to learn, share their knowledge, collaborate, and build their careers.
Cloudflare Gateway and Data Loss Prevention have inherited the flexibility and power of Cloudflare Workers through our full stack integration with the Cloudflare Developer platform.
For a decade, Vercel has shaped how the web is built. Now, we’re doing the same for agents. The companies that win the next decade will build on infrastructure designed for agents from the start, and thousands of people gathered across London, Berlin, New York, Sydney, and San Francisco to do just that at Vercel Ship…
Offload settled Postgres data to ClickHouse to reduce storage and query costs while keeping active transactions in Postgres.
TL;DR Deploying PyTorch models on microcontrollers has historically required converting to other framework formats, maintaining separate toolchains, and debugging cross framework numerical mismatches. ExecuTorch eliminates this conversion step entirely. The Cortex M... The post Bringing ExecuTorch to Arm Cortex M…
How Cloudflare and OpenAI are working together to help AI find useful content, keep up with changes, and make fewer wasted requests — making the experience better for users and website owners alike.
Software only has value when shipped; faster release cadence matters. Development, deployment, and operations require different thinking, metrics, and investments. There are four impacts in tech: product success, compute capacity, engineering capacity, and strategic innovation. The biggest expense is people. AI…
Brendan O'Leary discusses how real world AI adoption depends on building trust rather than chasing model benchmarks. Drawing from 40 trillion tokens of usage data, he explains the four rungs of the AI adoption ladder and analyzes key failure points in context construction, multi model routing, and feedback loops to…
Welcome to the October 2026 ClickHouse newsletter, featuring CostBench results against BigQuery and Databricks, ClickHouse 26.9, executable UDFs on ClickHouse Cloud, and the latest community news and events.
Type safe, composable middleware for Web Fetch handlers. Write it once, use it on any fetch runtime or inside a framework.
What runs when you create a branch: which settings are copied, where your migrations and functions come from, and what order the steps run in.
Python on Vercel is now generally available. Build and run Python applications with the frameworks, libraries, and tools you already use. Vercel automatically detects supported frameworks and configures the build and deployment. Your applications run on Fluid compute, which manages concurrent requests and scales with…
Last year, we expanded zero config support for Python and TypeScript backend frameworks. By this summer, developers could deploy their frontend and backend together with Vercel Services and coordinate background work with queues and durable workflows . Today at Vercel Ship in San Francisco , we are expanding the…
Agents often handle complex work that continues across runs. As that work evolves, they may need a new environment with different tools, runtimes, or compute. They should be able to continue working with the same files when they change environments. We built Vercel Drives to keep an agent’s files independent of its…
