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v0 uses a Snowflake request proxy to let AI-generated applications access authorized data without exposing users' OAuth tokens inside sandboxes. The design combines Vercel Sandbox firewall interception, per-sandbox certificate authorities, OIDC verification, and server-side credential resolution.
PTC has launched the FeatureScript MCP Server for its Onshape CAD/PDM platform. Engineers can use natural language and AI to create custom CAD features.
Amazon Bedrock AgentCore Web Search now supports per-request domain and publication-date filters. Developers can control which websites agents use and require fresher sources, with filtering enforced server-side.
AWS presents three serverless patterns for invoking Amazon Bedrock AgentCore agents asynchronously from AWS Step Functions. Task-token callbacks, direct service integrations, and durable functions help eliminate idle compute costs while agents process requests.
Rising AI server power density is turning cabinet-level Battery Backup Units from an optional component into a required part of data-center power architecture. Global BBU cell shipments reportedly reached about 276 million units in the first half of 2026, intensifying shortages and competition among Asian battery suppliers.
Cloudflare revisited remote Spectre attacks against its Workers infrastructure during 2024 and 2025. The analysis examines new attack primitives, including Spectre gadgets, remote timers, co-location techniques, and strengthened defenses.
Taiwan plans to give each resident roughly $314 in cash next year, funded by stronger economic activity linked to the AI server boom. The 2027 central government budget allocates $7.4 billion for the payout.
Vercel Functions can now emit custom metrics and analyze them alongside built-in observability data. Developers can filter, aggregate, visualize, and query these metrics across Vercel Observability.
A community test on an AMD R9700 with ROCm reports noticeable quality and long-context retention differences between FP16 and q8_0 KV cache for Qwen3.8-27B. FP16 reportedly produces more careful structured output and maintains performance beyond 120k tokens, challenging the assumption that both formats are equivalent.
Vercel Functions now support Bun 1.4, a major rewrite from Zig to Rust with over 2,900 issues resolved and more than 1,500 additional Node.js compatibility tests passing. The upgrade is opt-in and includes breaking changes that developers should review before deployment.