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Railway has stopped new services adopting Config as Code ahead of the December 1 hard cutoff

The August 28 transition is now active, and Railway’s current documentation removes an earlier ambiguity about new services in existing projects. Config as Code is legacy-only from here; production users should migrate and validate `.railway/railway.ts` before the December hard cutoff.

Cloudflare raises the stateful Dynamic Worker concurrency ceiling from four to ten

The new 10-worker ceiling is a niche but concrete scaling change for platforms using Cloudflare Dynamic Workers as agent code sandboxes, generated-app runtimes or multi-tenant automation workers. Ordinary Worker requests remain capped at four distinct Dynamic Workers in flight.

Amazon joins YouTube Shopping so creators can tag products instead of relying on description links

The integration brings Amazon’s catalog into YouTube’s native shopping layer. It reduces the gap between product recommendation and purchase compared with description links, but access currently requires both YouTube and Amazon affiliate eligibility and is still limited to a select group of creators.

AWS and NVIDIA plan 2 million more GPUs as their AI stack expands beyond accelerators

The scale of the AWS–NVIDIA expansion is the headline, but the builder consequence is broader: AWS is co-engineering more of the NVIDIA stack, from CPUs and interconnects to models, vector indexing and physical-AI infrastructure, rather than merely adding another GPU instance family.

Google rebuilds its Ads API Developer Assistant as an agent plugin for live reporting and validation

Google has turned its Ads API helper into a reusable agent plugin rather than a standalone project. For developers maintaining ad-tech integrations, the material change is that agent workflows can now ground themselves in current Protobuf schemas and execute validated reporting against real Google Ads accounts instead of relying only on model memory.

Private SaaS median ACV falls to $24K as bootstrapped firms stay on smaller contracts

The latest private-SaaS deal-size benchmark shows median ACV moving down, with bootstrapped companies at $18,643 versus $39,880 for equity-backed peers. For small SaaS operators, the useful question is whether larger contracts improve retention and economics enough to justify the longer sales motion.

Ahrefs is making a Google-derived AI demand estimate the default in Brand Radar

Ahrefs is standardising Brand Radar on an estimated AI-demand metric because major AI platforms do not publish prompt volume. The new number can improve relative weighting between prompts and platforms, but it remains a modelled proxy rather than a count of how many people actually asked an AI system a question.

Sign in with Apple is moving new relay addresses to private.icloud.com

Apple has narrowed an earlier plan to unify Sign in with Apple and iCloud+ Hide My Email domains: only new Sign in with Apple relay addresses are moving to `private.icloud.com`, while Hide My Email stays on `icloud.com`. Existing relay addresses continue working, making this a compatibility migration rather than an address replacement.

Supabase makes MCP access centrally governed through enterprise SSO

Supabase has implemented MCP Enterprise-Managed Authorization using identity-provider assertions, short-lived tokens and existing Supabase role boundaries. It gives organizations a central on/off switch for approved AI clients while keeping access scoped to the individual employee rather than sharing a powerful organization token.

Google is adding hard spend caps and commitment pricing for AI agent workloads

Google’s new agent FinOps model combines hard monthly spend caps that pause agent API calls, Flexible Savings Plans with one- or three-year commitments, pay-as-you-go Gemini Enterprise usage and planned deferred execution at up to half normal inference cost. The controls are useful, but commitment economics and task eligibility need to be modeled carefully.