GitHub is turning agent confidence into a workflow control for Issues
GitHub Issues now gives agent automations confidence levels, rationales and optional approvals, letting teams automate routine triage while holding uncertain changes for review.
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Showing 21–40 of 204 dossiers
Replit Cloud cuts deployment and database prices across all plans
Replit’s August 2026 Cloud pricing changes materially lower several production costs: autoscale compute falls from $3.20 to $0.60 per million compute units and database storage from $1.50 to $0.35 per GiB-month. The details matter because not every SKU moved down.
Cloudflare Containers exposed previous tenants’ disk data through unzeroed blocks
This was not a Firecracker escape or access to a live victim disk. It was a storage-isolation failure underneath the sandbox: researchers recovered foreign directory structures, database pages and complete SQLite databases from reused blocks, and Cloudflare had to fix allocation plus retire existing disks and cached snapshots.
Vercel now deletes over-limit Hobby deployment history immediately
The 10GB Hobby storage cap has not changed, but the consequence of crossing it has. Vercel has removed the previous 30-day grace period for non-exempt deployments, shrinking the rollback and preview history free-plan builders can assume will remain available.
Kubernetes 1.37 moves more cluster operations into the core platform
The release consolidates several recurring cluster-management jobs into core APIs and controllers. HPA scale-to-zero is now default-on Beta, storage-version migration and Pod Certificates are Stable, DRA can satisfy existing extended-resource requests, and large etcd reads gain a streaming path that reduces peak memory pressure.
Artificial IntelligenceWeb DevelopmentAI CodingBrowsers & Web StandardsDeveloper ToolsActive dossier
Safari 27 gives coding agents a local MCP path into live browser debugging
WebKit's Safari MCP server is available in stable Safari 27.0 as well as Technology Preview. It runs locally, but captured page data passes to the connected agent; remote automation must be enabled explicitly.
Grafana Adaptive Metrics adds cost-first auto-apply to prevent metrics-series growth
The existing coverage-first mode keeps more query detail at the cost of possible series growth. Cost-first applies all reductions but only restores detail within the same series budget; it is a guardrail against metric-cardinality spikes, not a guarantee of a fixed bill.
Let's Encrypt's 64-day TLS certificates arrive February 10 — test renewals from October 14
The certificate lifetime change is not a new CA or endpoint. It is a renewal-timing deadline for operators whose cron jobs assume 90-day certificates.
Artificial IntelligenceWeb DevelopmentCloud & InfrastructureAI AgentsDeployment & DevOpsDeveloper ToolsActive dossier
Lightpanda 1.0 makes a Zig headless browser production-ready for agents and crawlers
The browser-for-machines project has reached 1.0 with a major web-compatibility jump and new cross-origin protections. It is not a drop-in replacement for every Chrome use case.
Cloudflare retires its legacy Registrar API — domain-management integrations need new endpoints
The replacement is not a drop-in path rename: Cloudflare separates domain search, availability checks and registration operations into newer endpoints, so old registrar automation can break after the cutoff.
Artificial IntelligenceWeb DevelopmentCloud & InfrastructureAI AgentsCloud PlatformsDeveloper ToolsActive dossier
Cloudflare Browser Run can now hard-limit agent sessions to approved hostnames
The useful change is containment rather than another browser-agent feature. Teams can let an agent operate a real browser while constraining its HTTP and HTTPS reach to the site and dependencies the task actually needs, reducing the blast radius of prompt injection, bad tool decisions or untrusted page content.
Cloudflare makes post-quantum origin TLS automatic — and cuts p90 handshake latency by more than 150ms
The useful shift is automation at the CDN-to-origin boundary: operators no longer need to manually force post-quantum key exchange, while Cloudflare says its measured HelloRetryRequest rate fell from about 52% to 3.7% across the scanned cohort.
Reddit opens Max campaign creation to third-party Ads API clients
The change makes Reddit's more automated campaign type usable by agencies, ad-tech platforms and internal campaign systems instead of only through first-party buying surfaces. It expands automation reach, but third-party builders inherit Max's creative and optimization assumptions rather than gaining a new manual campaign type.
Periskope raises monthly seat prices while turning AI usage into a separate credit layer
Periskope is moving toward a hybrid SaaS model: core access is still licensed per user, but variable AI work is now represented by credits that can be topped up separately. Monthly customers also face a 17–25% seat-price increase while annual rates remain unchanged.
Google Shopping now enables Local Inventory Ads by default — and `enable_local=false` can fail
The change is both a media-buying default and an API migration. Advertisers that want online-only Shopping campaigns must move that intent into listing scope or the inventory filter instead of relying on `ShoppingSetting.enable_local=false`.
Artificial IntelligenceWeb DevelopmentCloud & InfrastructureAI AgentsCloud PlatformsDeveloper ToolsActive dossier
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.
Microsoft Advertising makes AI Max the default starting point for new Search campaigns
Microsoft’s Search automation has moved from a limited test into a default campaign-creation path. Advertisers can still switch AI Max off, but new Search campaigns now begin with a suite that can expand queries, creative and landing-page routing beyond the manually supplied keyword-and-ad structure.
Google Ads API will stop creating new Smart Campaigns on September 23
Google has moved the Smart Campaign API creation cutoff to September 23. New create operations will fail, while existing campaigns can still be updated and served; Google points developers toward Performance Max, Search or Demand Gen for new automation.
Artificial IntelligenceCloud & InfrastructureAI AgentsCloud PlatformsCompute & AI InfrastructureActive dossier
Cloud Run sandboxes now work inside jobs and worker pools
Cloud Run sandboxes now cover all resource types. The August 5 expansion matters for builders whose agents or automation run in batch jobs or continuously pulling workers rather than HTTP services, while the feature remains pre-GA and shares CPU and memory with the host container.
Self-hosted Supabase now defaults to Envoy instead of Kong
Supabase’s self-hosted stack now routes through Envoy by default, bringing new API-key support and hardened gateway defaults while breaking some Kong-specific assumptions.