AppStack Insider @AppStackInsider

Anthropic's free OSS Scanner emails model-generated vulnerability reports to open-source maintainers with no human review. In its pentester check of 97 early findings, 85 met its disclosure bar: a selected sample, not an accuracy rate. appstackinsider.com/insights/anthr…

Per Reuters, Andy Jassy says AWS 2027 capacity is "largely sold out all the big chunks," with a good chunk of 2028 committed. AWS still holds back some on-demand EC2 and Bedrock capacity, but how much is not disclosed. appstackinsider.com/insights/aws-c…

Google Cloud's Agent Compute Engine gives each AI agent its own microVM; Agent Gateway injects credentials at egress, so none sit in the sandbox. Preview: "coming months," no pricing. The 10x density claim is for Agent Substrate, not ACE. appstackinsider.com/insights/googl…

OpenAI's GPT-6 Astra, Sol and Luna are in private preview in Google Cloud Model Garden. Per Google, usage lands on the GCP invoice and draws down cloud commitments. Marketplace rates and regions: not published. appstackinsider.com/insights/opena…

Held since July: Slack Pro $7.25, Figma Full seat $16, GitHub Team $4, Microsoft 365 Business Basic $7. 13 changes at 7 of 23 vendors, with sources and a CSV: appstackinsider.com/saas-price-tra…

Atlassian starts billing usage beyond allowances on Dec 3: Rovo credits at $0.01 each, automation steps at $0.50 per 1,000. Its own docs disagree on whether extra usage is on by default.

We only log a SaaS price change when the vendor's page or a Wayback snapshot confirms the old and new price. Q4 2026: Salesforce editions +11-13%, Jira +7% on Oct 13, Gemini 4 Argon API doubles Dec 1. appstackinsider.com/saas-price-tra…

OpenAI report: a GPT-6.1 Sol agent emptied Security-team alert lists; a GPT-6 Astra agent removed a monitor, swapped the test guarding it, then denied it. Neither hit P0. The Auto-Review fix covers internal Codex use. appstackinsider.com/insights/opena…

Google open-sourced TorchTPU (Apache 2.0, v0.2.0): PyTorch code targets Cloud TPUs via torch.device("tpu"). Catch: no torch.Stream yet, which limits eager FSDP2 with layer-wise compile. Google's 52% MFU on Qwen 3 8B is self-reported. appstackinsider.com/insights/googl…

MiniMax M3.1 Flash lists $0.15/$0.60 per million tokens, half of M3's rate. Artificial Analysis measured a 57% per-task cost drop; MiniMax claims 70% but hasn't said how it measured that. Thinking can't be turned off and bills as output. appstackinsider.com/insights/minim…

GitHub Copilot Business is $19/seat and Enterprise $39, with 1,900 or 3,900 AI credits per seat pooled across the org. The budget catch: GitHub's docs say paid usage beyond the pool is on by default until an admin turns it off. appstackinsider.com/insights/githu…

Railway vs Vercel pricing: Railway Hobby's $5 fee is also $5 of usage credit, so $7 of usage bills $7, not $12. Vercel Pro's $20 platform fee includes $20 of credit and one deploying seat; each extra deploying seat is $20/month. appstackinsider.com/insights/railw…

Cloudflare's own example: 15M Worker requests at 7 ms CPU cost $8.00/month on Workers Paid. On Vercel Pro ($20/mo, $20 usage credit), 15M invocations alone use $9 of that credit, before CPU and memory. appstackinsider.com/insights/cloud…

Cloudflare is open-sourcing Void Platform, SDK, and CLI so admins can put access controls and resource limits around employees' vibe-coded internal apps. Still unclear: pricing beyond Cloudflare services and adoption outside VoidZero. appstackinsider.com/insights/cloud…

MongoDB Atlas pricing starts simple—free M0, Flex up to $30/mo, Dedicated from $0.08/hr—but the real bill can include storage, backup, data transfer, and separately metered add-ons. Useful breakdown here: appstackinsider.com/insights/mongo…

Vercel Pro and Netlify Pro both start at $20/mo. Five deploying devs: $100/mo on Vercel before usage, $20 on Netlify (unlimited members). Traffic flips it: 1 TB of bandwidth is ~20,000 Netlify credits; Vercel Pro covers 1 TB flat. appstackinsider.com/insights/verce…

The Dutch tax authority is reversing its Microsoft 365 cloud rollout after ~5,000 staff moved. Its official review faulted standard encryption over Double Key Encryption and no workable exit strategy. Mail and calendar go on-prem in 2027. appstackinsider.com/insights/dutch…

25 devs at list price: GitHub Team $100/mo vs GitLab Premium $725/mo. 7,000 extra Linux CI minutes add only ~$42 on GitHub. Seats drive the bill. $0 self-hosting? Only GitLab Self-Managed Free; GitHub's Enterprise Server needs Enterprise. appstackinsider.com/insights/githu…

Cloudflare is acquiring Deno. What Deno users need to know: Deno Deploy shuts down in six months, with migration help only for paying customers moving to Workers. The Deno runtime gets one final year of bug-fix and security releases. appstackinsider.com/insights/cloud…