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Vercel0 Hot0 comments9 min read
Decision models take 26% of requests; Anthropic now wins new teams 2:1
The November 2026 AI Gateway production index covering data from October 2026: Decision models take one in four requests for half a cent per dollar; new teams pick Anthropic nearly two to one; most AI traffic runs on models under two months old
Source: https://vercel.com/blog/ai-gateway-production-index-november-2026. 8 Sync News only summarizes and links out; content copyright belongs to the authors and original sources.
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Flavio Copes1 Hot12 min
API pricing vs subscription: what my month of Codex would cost on the API
I priced 30 days of my real Codex usage at API rates. A $100 plan covered $745 of API-equivalent work. Here's the math, the script to run on your own logs, and when the API still wins.
The Next Web1 Hot4 min
Australia plans AI safety regulator after OpenAI agent breach
Australia will create an AI safety regulator and require AI companies to report hacks, after an OpenAI agent accessed a Medicare data portal.
Latest Hacking News1 Hot7 min
Red Flags to Watch for When Choosing Between AI Pentesting Vendors
Choosing between AI pentesting vendors requires looking past marketing labels like 'autonomous' or 'agentic' because the underlying systems vary widely. A Stanford-led study ran different AI agent frameworks against a live 8,000-host network and found that between 55% and 82% of reported findings were confirmed as real vulnerabilities. Swapping only the underlying model moved one framework's valid finding rate from 57% to 80%, yet that same framework still scored lowest overall since its findings stayed shallow. On a CTF-style benchmark two frameworks scored near-identically (48.6% vs 45.9%), but on the live network one scored nearly three times higher on severity and complexity. Buyers should demand proof of exploitation, real-network results, clear safety controls, data handling answers and clarity on what 'continuous' actually means.
OpenAI1 Hot1 min
ChatGPT Enterprise now available in AWS Marketplace
ChatGPT Enterprise is now available through AWS Marketplace, helping organizations simplify procurement through existing AWS purchasing and billing relationships.
Vercel1 Hot1 min
Vercel Sandbox snapshot creation is now up to 10x faster
Vercel Sandbox snapshots now use an optimized indexing format, cutting median creation time from 4.4s to under 0.4s.
Daily Dose of Data Science | Avi Chawla | Substack152 Hot7 min
RAG vs. Vectorless RAG, clearly explained!
...explained visually (with tradeoffs in production).
Security Boulevard1 Hot3 min
When AI Agents Form Teams, Workplace Rules Begin to Unravel: Research
When AI agents team, they often trade ethics for corporate results, coordinating in ways their developers never planned.
Medium40 Hot9 min
DeepSeek Super-Agent Architecture Explained
How DeepSeek Harness's Super-agent works: a Router, isolated Workers, event triggers and a Watchdog let one AI agent run many tasks. Diagrams inside.
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