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Customer managed keys for SageMaker MLflow arrived on 24 August 2026. They cover MLflow Apps in 16 AWS Regions and no MLflow Tracking Server, which is where most teams still are.
Manu Shukla 
Transparent backgrounds reached preview on gpt-image-2 on 20 August 2026. Image output bills at $30.00 per 1M tokens, yet the only published token table covers the older models.
Manu Shukla 
OpenAI split Daybreak into Blue and Red tiers on 7 August 2026. Red bills 3.1x Blue's input rate, carries a long-context surcharge that can never fire, and is in no regional processing list.
Manu Shukla 
Anthropic prices US-only inference at 1.1x on Claude 4.6 and later. Until Claude Code 2.1.239 on 21 August 2026, the CLI cost display and budget cap left that 10% out. What it costs and how to check.
Manu Shukla 
Cloudflare Artifacts gained data localization on 13 August 2026 with two jurisdictions, eu and us. A repo pushed to an unknown namespace auto-creates that namespace, unrestricted and immutable.
Manu Shukla 
R2 gained a third jurisdiction on 17 August 2026, guaranteeing US storage and processing. The docs updated on 19 August list one limitation. Four more sit in pages Cloudflare has not touched since April.
Manu Shukla 
AWS enabled AMI creation with local snapshots on Outposts on 19 August 2026. The docs add a required --snapshot-location flag, so unchanged create-image automation now returns InvalidParameterValue.
Manu Shukla 
OpenAI now lets one API key target us., eu. or in.api.openai.com per request. Only the US, EU and UAE support regional inference. India, the UK and Japan are storage-only.
Manu Shukla 
Anthropic shipped session budgets for Claude Managed Agents on 7 August 2026. The cap is priced at public list rates, overshoots by one model request per thread, and on a deployment it bounds every run separately.
Manu Shukla 
Mistral's Agentic Search launch claims a jump from 26.7% to 86% on FinanceBench. The 86% figure belongs to a Z.ai model, and the managed path that delivers it cannot run on Mistral's EU regional endpoint.
Manu Shukla 
OpenAI's 19 August 2026 Zero Data Retention post promises prompts are not retained. Its own API docs list 14 of 25 endpoints as ZDR-ineligible, keep CSAM-flagged images regardless, and price non-US residency at a 10%
Manu Shukla 
Google now offers Gemini inside Indian data centres two different ways: air-gapped on Google Distributed Cloud, and in-region through Gemini Enterprise. RBI's payment-data directive asks for storage in India, not
Manu Shukla 
India notified the DPDP Rules in November 2025, with core obligations 18 months out and penalties up to ₹250 crore. The data-residency and multi-region cloud architecture Indian teams should build now.
Manu Shukla 
Microsoft now runs two managed Postgres services on Azure. HorizonDB's preview limitations list decides most of these choices before any benchmark does, and one of those limits rules it out for Indian workloads entirely.
Manu Shukla 
Most private LLM pitches in India misread the law. DPDP mandates no blanket localisation; RBI's circular allows offshore processing if data returns within 24 hours. Here is what the rules say and what the GPUs cost.
Manu Shukla 
Sarvam AI became India's newest AI unicorn at a $1.5 billion valuation, led by HCLTech's $150 million bet. What sovereign AI, data residency, and 22-language models mean for enterprise buyers in 2026.
Manu Shukla 