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Offline training: how OpenAI air-gaps frontier RL runs
OpenAI’s security post on its frontier training environment confirms a major architectural shift: reinforcement learning for frontier models now runs with no internet access, against a pre-stored mirror of the web. The trigger was...
Artificial Intelligence
VPC Endpoints for AI APIs: The Private Access Setup
Artificial Intelligence
Structured Outputs: Getting Reliable JSON From LLMs
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Artificial Intelligence
EU Data Residency for AI Workloads: The Setup Guide
Keeping AI workloads inside the EU is a routing decision, not a hosting decision. On all three hyperscalers the default path for foundation models is global, and the residency guarantee arrives only when you...
Artificial Intelligence
Zero Data Retention: Auditing the Defaults You Inherit
Zero data retention (ZDR) means a provider keeps no copy of your prompts, completions or derived state after a request finishes. It is a configuration and procurement target, not a product tier you can...
Fresh perspectives
Artificial Intelligence
Provisioned Throughput: Sizing Reserved AI Capacity
Provisioned throughput is a reservation against model-serving capacity: instead of paying per token on shared infrastructure, you pay a fixed rate for dedicated processing capacity held around the clock. The unit differs by provider...
Artificial Intelligence
Half-Price Tokens: Batch Inference for Async Workloads
Batch inference APIs sell you the same models at half price in exchange for latency you can budget for: results arrive in minutes or hours instead of milliseconds. Anthropic charges all batch usage at...
Artificial Intelligence
Cloudi AI Decoded: The Typo Triage Worksheet for GSC
Cloudi AI is not a product, a vendor, or an acronym. It is a recurring mistyped search for cloud AI platforms — one dropped character away from “cloud AI” — and in our own...
Artificial Intelligence
TTFT vs ITL: Splitting LLM Latency Metrics That Matter
A slow LLM feature is almost never uniformly slow, and treating it as one number guarantees a bad diagnosis. Time to first token (TTFT) is how long the user waits before the first word...
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Artificial Intelligence
MCP Server Security: An Engineer’s Audit Checklist
Artificial Intelligence
Update Pass: Fixing GSC Pages With CTR Below Intent
Artificial Intelligence
Embeddings on CPU: When Self-Hosting Is Enough
Artificial Intelligence
Latency Budgets for LLM Features: The SLO Worksheet
Artificial Intelligence
LLM Observability Logging: What to Keep, What to Redact
Artificial Intelligence
AI Gateway Rate Limiting and Quota Design That Holds
Artificial Intelligence
RAG on Managed Vector Databases: Architecture Guide
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