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Insights, product notes, and implementation guides for teams building on AI APIs.

Grok 4.3 vs GPT-5: Benchmarks, Pricing, and When to Route Each
Gateway Comparisons

Grok 4.3 vs GPT-5: Benchmarks, Pricing, and When to Route Each

A source-backed routing guide for teams comparing Grok 4.3 and GPT-5 on pricing, context, benchmark design, migration timing, and when to use a gateway.

Oct 30, 2026Flatkey Team
Rent a GPU Server: Architecture, Performance, and Cloud Deployment Guide
Cost, Billing, and Ops

Rent a GPU Server: Architecture, Performance, and Cloud Deployment Guide

Learn how to rent a GPU server with the right allocation, topology checks, deployment stages, and acceptance tests before committing to capacity.

Oct 28, 2026Flatkey Team
Low GPU Utilization in LLM Inference: Find CPU, Data, Network, and Batching Bottlenecks
Cost, Billing, and Ops

Low GPU Utilization in LLM Inference: Find CPU, Data, Network, and Batching Bottlenecks

A step-by-step diagnosis for low GPU utilization in LLM serving: baseline metrics, CPU and tokenizer checks, batching and KV cache, plus a reproducible CPU-bottleneck experiment.

Oct 28, 2026Flatkey Team
GPU Server Rack: Architecture, Performance, and Cloud Deployment Guide
Cost, Billing, and Ops

GPU Server Rack: Architecture, Performance, and Cloud Deployment Guide

A practical guide to mapping, validating, and deploying rack-scale GPU capacity for AI workloads.

Oct 27, 2026Flatkey Editorial Team
PII Redaction API Guide (2026): AWS, Google Cloud, Azure, and Presidio Compared for LLM Apps
Enterprise Controls and Trust

PII Redaction API Guide (2026): AWS, Google Cloud, Azure, and Presidio Compared for LLM Apps

A PII redaction API finds and masks personal data in text. Compare Amazon Comprehend, Google Sensitive Data Protection, Azure Language PII and Presidio, with code, pricing units, real detection results and an LLM redaction pipeline.

Oct 27, 2026Flatkey Team
Architecture notes

Architecture notes

Oct 26, 2026Marcus Ellison

API notes nl-md-js

Oct 26, 2026Marcus Reid

API notes nl-md-imgjs

Oct 26, 2026Marcus Reid

API notes nl-math

Oct 26, 2026Marcus Reid

API notes nl-html-svg

Oct 26, 2026Marcus Reid

API notes nl-details

Oct 26, 2026Marcus Reid

API notes nl-html-img

Oct 26, 2026Marcus Reid
API cover notes

API cover notes

Oct 26, 2026Marcus Reid

API notes nl-a-auto

Oct 26, 2026Marcus Reid

md-object

Oct 26, 2026Marcus

md-link-svg

Oct 26, 2026Marcus

md-img-svg

Oct 26, 2026Marcus

md-embed

Oct 26, 2026Marcus

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