NeuroscaleEngineering

Neuroscale Engineering

Deep dives into AI architecture, system design, and production engineering. The stuff that actually runs in prod.

Latest Articles

AI Architecture

Amazon Bedrock Pricing Deep Dive — Real Costs at 1M, 10M, and 100M Tokens

Real Bedrock costs at scale: Sonnet vs Nova, the OpenSearch trap, and three discounts that cut bills in half. Numbers the marketing page hides.

8 min read
amazon bedrockawsllm pricing
AI Architecture

Self-Hosting LLMs in 2026 — When It Makes Sense and When It Doesn't

The break-even is 500M tokens a day. Below that, APIs win. Here's the actual math, the hidden costs, and the four conditions that justify your own GPUs in 2026.

8 min read
self-hosted LLMvLLMGPU infrastructure
AI Architecture

Vibe Coding in 2026 — What It Actually Means for Engineering Teams

The term Karpathy coined is already obsolete. Here's what vibe coding does to engineering teams in 2026 — adoption, productivity, security, the playbook.

7 min read
vibe codingagentic engineeringAI coding tools
AI Infrastructure

Amazon Bedrock AgentCore: From Idea to AI Agent in Minutes

AgentCore is AWS's modular agent platform — Runtime, Memory, Gateway, Identity, and Observability you can adopt one piece at a time. Here is what it actually does.

9 min read
AWSBedrockAgentCore
AI Architecture

Amazon Bedrock vs Google Vertex AI vs Azure AI — The Real Architecture Difference

The architectural choices behind the three big enterprise AI platforms — and the trade-offs every team hits in production.

11 min read
Amazon BedrockVertex AIAzure AI Foundry
AI Architecture

MCP: The Complete Developer Guide to Model Context Protocol

How Model Context Protocol actually works under the hood — primitives, transports, security, and the production patterns nobody warns you about.

11 min read
MCPModel Context ProtocolAnthropic

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