Blog

Developer guides, model releases and notes on running AI APIs in production.

79 posts · Page 4 of 4

After Google I/O, Latency Became a Product Feature article preview graphic

News analysis · May 22, 2025 · 4 min read

After Google I/O, Latency Became a Product Feature

Google I/O pushed multimodal and fast Gemini models forward, but the practical takeaway for API teams is simple: latency is now part of model selection.

Google I/O Made Latency a Product Feature article preview graphic

News analysis · May 20, 2025 · 3 min read

Google I/O Made Latency a Product Feature

A Google I/O 2025 analysis of Gemini 2.5 Flash, native audio, Live API workflows, and latency-aware routing.

Claude 4 Put Enterprise Model Policy Back in Focus article preview graphic

New model · May 6, 2025 · 4 min read

Claude 4 Put Enterprise Model Policy Back in Focus

A model-release analysis of Claude 4, coding workloads, advanced reasoning, and enterprise access policy.

LlamaCon Proved Open Models Need Product Infrastructure article preview graphic

New model · Apr 30, 2025 · 4 min read

LlamaCon Proved Open Models Need Product Infrastructure

Meta's Llama ecosystem momentum showed that open models are not only research artifacts. They need the same product infrastructure as closed APIs.

Tutorial: Build a Model Fallback Ladder article preview graphic

Tutorial · Apr 28, 2025 · 4 min read

Tutorial: Build a Model Fallback Ladder

How to design an AI fallback ladder that protects uptime without silently changing quality, latency, or customer cost.

Open-Weight Hosting Still Needs a Gateway article preview graphic

Infrastructure · Apr 16, 2025 · 3 min read

Open-Weight Hosting Still Needs a Gateway

An infrastructure guide to self-hosted model routes, hosted provider routes, and why open weights do not remove API policy.

Llama 4 Raised the Bar for Open-Weight Routing article preview graphic

New model · Apr 7, 2025 · 4 min read

Llama 4 Raised the Bar for Open-Weight Routing

A look at Llama 4 Scout and Maverick, open-weight multimodal models, and the routing questions they created for API teams.

Why Agent Products Need One Model API article preview graphic

NeuronGate marketing · Mar 25, 2025 · 3 min read

Why Agent Products Need One Model API

A NeuronGate product article on simplifying agent infrastructure with one API surface across providers, models, and budgets.

Blackwell Supply Is Already Showing Up in API Strategy article preview graphic

Infrastructure · Mar 25, 2025 · 4 min read

Blackwell Supply Is Already Showing Up in API Strategy

As new GPU capacity comes online, AI teams are rethinking pricing, latency, and how much provider flexibility they need.

Tutorial: Put Budgets Around Tool-Calling Agents article preview graphic

Tutorial · Mar 13, 2025 · 4 min read

Tutorial: Put Budgets Around Tool-Calling Agents

How to add token budgets, max steps, timeout rules, and settlement logs to agent workflows before users scale them.

The Agents SDK Era Needs Better API Boundaries article preview graphic

News analysis · Mar 12, 2025 · 4 min read

The Agents SDK Era Needs Better API Boundaries

As agent frameworks become mainstream, clean routing, spend controls, and model policy matter more than any single prompt pattern.

The Agents SDK Era Needs API Boundaries article preview graphic

News analysis · Mar 4, 2025 · 3 min read

The Agents SDK Era Needs API Boundaries

A March 2025 news analysis of agent frameworks, tool calls, and why multi-step AI workflows need gateway-level controls.

Tutorial: Build a Model Evaluation Harness article preview graphic

Tutorial · Feb 21, 2025 · 4 min read

Tutorial: Build a Model Evaluation Harness

A practical guide for comparing AI models with shadow traffic, scorecards, latency targets, and rollback criteria.

Designing a Model Catalog That Survives Price Changes article preview graphic

Infrastructure · Feb 13, 2025 · 3 min read

Designing a Model Catalog That Survives Price Changes

A February 2025 infrastructure guide to model catalogs, pricing history, provider aliases, and safe route migrations.

GPT-4.5 Preview Was a Cost Discipline Test article preview graphic

New model · Feb 5, 2025 · 4 min read

GPT-4.5 Preview Was a Cost Discipline Test

What GPT-4.5 preview taught API teams about expensive model access, user expectations, and model retirement planning.

DeepSeek R1 Made Reasoning Feel Like Infrastructure article preview graphic

News analysis · Jan 27, 2025 · 5 min read

DeepSeek R1 Made Reasoning Feel Like Infrastructure

After the January R1 release, teams started treating reasoning models less like demos and more like production infrastructure decisions.

How NeuronGate Helps Teams Try Open Reasoning Models article preview graphic

NeuronGate marketing · Jan 24, 2025 · 4 min read

How NeuronGate Helps Teams Try Open Reasoning Models

A NeuronGate product guide for safely testing open reasoning models while keeping one API, one balance, and one usage history.

Tutorial: Budget a Reasoning Model Test article preview graphic

Tutorial · Jan 14, 2025 · 4 min read

Tutorial: Budget a Reasoning Model Test

A step-by-step tutorial for reserving balance, limiting retries, and testing reasoning models without creating surprise AI API spend.

DeepSeek R1 Made Routing a Board-Level Question article preview graphic

News analysis · Jan 6, 2025 · 3 min read

DeepSeek R1 Made Routing a Board-Level Question

A January 2025 news analysis of DeepSeek R1, open reasoning models, and why teams needed provider routing before testing production traffic.