News & guides
Using LangChain With Any OpenAI-Compatible Endpoint
Point LangChain at a non-OpenAI base URL, keep tool calling and streaming working, and know which abstractions quietly assume the official API.
· 9 min readVercel AI SDK: Wiring Up a Custom OpenAI-Compatible Provider
Point the AI SDK at your own base URL, stream to a React client, keep tool calls working, and avoid the edge runtime traps that break streaming in production.
· 9 min read
VS Code LLM Extension Setup: Custom Endpoints That Work
A provider-agnostic guide to wiring any VS Code AI extension to your own endpoint — where settings live, what the extension cannot infer, and how to debug it.
· 8 min readWindsurf Setup Guide: Custom Models and the BYOK Question
What Windsurf needs to talk to a model you chose, how to find the provider settings in your build, and the local proxy fallback when there is no slot for one.
· 8 min read
Writing Database Migration Scripts With an LLM
How to use a model for schema and data migrations safely: supply both schemas, demand reversibility, verify with dry runs and row counts, and know what not to delegate.
· 9 min read
Zed Setup Guide: Wiring Up a Custom Model Endpoint
Point Zed's agent panel at any OpenAI-compatible endpoint — the JSON provider block, the model metadata you have to declare yourself, and how to verify it.
· 8 min readAider Setup Guide: Any OpenAI-Compatible Endpoint
Configure Aider against a custom base URL — the openai/ prefix, .aider.conf.yml, model metadata for unknown models, and picking the right edit format.
· 8 min read
Automating Code Review With LLMs Without Drowning in Noise
Automated review fails on precision, not capability. How to budget comments, give the model the context a diff omits, and measure whether anyone is acting on the output.
· 9 min readBuilding a Chatbot From Scratch: The Parts Nobody Mentions
The model call is twenty lines. The other ninety percent is conversation state, idempotency, abuse limits and knowing when a reply was wrong. A build order that works.
· 9 min readChoosing an AI Provider: The Questions to Ask
A checklist of the questions that separate providers you can plan around from ones you cannot, covering model transparency, limits, compatibility and exit terms.
· 9 min readCline Setup Guide: Pointing It at a Custom Endpoint
Configure Cline against any OpenAI-compatible base URL — the provider fields, the model configuration block that people skip, and separate Plan and Act models.
· 8 min readContinue.dev Setup: config.yaml for a Custom Endpoint
Point Continue at any OpenAI-compatible base URL using config.yaml — model roles, apiBase, request options, and why the autocomplete slot needs its own model.
· 8 min readReady to try it?
Every model behind one key. Start free and upgrade when it sticks.