OneMux Insights
Practical notes on routing, cost control, API compatibility, and operating multi-model AI systems.
A practical LangGraph pattern for customer-support triage: route requests, call lookup tools, pause refunds for human approval, and bound graph execution.
Configure Cline's OpenAI-compatible provider through its SDK, then build a document question-answering workflow that returns verifiable source references.
Design an n8n workflow that proposes repository changes, asks a person to approve the write, and verifies the resulting commit with tests.
Build a LangGraph workflow that calls a tool when needed, stops within a defined execution budget, and returns structured data validated against a Pydantic schema.
Configure Cline with an OpenAI-compatible provider and OneMux for customer support triage while keeping every customer-facing action behind human approval.
A practical n8n design for document question answering with source attribution, selective human approval, and a conditionally compatible OpenAI-style model endpoint through OneMux.
Build a LangGraph document question-answering agent that decides when to retrieve, evaluates context, retries weak searches, and returns source-attributed answers without unbounded execution.
Configure Cline with an OpenAI-compatible provider, connect it to a coding workflow, and verify repository changes with tests. Includes prerequisites, TypeScript configuration, limitations, and troubleshooting.
Learn how to estimate GPT 6.1 Terra workload costs and bound context, retries, and output tokens for structured extraction with JSON Schema validation through OneMux.
Build an n8n workflow that extracts structured data through an OpenAI-compatible API, validates the result against a JSON Schema, and requires human approval before a sensitive tool runs.
A practical guide to evaluating Qwen3.8 Flash for agentic coding, tool use, and vision-language workloads while keeping LLM API spend visible and controlled through OneMux.
Learn how to build a stateful LangGraph agent featuring tool calling, step bounding, and automated test verification for repository code changes.