From the console

      # Notes from the console.

      What the neureus team is building, deploying, and learning — written the way we'd explain it to another engineer.

    
  
  
    
      
      
        2026-06-20
        
          ## How to Build a Multi-Model AI App Without LangChain

          LangChain is a framework you host and maintain. Here's how to build a multi-model AI app — routing across Claude, GPT, and Llama — with a managed API.

        
        
      
      
        2026-06-20
        
          ## Using Neureus with Next.js App Router

          A complete guide to integrating Neureus AI into a Next.js 15 App Router project — streaming chat, RAG, and server actions. Production patterns, not toys.

        
        
      
      
        2026-06-18
        
          ## Cut Your OpenAI Bill 40% with Batch Inference

          OpenAI's Batch API charges 50% of realtime rates. Neureus adds another 40% off. Here's how to spot workloads safe to batch and implement it in 30 minutes.

        
        
      
      
        2026-06-18
        
          ## Neureus vs Direct OpenAI SDK — When to Switch

          The direct OpenAI SDK is the right default. Here's the exact moment it stops being enough — and what you get when you switch to Neureus.

        
        
      
      
        2026-06-16
        
          ## RAG in 50 Lines — Build a Document Q&A App

          Retrieval-Augmented Generation doesn't need a vector database, embedding service, or orchestration library. Here's a complete RAG app in 50 lines.

        
        
      
      
        2026-06-16
        
          ## How to Build a Customer Support Bot in 100 Lines

          A complete customer support bot using Neureus: ingest your docs, add semantic search, stream responses, and handle escalation — under 100 lines of TypeScript.

        
        
      
      
        2026-06-14
        
          ## Why We Priced 10% Below OpenRouter — And How We Sustain It

          Neureus tokens always cost 10% less than OpenRouter. Here's the mechanism: a 4-pass prompt preprocessor that cuts token count before provider billing.

        
        
      
      
        2026-06-12
        
          ## The AI Stack That's Costing You $700/Month

          Most teams running AI in production pay for 5 separate services that could be one API call — here's how to cut it by 80%.

        
        
      
      
        2026-06-10
        
          ## Composable Intelligence Patterns: Beyond One Model

          Single LLM calls solve simple problems. Complex workflows need patterns: generate-verify, consensus, cascade. Here's how to implement them as one API call.

        
        
      
      
        2026-06-08
        
          ## MCP Server vs REST API: When to Use Each for AI Integrations

          MCP and REST APIs solve different problems. Here's when to expose your product via MCP, when to stick with REST, and how Neureus supports both.

        
        
      
      
    
  
  
    
      Get in touch

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