Mehrium
Cognitive System Orchestration
Built Like It's Already Won.

AI Development

Integrating intelligent cognitive patterns into workflow interfaces. We develop production LLM pipelines, semantic agent states, vector search engines, and real-time generation features optimized for latency and token cost.

85ms
Average Vector Similarity Lookup Latency

Our Execution Cycle.

01

Model Selection & Architecture

Evaluating LLMs vs. custom models, prompt token efficiency, and response structures.

02

Vector Database Setup

Configuring embedding pipelines, vector indexing (pgvector/Pinecone), and hybrid searches.

03

Agentic Framework Routing

Structuring multi-agent decisions, tooling calls, fallback circuits, and validation.

04

API Integration & Speed Tuning

Implementing response streaming, caching token layers, and telemetry logs.

Capabilities & Key Deliverables

  • Cognitive Agent Pipelines
  • Vector Search Integration
  • Prompt Engineering Library
  • LLM Telemetry Dashboard

Primary Tooling & Stack

PythonLangChain / LangGraphOpenAI / Claude APIpgvector / PineconeFastAPIHelicone

Ready to integrate this?

Speak directly with our technical coordinator to configure your project specs and timelines.

Call us: +1 (510) 851-8447Call us