Four Key Technical Challenges

Four Key Technical Challenges An architecture diagram generated by Archify. 1. GPU Resource Management · Key Technical Challenges 1. GPU Resource Management 2. Multi-LLM Integration · Key Technical Challenges 2. Multi-LLM Integration 3. Workflow Orchestration · Key Technical Challenges 3. Workflow Orchestration 4. Cost and budget control · Key Technical Challenges 4. Cost and budget control MIG · Time-Slicing · device-specific isolation / placement · Tools requiring validation MIG · Time-Slicing device-specific isolation / placement LiteLLM · Inference Gateway · Tools requiring validation LiteLLM Inference Gateway LangGraph / Kagent ADK · distinct runtimes / integration · Tools requiring validation LangGraph / Kagent ADK distinct runtimes / integration Langfuse · measurement + scoped cache · Tools requiring validation Langfuse measurement + scoped cache Fragmentation · Sharing · Scheduling Routing · Fallback · Load Balancing State · Branching · Error Handling Caching · Batching · Tiering Key Technical Challenges Tools requiring validation Legend Solution tooling Technical challenge

Validate the benefit

  • • MIG and time-slicing provide different isolation properties.
  • • Provider adaptation and model-Pod selection are different layers.
  • • Langfuse cost estimates are not invoices or enforced spending limits.