Arcanaanalytics

Senior AI Engineer — Inference & Agent Systems

Bangalore, Hybrid. Posted 8 months ago

The role

This person will drive inference optimization and design agent architectures for real-time AI agents. They will own the evaluation framework and build infrastructure for model serving and observability.

What you will do

  • Drive TTFT below 400ms for multi-step agent pipelines
  • Optimize streaming and KV cache strategy, prompt compression, and dynamic context window management
  • Implement multi-provider routing across OpenAI, Anthropic, Gemini, and open-weight models
  • Design and implement Plan-Execute-Synthesize pipelines using parallel DAGs
  • Build reliable orchestration on top of Temporal
  • Enforce structured output through JSON schema validation and retry loops
  • Design tool call schemas
  • Own the evaluation framework including ground truth datasets and automated scoring pipelines
  • Perform latency regression testing and adversarial test case design
  • Manage model serving, cold start optimization, and async worker architecture

Required qualifications

  • Built something that runs in production at a meaningful scale
  • Worked on inference pipelines where TTFT was the primary metric
  • Built multi-step agent systems
  • Written eval harnesses from scratch
  • Debugged LLM non-determinism in production
  • Worked with streaming LLM responses and built infrastructure around partial output handling
  • Shipped inference systems at a real-time AI product, a model serving infrastructure company, or an agent platform
  • Or built eval/harness infrastructure that a team of 10+ engineers trusted to catch regressions

Nice to have

  • Fine-tuned models
  • Used LangChain/LlamaIndex
  • Strong ML research background
  • Stack familiarity with Go, Python, Temporal, Kafka, PostgreSQL, Docker

Before you apply

  • Send one system you built where latency was the primary constraint including what you measured, what you changed, and what moved
  • Send a link to anything public such as code, writing, or talks
  • No cover letter required

About the company

Arcana is building AI agents that synthesize information across heterogeneous sources and deliver structured, reasoned answers in real time.

Senior AI Engineer — Inference & Agent Systems at Arcanaanalytics | JobZoey