17 Aug
|
Arcana Analytics
|
India
17 Aug
Arcana Analytics
India
Title: Senior AI Engineer — Inference & Agent Systems
Location:
BLR/Remote India
What We're Building
Arcana is building AI agents that synthesize information across heterogeneous
sources and deliver structured, reasoned answers in real time. The product only
works if the agents are rapid, reliable, and correct, not approximately correct.
Our stack: Go + Temporal for orchestration, a Plan-Execute-Synthesize agent
architecture, and an evaluation harness we use to measure every regression. The
problems are hard. The latency bar is aggressive. The accuracy requirements are
unforgiving.
The Work
Inference Optimization
Drive TTFT below 400ms for multi-step agent pipelines
Streaming optimization: first token to user while sub-agents are still running
KV cache strategy, prompt compression, energetic context window management
Multi-provider routing: model selection by latency, cost, and task type across
OpenAI, Anthropic, Gemini, and open-weight models
Agent Architecture
Design and implement Plan-Execute-Synthesize pipelines that run sub-agents in
parallel DAGs,
not sequential chains
Build reliable orchestration on top of Temporal: retries, timeouts, partial
failure recovery, idempotency
Structured output enforcement: JSON schema validation, retry loops on
malformed LLM output, graceful degradation
Tool call design: schema design that LLMs actually follow reliably across
providers
Evaluation & Harness
Own the eval framework end to end: ground truth datasets, automated scoring
pipelines, regression detection on every PR
LLM-as-judge pipelines for qualitative output assessment
Latency regression testing - p50/p95/p99 tracked across every deployment
Adversarial test case design: ambiguous queries, missing data, conflicting
sources, malformed tool responses
Infrastructure
Model serving and cold start optimization
Async worker architecture for parallel sub-agent execution
Observability: trace every token, every tool call, every synthesis step
📌 Senior Ai Engineer — Inference Bengaluru (India)
🏢 Arcana Analytics
📍 India