Research Engineer

ixigo

Full Time3+ yearsPosted 17 days ago

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Overview

Position Type

Full Time

Experience

3+ years

Job Description

Job Description

Voice agents fail in ways traditional software doesn't. ASR confidence drops on an accent and a tool call misfires. Latency breaks turn-taking and the LLM hallucinates a policy. A model swap silently regresses production and nobody catches it for a week.

We're building self-healing voice agents for enterprise customer support. This role owns the intelligence layer: the evals that catch failures before shipping, the observability that traces them across the pipeline, and the feedback loops that let agents fix themselves

What you'll own

Evaluation infrastructure. Audio-native metrics for barge-in, prosody, and turn-taking. Adversarial datasets across accents and edge cases. LLM-as-judge rubrics for task success, tool-use correctness, and recovery.

Observability across the pipeline. Tracing that correlates audio, STT, LLM reasoning, tool calls, and TTS to a single conversation. Analysis and alerting that surfaces cascade failures instead of hiding them.

Self-improvement systems. Mine production traces for failure patterns, generate targeted training or prompt data, validate fixes with adversarial replay, and guardrail against regressions.

Required Skills

Ml EngineeringSearch EngineeringApplied ResearchPythonModern Llm ToolingSpeech And Audio MlLlm Agent SystemsObservability InfrastructureReal Time SystemsTelephony ExperienceRlhfDpoSynthetic Data PipelinesEnterprise Cloud Deployments

About the Company

ixigo

Delhi, India

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