This is a 6-month contract role under Optimum Solutions.
This role supports our client, a leading Southeast Asian superapp that offers a wide range of services, including mobility, food delivery, and digital payments.
Work Schedule and Hours: Monday - Friday, 10am - 7pm (inclusive of a 1-hour lunch break)
Key Responsibilities:
• Take ownership of the ACS embedded-evaluation workstream.
• Establish reliable regression evaluation for at least one additional agent team.
• Make its distributed traces consistently usable for debugging and automated evaluation.
• Ship at least one reusable improvement to EvalsHub or its SDK/tooling.
• Reduce manual evaluation effort through automated datasets, evaluators, and CI integration.
• Document ownership, operational procedures, and onboarding guidance.
• Embed with AI product teams and own measurable agent-quality outcomes.
• Build and maintain golden datasets, regression suites, evaluation pipelines, and quality dashboards.
• Convert product rules and human review procedures into deterministic, numeric, LLM-as-judge, trajectory, tool-selection, SOP-adherence, and multi-turn evaluators.
• Diagnose evaluation and production-trace failures, then convert findings into dataset improvements, evaluator changes, or fixes to prompts, tools, skills, and agent workflows.
• Instrument distributed agent systems using OpenTelemetry, including Temporal workflows and Go/Python services.
• Ensure traces contain consistent inputs, outputs, tool calls, metadata, feedback, and root-agent results.
• Develop reusable capabilities across EvalsHub backend, SDK, CLI/plugins, and supporting frontend interfaces.
• Integrate evaluations into CI/CD and model-release workflows.
• Run model, retrieval, embedding, and agent-architecture experiments; balance accuracy, latency, and cost.
• Drive migrations from legacy evaluation and observability systems.
• Write technical designs and documentation, run demonstrations, and enable engineering teams to use evaluation tooling independently.
• Participate in the LLMOps operational rotation and support production-quality integrations.
Qualifications:
• Minimum 2 years of relevant experience in one or more of the following areas:
> EvalsHub, LangSmith, LangGraph/LangChain, FastAPI, Temporal, Grafana, Redis, or similar technologies.
> React/TypeScript and internal developer-tooling interfaces.
> LLM-as-judge, multi-turn evaluation, tool/MCP evaluation, and agent-trajectory analysis.
> Text-to-SQL/Text-to-DSL, RAG, semantic retrieval, embedding evaluation, or model benchmarking.
> Building platform capabilities that can be reused across several AI products.
• Strong analytical and problem-solving skills related to AI systems, evaluation frameworks, and data-driven quality improvements.
• Excellent project management and cross-department communication abilities.
• A detail-oriented and metrics-driven approach to continuous improvement
OPTIMUM SOLUTIONS (SINGAPORE) PTE LTD
OPTIMUM SOLUTIONS (SINGAPORE) PTE LTD
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