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Software Developer

8,000 SGD · period not specifiedSingapore, SGScore 65/1003d ago
Stack
large datasetsAmazon BedrockAnalytical ThinkingExperimentationLangGraphModel EvaluationBusiness in ChinaTechnological ProficiencyOpenAI APIAI ModelsEmbeddingKnowledge Base
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Description
Seeking Software Developer for Contract assignment. What will you do: 1. Experimentation &Evaluation Understand the business problem, POC objectives, and evaluation metrics. Design experiments to test different model configurations, prompts, or retrieval strategies. Analyse Gen AI outputs for quality, accuracy, and alignment with requirements; identify common failure modes (hallucination, bias, irrelevant answers, factual errors). Support SMEs in defining ground truth benchmarks for evaluation. 2. Data Preparation &Pipelines Profile and clean sample datasets for experimentation (lightweight data prep). Build and test simple pipelines for data ingestion, prompt construction, and output evaluation. 3. Gen AI & Agentic Techniques Work with foundation models via AWS Bedrock, Google Vertex AI, or Azure AI Foundry depending on engagement cloud posture. Apply working knowledge of China-origin models (DeepSeek, Qwen, GLM) as increasingly relevant, cost-effective alternatives. Apply agentic orchestration frameworks such as AWS Strands, LangGraph, or equivalent, for designing and testing multi-step agent workflows. Apply prompt strategies, prompt engineering patterns, and RAG design (chunking, embeddings, retrieval evaluation); support ingesting/vectorising content to knowledge bases. Provide insights and recommendations to improve model performance in quick iterations, including fine-tuning approaches where applicable. 4. FDE &Development/Maintenance Coverage During FDE engagements: r
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