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Agent Developer
Agent DeveloperRecro • malappuram, kerala, in
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Agent Developer

Agent Developer

Recro • malappuram, kerala, in
1 day ago
Job description

Overview

Design, build, and operate production-grade AI agents and tools using modern agentic frameworks in Python. You’ll implement complete agentic workflows—planning, reasoning, retrieval, tool calling, evaluation, and observability—on AWS-native infrastructure. The role demands hands-on development skills, strong understanding of agent frameworks, and experience integrating securely with enterprise applications and data systems.

Responsibilities

  • Build and operate agentic workflows in Python (3.11+) using LangGraph or LangChain (preferred). Experience with Semantic Kernel, AutoGen, or CrewAI is valuable.
  • Implement tool and function calling flows with schema validation, structured arguments, memory, multi-step planning, and orchestration.
  • Develop retrieval-augmented generation (RAG) and hybrid search pipelines — ingestion, chunking, embeddings (Bedrock / OpenAI), ranking, query planning, grounding, and caching.
  • Deploy and operate agents on AWS Elastic Kubernetes Service (EKS) or Amazon ECS; manage components like S3, RDS (SQL Server), ElastiCache (Redis), Amazon SQS / SNS, and OpenSearch Serverless.
  • Use AWS Bedrock for model orchestration and custom RAG services for knowledge retrieval; integrate with external systems through API Gateway and secure endpoints.
  • Ensure observability and reliability : tracing, metrics, and structured logs via Datadog and OpenTelemetry; define alert thresholds and dashboards.
  • Integrate with enterprise applications (e.g., SAP, Salesforce, ServiceNow) using APIs with OAuth2 / OIDC, retries, and idempotency.
  • Apply security and compliance best practices — IAM policies, AWS Secrets Manager, content filters, prompt-injection defenses, and audit logging.
  • Collaborate with AI architects, backend engineers, and product teams to optimize agent performance, cost, and user experience.
  • Use existing CI / CD pipelines (GitHub Actions / AWS CodeBuild / CodePipeline) for build, test, and deployment; maintain test coverage with pytest and regression suites .

Must Have

  • 4–6 years in AI / ML or backend engineering, including 2+ years building GenAI or agentic solutions.
  • Strong command of Python 3.11+ — asyncio, typing, packaging, pytest, and profiling.
  • Hands-on experience with LangGraph or LangChain (preferred) for tool orchestration, reasoning, and memory.
  • Experience designing RAG pipelines with vector stores like OpenSearch, pgvector, or Pinecone.
  • Working knowledge of AWS components : EKS, S3, RDS, ElastiCache, SNS / SQS, API Gateway, and Secrets Manager.
  • Proven ability to instrument and monitor services with Datadog, CloudWatch, and OpenTelemetry.
  • Strong grounding in security, rate limiting, circuit breakers, and resilient service design.
  • Clear and structured communication — design docs, flow diagrams, and code reviews.
  • Good to Have

  • Multi-agent collaboration patterns — coordinator-worker, task decomposition, human-in-the-loop.
  • Evaluation depth — regression suites, hallucination detection, grounding and recall scoring.
  • Familiarity with AWS Bedrock, LLM evaluation pipelines (phoenix / arize, promptfoo), or custom guardrail frameworks.
  • Experience building streaming or chat-based agent UIs integrated with reasoning traces.
  • Exposure to DevOps workflows — Docker, CI / CD use, environment promotion, and release versioning (setup not required).
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    Developer • malappuram, kerala, in

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