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Junior Gen AI Engineer-AWS Bedrock, Vertex AI
Junior Gen AI Engineer-AWS Bedrock, Vertex AIBryckel AI • Moradabad, IN
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Junior Gen AI Engineer-AWS Bedrock, Vertex AI

Junior Gen AI Engineer-AWS Bedrock, Vertex AI

Bryckel AI • Moradabad, IN
8 days ago
Job description

Junior ML Engineer – LLM Infrastructure & Orchestration

About Us

We are a legal AI platform that ingests entire contracts and runs long-context, multimodal LLM pipelines on AWS Bedrock (Claude) and Vertex AI (Gemini) .

We operate schema-constrained LLM systems : prompts define intent, and Pydantic models enforce structure, validation, and reliability across production workflows.

We’re hiring an ML Engineer (~1 year experience) to own LLM orchestration, latency, and scaling for workflows already live with customers. Available to join immediately or within 1 month

This role is production ML systems engineering , not model training.

What You’ll Do

  • Build and operate end-to-end LLM pipelines for full-document analysis (100–500+ page contracts)
  • Implement schema-first LLM inference using Pydantic to produce deterministic, typed outputs
  • Own LLM orchestration logic : prompt routing, validation, retries, fallbacks, and partial re-execution
  • Optimize latency, throughput, and cost for long-context inference (batching, streaming, async execution)
  • Build and scale OCR → document parsing → LLM inference pipelines for scanned leases (Textract)
  • Develop streaming and async APIs using FastAPI
  • Manage distributed background workloads with Celery (queues, retries, idempotency, backpressure)
  • Productionize report generation (DOCX / EXCEL) as deterministic pipeline outputs
  • Deploy, monitor, and scale inference workloads on AWS (Bedrock, EC2, S3, Lambda)
  • Debug production issues : timeouts, schema failures, partial extractions, cost spikes

What You’ll Own Technically

  • Pydantic-based schemas for all LLM outputs
  • Prompt ↔ schema contracts and versioning
  • Validation, retry, and fallback mechanisms
  • Latency and cost optimization for long-context inference
  • Reliability of OCR + LLM pipelines at scale
  • Must Have

  • Strong Python and async programming fundamentals
  • ~1 year experience working on production ML or LLM systems
  • Hands-on experience with Claude, Gemini , and AWS Bedrock
  • Experience with schema-constrained LLM outputs (Pydantic, JSON Schema, or similar)
  • Experience with OCR and document-heavy pipelines
  • Experience with Celery or distributed async job systems
  • Comfort treating LLMs as non-deterministic services requiring validation and retries
  • Individual contributor mindset in a lean startup
  • Available to join immediately or within 1 month
  • Nice to Have (Strong ML Signals)

  • Experience with streaming LLM responses
  • Familiarity with long-context failure modes and truncation issues
  • Experience with LLM output evaluation or regression testing
  • Cost monitoring and optimization for LLM inference
  • Why Join Us

  • Work on real production ML systems , not demos
  • Own core LLM infrastructure end-to-end
  • Direct exposure to long-context, document-scale AI
  • Fully remote, fast-paced startup
  • CTC : ₹9,00,000 – ₹12,00,000 (based on experience & impact)
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    Junior Gen AI EngineerAWS Bedrock Vertex AI • Moradabad, IN

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