About Sentiaflow
Sentiaflow is an AI engineering and IT services company building production-grade agentic AI systems, sitting at the intersection of LLMs and real business operations — data, APIs, permissions, workflow state, human decisions, security, and measurable outcomes. Our initial domain focus is healthcare, particularly clinical trials, where reliability, traceability, and clear human-decision boundaries matter more than a slick demo.
Job Description
As a Level 1 engineer, you'll implement bounded parts of a production agentic workflow under an Agent Captain or senior engineer, connecting models to application services, tools, data sources, and human approval points.
You will:
- Translate a scoped business workflow into typed inputs, outputs, states, actions, and escalation paths
- Build backend services and tool integrations (Node.js/TypeScript or Python)
- Use LLMs only where model judgment adds value; keep rules, validation, authorization, and workflow control in deterministic code
- Design and validate structured model outputs before they touch downstream systems
- Handle partial data, tool failures, duplicate events, retries, timeouts, rate limits
- Add logging, traces, metrics, and decision records for diagnosability
- Write tests and evaluation cases that check whether the full workflow behaves correctly — not just whether output sounds fluent
- Protect sensitive data; participate in code, design, and release-readiness reviews
- Explain implementation trade-offs clearly to engineers and stakeholders
Success in 6 months: own a bounded workflow module end-to-end, integrate models without letting probabilistic output bypass deterministic controls, produce release-ready evaluation evidence, and diagnose cross-boundary failures with less supervision.
Desired Skills
- Approximately 3–6 years hands-on backend/application engineering experience, with demonstrable hands-on work building agentic systems — not just calling an LLM API from a backend service
- LangGraph (or comparable agent orchestration framework) experience is required — building multi-step, stateful agent workflows with conditional branching, tool-calling loops, and recovery/retry logic, not a single-prompt wrapper
- Deep RAG experience, including:
- Chunking strategy design, embedding model selection, and retrieval evaluation (not just "connected a vector DB")
- Hybrid search (dense + sparse/keyword), re-ranking, and query rewriting/decomposition
- Handling retrieval failure modes: irrelevant context, stale data, contradictory sources, citation/grounding accuracy
- Measuring RAG quality (precision/recall on retrieval, faithfulness/groundedness of generation) — not eyeballing outputs
- Experience designing agent state machines / workflow graphs: tool selection, planning loops, human-in-the-loop interrupts, checkpointing, and state persistence across long-running workflows
- Strong programming in JS/TypeScript (preferred), Python, Java, C#, or Go
- Solid grasp of API design, databases, async processing, auth, testing, deployment
- Comfort reasoning about state, retries, idempotency, concurrency, permissions, audit trails, failure recovery
- Real production debugging experience, not just greenfield builds
- Clear technical communication
We're looking for engineers who've actually built and tuned agentic/RAG systems in production — not those who've only wired together frameworks or prompted an LLM API.
Nice to have: experience with other orchestration frameworks (CrewAI, AutoGen, custom state machines), observability/eval tooling (LangSmith, Langfuse, custom trace pipelines), healthcare or regulated-industry background. Bachelors from IIT or NIT highly preferred.
Shubham Vishwakarma
Full Stack Developer - Averlon
About Sentiaflow
About
Sentiaflow is a New Delhi AI engineering company helping startups and enterprise teams hire AI engineers, build RAG pipelines, integrate LLMs, launch AI agents, and scale MLOps.
Tech stack
Python
NodeJS (Node.js)
PostgreSQLCandid answers by the company
Delhi-NCR, Pune or Bangalore
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Follow CutshortShubham Vishwakarma
Full Stack Developer - Averlon