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Agent Application Engineer (Backend / Agentic AI) — Level 1
About Sentiaflow
Sentiaflow is an AI engineering and IT services company that designs and delivers production-grade agentic AI systems. We work at the point where large language models meet real business operations: data, APIs, permissions, workflow state, human decisions, security, evaluation, and measurable outcomes.
Our initial domain focus is healthcare, particularly clinical trials and related operational workflows. These are environments where an impressive demo is not enough. A system must be dependable, traceable, appropriately controlled, and clear about when a human must make the decision.
We are building a specialised engineering organisation across three disciplines:
- Agent Application Engineering
- Agent Platform & Evaluation Engineering
- Applied AI & Model Engineering
The Role
We are hiring strong backend or application engineers who want to specialise in building agentic AI applications. You do not need to arrive with several years of "agent engineer" experience. We are more interested in whether you have built real software, understand how production systems fail, and can learn to use models inside controlled business workflows.
As a Level 1 Agent Application Engineer, you will implement bounded parts of a production workflow under the guidance of an Agent Captain or senior engineer. Your work will connect models to application services, tools, data sources, and human approval points. You will be expected to make every important step observable, testable, and recoverable.
This is not a prompt-writing position, and it is not a generic chatbot role. It is an application engineering role for systems in which some decisions are probabilistic, while the surrounding controls must remain deterministic.
What You Will Work On
The specific client problem will vary, but typical work may include:
- Converting a clinical-operations signal into a bounded workflow that gathers evidence, analyses likely causes, presents options, and routes a recommendation to an authorised person.
- Building services that extract or structure information from trial documents and pass the result through validation and human review.
- Integrating agent workflows with internal APIs, databases, document systems, notification services, and client platforms.
- Implementing workflow state, recovery behaviour, approval gates, permissions, traceability, and scenario-based evaluations.
The work concerns operational decision support and workflow execution. It does not delegate clinical judgment or patient-care decisions to an autonomous model.
What You Will Be Responsible For
- Translate a clearly scoped business workflow into typed inputs, outputs, states, actions, and escalation paths.
- Build reliable application services and tool integrations using Node.js/TypeScript or Python.
- Use an LLM only where model judgment adds value; implement rules, validation, authorisation, and workflow control in deterministic code.
- Design structured model outputs and validate them before they can affect downstream systems.
- Handle partial data, unavailable tools, duplicate events, retries, time-outs, rate limits, and other normal production failure modes.
- Add logging, traces, metrics, and decision records that make the workflow diagnosable.
- Create tests and evaluation cases that measure whether the complete workflow behaves correctly—not merely whether an answer sounds fluent.
- Protect sensitive information and participate in code, design, failure-analysis, and release-readiness reviews.
- Explain your implementation and its trade-offs clearly to engineers, delivery leads, and client stakeholders.
At Level 1, you will not be expected to define the entire client architecture alone. You will be expected to own your assigned module, ask precise questions, surface risks early, and bring it to a production-ready standard with senior review.
What We Are Looking For
Essential Experience
- Approximately 3–6 years of hands-on backend or application engineering experience.
- Evidence that you have built or materially owned production APIs, services, data flows, integrations, or workflow-heavy applications.
- Strong programming ability in JavaScript/TypeScript, Python, Java, C#, Go, or a comparable backend language. Our preference is Node.js/TypeScript, but engineering depth matters more than language loyalty.
- Practical understanding of API design, databases, asynchronous processing, authentication and authorisation, testing, and deployment.
- Ability to reason clearly about state, retries, idempotency, concurrency, permissions, audit trails, and failure recovery.
- Experience debugging real production behaviour rather than only building greenfield demonstrations.
- Clear written and verbal communication, including the ability to explain technical trade-offs without hiding behind framework terminology.
Useful, but Not Mandatory
- Experience integrating LLM or machine-learning capabilities into an application.
- Experience with event-driven systems, state machines, workflow engines, observability, evaluation harnesses, or production incident analysis.
- Experience in healthcare, life sciences, clinical trials, or another regulated or audit-sensitive environment.
Healthcare or clinical-trials experience is preferred, not required at Level 1. We would rather hire a strong production engineer who can learn the domain than a candidate who knows the vocabulary but cannot build dependable systems.
What Does Not Qualify by Itself
Any of the following may be useful experience, but none is sufficient on its own:
- A chatbot or "chat with your documents" application.
- A RAG demonstration built primarily by connecting frameworks.
- A list of AI tools, model names, courses, certificates, or prompt-engineering techniques.
- An application that works in a demo but has no clear handling of permissions, failures, evaluation, or production operations.
How We Will Assess Fit
Our evaluation is designed to identify engineering judgment without asking you to build unpaid project work. We will focus on:
- A structured discussion of a production system you have worked on.
- Questions grounded in your own CV and claimed experience.
- A realistic workflow scenario covering system boundaries, evidence, controls, failure modes, and testing.
- Backend fundamentals and how you would apply them to an AI-enabled workflow.
You are NOT expected to have built a clinical-trials agent before applying.
What Success Looks Like
Within your first six months, you should be able to:
- Implement a bounded agent-workflow module from an agreed design and take responsibility for its quality.
- Integrate models and tools without allowing probabilistic output to bypass deterministic controls.
- Produce traces, tests, and evaluation evidence that support a release decision.
- Diagnose failures across application, tool, data, and model boundaries with progressively less supervision.
- Explain the workflow to a client or domain stakeholder in clear operational language.
Consistent performance at this level creates a path towards Level 2 — Independent Delivery Engineer, where you own a production workflow end to end, including discovery, architecture, integrations, evaluation, failure handling, and release readiness.
Why You Should Join Us
- Build the real systems behind agentic AI. You will work beyond demos and wrappers on the engineering problems that determine whether an AI workflow can operate in production.
- Develop a scarce, durable specialisation. Sentiaflow offers a defined progression across application engineering, platform and evaluation, and applied AI—not a vague instruction to "learn AI."
- Work on consequential operational problems. Clinical-trials workflows demand evidence, traceability, human accountability, and reliable execution.
- Learn through delivery with experienced review. You will own meaningful engineering work while receiving architectural and domain guidance appropriate to your level.
- Influence how the discipline is built. We are at an early stage, so strong engineers will help shape our methods, reusable assets, quality standards, and engineering culture.
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Strong Java programming skills
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Minimum of 5 years practical software development experience
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Robust object-oriented design pattern knowledge and implementation experience using Java;
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Python a plus
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Advanced knowledge and experience developing and working with relational databases such as
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Sybase and MySQL
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Experience with multi-tier application architecture and high performance distributed and in-
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memory caching solutions
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Strong understanding of data modeling techniques
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Strong foundation in SDLC best practices including test driven development, unit testing
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discipline, agile development, and CI/CD strategies
Job Summary:
We are looking for a skilled and experienced Java Developer to join our team. As a Java Developer, you will be responsible for developing and maintaining our applications using Java, Spring framework, and other related technologies. The ideal candidate should have a strong understanding of object-oriented programming principles, as well as experience with a variety of technologies such as SQL, NoSQL, and cloud computing.
Responsibilities:
- Design, develop, and maintain our applications using Java, Spring framework, and other related technologies
- Write clean, efficient, and optimized code for applications
- Collaborate with cross-functional teams to understand user requirements and deliver high-quality solutions
- Develop and maintain backend systems using Spring framework
- Work with databases, including SQL and NoSQL
- Ensure code quality and maintain documentation
- Troubleshoot and debug applications
- Stay updated with emerging trends and technologies in Java development
- Work with other teams to deploy and maintain applications
Requirements:
- 3-7 years of experience in Java development
- Strong understanding of object-oriented programming principles
- Experience with Java, Spring framework, and related technologies
- Familiarity with databases, including SQL and NoSQL
- Knowledge of cloud computing is a plus
- Excellent problem-solving and debugging skills
- Strong communication and collaboration skills
- Ability to work independently and as part of a team
- Bachelor's degree in computer science or a related field
Key Skills:
- Strong proficiency in Java programming language
- Experience with Spring framework, including Spring Boot and Spring MVC
- Familiarity with cloud platforms such as AWS, GCP, and Azure
- Experience building RESTful APIs
- Knowledge of microservices architecture
- Familiarity with SQL and relational databases such as MySQL and Postgres
- Familiarity with NoSQL databases such as MongoDB and Redis
- Experience with messaging systems such as Kafka and RabbitMQ
- Experience with containerization tools such as Docker and Kubernetes
- Understanding of software development principles and experience with SDLC methodologies
- Experience with Git version control and build tools such as Maven and Gradle
- Familiarity with front-end technologies such as Angular and React is a plus
- Strong problem-solving and analytical skills
- Good communication and interpersonal skills
- Ability to work independently and take ownership of tasks
- Experience with test-driven development and unit testing frameworks such as JUnit and Mockito
- Familiarity with CI/CD tools such as Jenkins is a plus
- Familiarity with caching technologies such as Redis is a plus
- Working knowledge of design patterns and software architecture principles is a plus.
Kapture CRM is an enterprise-focused Service automation SaaS platform. We help 500+ enterprises in 14 countries to manage their customer service in a more intelligent, contextual way.
Roles & Responsibilities :
* Proven experience in Java8, Spring Boot, Microservices/API
* Strong experience with Kafka, Kubernetes
* Strong experience in using RDBMS (Mysql) and NoSQL.
* Experience in working in Eclipse / Maven environments.
* Hands-on experience in Unix / Shell scripting.
* Hands-on experience in fine-tuning application response/performance testing.
* Experience in Web Services.
* Strong analysis & problem-solving skills
* Strong communication skills - both verbal and written
* Ability to work independently with limited supervision
* Proven ability to use own initiative to resolve issues
* Full ownership of projects/tasks
* Ability and willingness to work under pressure, on multiple concurrent tasks, and to deliver to agreed deadlines
* Eagerness to learn
* Strong team-working skills
Job Description
Title:- Backend Developer
About us:-
If you think back to your school or college days, the best memories you have are those with your friends! Your first day in college, your best friend, your dorms, hanging in the corridors, your school canteen, all nighters before exams & chilling for weeks after exams - our school lives are filled with so many awesome interactions, experiences & memories. In each of them you’re with a friend, never alone! Humans always have, and will always continue to learn from one another. We are a social learning platform that allows us to learn the way we learn best – socially
It is a network of after-school learning centres meant for inspiration, collaboration, and holistic growth. We encourage children to explore what works best for them. It is our belief that every child deserves the space and opportunity to explore & create. Learning happens best in person, but there is an opportunity to make this experience 10X via modern centres, technology, and powerful communities! We're a mission driven organisation trying to build a network of such learning centres and with empowered teachers in every neighbourhood of our country!
Responsibilities :-
We are looking for a Python(Django) Web Developer responsible for managing the interchange of data between the server and the users. Writing reusable, testable, and efficient code. Design and implementation of low-latency, high-availability, and performance applications. Expert in Python, with good knowledge of Python web framework Django. Understanding of fundamental design principles behind a scalable application.
Skills:- Python, Django, Websockets, storage systems
- Experience in HTML, CSS and Bootstrap library is required.
- Experience in Python Programming. Experience in Pandas and Numpy Libraries.
- Experience with Django Framework & REST API.
- Experience Flask, Microservices
- Experience in FAST API would be added advantage.
- Exposure in converting ML models to Microservices and exposing them as API
- GRPC development
Good to have : Oracle, WAS/Tomcat server knowledge and basic knowledge of shell scripting.
• 2+ years experience in application development
• experience with Python and Javascript is required.
• good knowledge of operating systems and networking concepts
• experience in using and understanding code from Open Source
• Strong command of NoSQL and ability to design schemas.
• Knowledge of front-end technologies such as React Native, React.js, or Javascript
• Experience with cloud infrastructure tools in AWS and Google Cloud
• experience with implementing best software engineering practices like version control with git, code reviews, writing unit-tests, writing readable code
• inclination towards researching new technologies and adapt them to solve challenges we face.
• Address all tech challenges and continue with tech innovation in order to improve business operations
• Experience with Live video stream a plus.
• Experience with AI preferred.













