
Senior AI Engineer
Code Generation, Agent Architecture & LLM Systems
š Mumbai (On-site) | Full-time | 5+ years
About the Role:
Unico Connect is an AI-first technology partner that builds custom mobile, web, and AI products for clients across multiple geographies.
We are hiring a Senior AI Engineer for a dedicated client engagement focused on building an AI-powered application builder platform - a product where users describe software in plain English and the system generates, previews, and iteratively refines working code.
The mandatory requirement for this role is hands-on production experience shipping LLM-powered systems with agent architectures, with experience in code generation or developer tooling contexts a strong advantage.
The role is product-focused and deeply hands-on. You will own everything between the user's prompt and correct code landing in the project: the agentic loop, code generation pipeline, context management, evaluation suite, and model cost strategy.
You will work alongside the Senior MLOps Engineer who operationalises the infrastructure around your system, and collaborate closely with backend, frontend, and DevOps engineers.
Responsibilities:
Agent Architecture
Design and own the agentic loop for the platform - request interpretation, planning, tool-calling sequence (read file, edit file, run build, search code, install package), and stop conditions.
Make and revisit architectural decisions on single-agent vs. multi-agent designs, including planner/executor splits and dedicated build-repair sub-agents.
Code Generation Pipeline
Own the end-to-end generation flow: task classification, context gathering, planning, targeted edits, verification, and commit.
Implement diff/search-replace-based file editing with fuzzy matching and fallback strategies.
Enforce scope discipline so the agent makes minimal diffs and does not modify code it was not asked to touch.
Self-Repair Loop
Build and tune the automated repair loop that pipes compiler, lint, build, and runtime errors back to the model with retry budgets and model escalation.
This loop is the primary quality lever - the difference between 60-70% and 90%+ build success rates.
Context Management
Build file-relevance retrieval so the agent sees the right files, not the whole codebase: dependency graphs, AST/tree-sitter-based chunking, embeddings, recency signals, and hybrid retrieval.
Implement conversation summarisation and memory for long sessions, and address long-project degradation through codebase summaries and periodic consistency passes.
Own token budgeting and prompt caching strategy.
Prompt Engineering as a Discipline
Own the system prompt and per-task prompt variants (new feature, bug fix, styling change).
Maintain few-shot examples and enforce coding conventions, stack rules, and prohibited behaviours such as no hardcoded secrets and no whole-file rewrites.
Version prompts like code with changelogs and rollback capability.
Evaluation and Quality Measurement
Design and own the evaluation suite: representative test prompts run on every prompt and model change, scored on build success rate, instruction adherence, and output quality including LLM-as-judge and visual/screenshot checks where relevant.
Define regression gates that block quality-degrading changes from shipping.
Treat evals the way engineers treat automated testing: versioned, automated, and tracked over time.
This responsibility is non-negotiable at this level.
Model Strategy and Cost
Design model routing - cheap and fast models for classification and small edits, frontier models for complex generation.
Drive cost optimisation through prompt caching, diff-based edits over full-file rewrites, and tighter context selection.
Track cost per agent run and tokens per task; evaluate new model releases against the eval suite and lead migrations when results justify it.
Safety and Reliability of Agent Behaviour
Defend against prompt injection from user content and fetched web content.
Ensure secrets never appear in generated client code.
Define what the agent's tools may and may not do in collaboration with the platform team.
Contribute to output moderation and abuse-pattern awareness.
Mentorship and Engineering Standards
Run code reviews, define engineering conventions for AI work, and raise the engineering bar across the AI team.
Work closely with the Senior MLOps Engineer on handoff of eval design, prompt configurations, and model routing logic.
Requirements:
Hands-on Production Ownership of LLM-Powered Systems with Agent Architectures (Mandatory)
Must have personally shipped and operated at least one complex production AI system - agentic, multi-step, or code generation - with end-to-end ownership of architecture, evaluation, and cost.
POCs, internal demos, and tutorial-grade work do not qualify.
5+ Years of Professional Software or AI Engineering Experience
With at least 3 years focused on LLM applications, AI engineering, or production AI systems.
Candidates with strong backend backgrounds and a clear, substantive pivot into LLM systems qualify.
Strong Python Proficiency and Service Development
Production-grade Python with FastAPI or equivalent: type hints, async patterns, streaming responses, testing, and packaging.
Not notebook-only.
Depth Across LLM APIs and Agent Systems
Production experience with at least two of OpenAI, Anthropic Claude, Google Gemini, or open-weight models (vLLM, Ollama, Together).
Production experience with at least one agent framework (LangGraph, CrewAI, AutoGen, LlamaIndex Agents) or hand-rolled equivalent.
Hands-on with tool calling, structured outputs, and multi-step reasoning.
Demonstrated, Systematic Evaluation Practice - Non-Negotiable
Must have built evaluation harnesses that gate production releases, not ad-hoc testing.
Hands-on with at least one of LangSmith, Langfuse, Promptfoo, Ragas, or DeepEval.
Candidates with no systematic answer to evaluation should not be considered at senior level regardless of other strengths.
Cost Discipline for Production AI
Track record of measurable cost optimisation on production AI features.
Able to speak in specifics: cost per request, savings achieved through caching or model routing, context reduction decisions.
AWS Working Knowledge
Hands-on with EC2, S3, IAM, and Docker.
Comfort with CI/CD workflows and deploying AI services.
Awareness of LLM Security Failure Modes
Familiar with prompt injection patterns, understands that system prompt rules alone are insufficient, and has experience with output validation and content safety in production.
Nice to Have
- Experience with AST/tree-sitter tooling, diff-based editing systems, or compiler-adjacent work
- MCP server authoring
- Open-source AI contributions
- Published technical writing on LLM systems
- Multi-modal model experience
- Fine-tuning exposure (LoRA, QLoRA, PEFT)

About Unico Connect Private Limited
About
Building quality products are a challenge !
Taking up challenges is our way of upscaling our performance.
Unico Connect is a digital product development company based in Mumbai, India, that comprises of a team of young enthusiastic nerds who thrive on great ideas and exciting projects that look to bring innovative changes in the world. We ideate, create and execute exceptional digital products that revolutionizes the face of modern business.
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Location: Remote
About Us: CipherSonic Labs is a cutting-edge technology company specializing in data security and privacy solutions for enterprises processing sensitive data in the cloud. We develop high-performance cryptographic software and hardware acceleration techniques to enable secure computing. Our team is looking for talented individuals to contribute to innovative projects in secure computing and high-performance software development.
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Ā·Ā Ā Ā Ā Ā Develop and optimize software using C/C++ for high-performance computing applications.
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Ā·Ā Ā Ā Ā Ā Completed a B.S. or higher degree in Computer Science, Computer Engineering.
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Ā·Ā Ā Ā Ā Ā Potential for future full-time employment based on performance.
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-Ā CTC Range: Best in Industry
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Criteria:
Ā·Ā Strong technical background in Android application development and Kotlin
Ā·Ā Looking candidates havingĀ 5+ years of experience.
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Ā· Candidate must have some experience working with IoT devices.
Ā·Ā Candidate should have experience working with Camera model X.
Ā· Candidate'sĀ Academic scores must be 70% or above.
Ā· CandidateĀ havingĀ fluentĀ communication will be an added advantage.
Ā
Job DescriptionĀ
About the Role:
Senior Android Team Lead will be responsible for testing, QC, debugging support for various Android and Java software/servers for products developed or procured by the company. The role includes debugging integration issues, handling on-field deployment challenges, and suggesting improvements or structured solutions. The candidate will also be responsible for scaling the architecture. You will work closely with other team members including Web Developers, Software Developers, Application Engineers, and Product Managers to test and deploy existing products. You will act as a Team Lead to coordinate and organize team efforts toward successful completion or demo of applications. This includes implementing projects from conception to deployment.
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Responsibilities:
Ć¢āĀ Working with the Android SDK, Java, Kotlin, NDK
Ć¢āĀ Handling different Android versions and screen sizes
Ć¢āĀ Applying Android UI design principles, patterns, and best practices
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Requirements:
Ć¢āĀ Strong technical background in Android application development and Kotlin
Ć¢āĀ Solid programming skills
Ć¢āĀ Detail-oriented with strong attention to specifics
Ć¢āĀ Excellent written and verbal communication skills
Ć¢āĀ Strong analytical and quick problem-solving ability
Ć¢āĀ Ability to quickly document requirements from open discussions
Ć¢āĀ Fast typing skills for documentation and communication
Ć¢āĀ Familiarity with JIRA, EPICs, Excel, Google Sheets, and Agile methodologies
Ć¢āĀ Team player with leadership qualities
Ć¢āĀ Decision-making ability and team management skills
Ć¢āĀ Interest in working in a startup environment with cutting-edge products
Ć¢āĀ Experience with design and architecture patterns
Ć¢āĀ Understanding of testing processes, debugging, code versioning, and repositories
Ć¢āĀ UI/UX experience
Ć¢āĀ Strong knowledge of Java & Kotlin
Ć¢āĀ Software development experience with strong coding skills
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Ć¢āĀ Experience with relational and non-relational databases
Ć¢āĀ Knowledge of REST and JSON data handling
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Ć¢āĀ Experience with AWS stack and Linux
Ć¢āĀ Apps shipped and available on Google Play
Ć¢āĀ Backend API development
Ć¢āĀ Familiarity with Android Studio, Eclipse IDE
Ć¢āĀ Good knowledge of mobile hardware, software, and operating systems
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Ā
Position: Lead Backend Engineer
Location: Remote
Experience: 10+ Years
Budget: 1.7 LPM
Employment Type: [Contract]
Required Skills & Qualifications:
- 10+ years of proven backend engineering experience.
- Strong proficiency in Python.
- Expertise in SQL (Postgres) and database optimization.
- Hands-on experience with OpenAI APIs.
- Strong command of FastAPI and microservices architecture.
- Solid knowledge of debugging, troubleshooting, and performance tuning.
Nice to Have:
- Experience with Agentic Systems or ability to quickly adopt them.
- Exposure to modern CI/CD pipelines, containerization (Docker/Kubernetes), and cloud platforms (AWS, Azure, or GCP).
Software Architect
Bangalore, India / Engineering/ Full-time
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Job Overview:
As a Software Architect, you will play a crucial role in designing, developing, and maintaining robust and scalable backend solutions for our software applications. You will be responsible for making strategic technical decisions, and collaborating with cross-functional teams to ensure the successful delivery of high-quality software products with scalable backend infrastructure.Ā
Responsibilities:
- System Architecture:
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- Technical Leadership:
- Provide technical leadership and guidance to the development team, ensuring best practices and coding standards are followed.
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- Backend Development:
- Lead the development of backend components, modules, and features primarily on Ruby on Rails tech stack and also be open to contribute in other tech stacks based on Java/Kotlin and Python.
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- Identify and address performance bottlenecks, ensuring optimal system response times and resource utilization.
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- Create and maintain comprehensive technical documentation for the backend architecture, APIs, and development processes.
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- Proactively identify opportunities for process improvement and contribute to the evolution of development methodologies and practices.
Qualifications:
- Overall 10+ years of experience, with 2+ years as a Software Architect with a focus on backend development using Ruby on Rails.
- In-depth knowledge of Ruby on Rails framework, database design, and API development.
- Strong understanding of software architecture principles, design patterns, and best practices.
- Experience with performance optimization, scalability, and security considerations.
- Excellent communication and collaboration skills.
- Leadership experience with a demonstrated ability to mentor and guide development teams.
- Bachelorās degree in Computer Science, Engineering, or a related field (or equivalent work experience).
Bonus points:
- Familiarity with front-end technologies and frameworks(ReactJs).
- Experience with other programming languages.(Kotlin/Python)
- Experience with cloud platforms and microservices architecture.
- Knowledge of DevOps practices and tools.(AWS, Kubernetes, )
Join us in revolutionizing the way software solutions are developed, and contribute to building cutting-edge applications that make a positive impact on our users and the industry.

Ā
Developer ā GolangĀ
Ā
Responsibilities:Ā
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An individual contributor who will be part of the Software R&D team working on the following areasĀ
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Backend work in Golang, Micro services architectureĀ
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Work with internal team and customers to deliver solutions that will meet the customer needs with respect to the performance security,Ā scalabilityĀ and functionality.Ā
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Implementation of API and authentication methods using JWTĀ
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Writing scalable, robust, testable, efficient, and easily maintainable codeĀ
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Translating software requirements into stable, working, high performance softwareĀ
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SkillsĀ
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2-5 years of experience in Go programming languageĀ
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Strong experience in working withĀ Goroutine and channel patternsĀ
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Experience in Go framework for DB, JSON, Sockets, WebĀ FrameworksĀ and toolsĀ
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Knowledge of logging and configuration packages like Zap, ViperĀ
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Experience in writing unit tests for Golang codeĀ
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Familiarity with code versioning tools such as Git or Azure RepoĀ
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Should have knowledge of MySQL,Ā PostgreSQL,Ā orĀ any RDBMSĀ
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Good knowledge of Linux / UbuntuĀ
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About the job
We focus on client adoption of disruptive technologies, technology architecture and providing specialized skills related to integration, custom software engineering, testing, application modernization, agile and more. We help our clients with the most complex projects including working in open web platforms, DevOps platforms as well as intelligent Computing and Architecture enhancement.
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We are looking for hands on, smart thinking Applications developer to join our fast-growing team of talented professionals. You will have the opportunity to work on large enterprise solutions and deliver solutions that deliver business performance for our customers.
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WORK YOUāLL DO
- Design and develop microservices/APIs using either Java/Spring boot, ISTIO, Kubernetes, Docker, CI / CD Pipelines
- You would scale micro services using Kafka or similar messaging systems.
- Collaborate with clients, architects, and application architectures to understand the operational objectives and purpose of the future system integration.
- Understand the points of integration between the different systems and highlight the potential risks associated with the delivery of solutions
- Collaborate with Functional Designers and Developers in order to find best solutions
- Produce detailed functional and technical specifications.
- Assist in producing solutions with threat assessments and associated security awareness.
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WHAT WE ARE LOOKING FOR
- 5- 8 years of hands-on experience designing and developing microservices using either Java/Spring Boot
- 3-5 years of experience with system integration
- Minimum of 3 years of relevant experience with API concepts and technologies such as REST, JSON, XML, SOAP, YAML, GraphQL, and Swagger
- Experience developing within agile methodology using CI/CD pipeline
- Experienced in 3-tier, n-tier, cloud computing, microservices architectures and SOA.
- Good knowledge of integration architectures
- Experience supporting and/or implementing complex integration projects
- Excellent client management skills
- Experience with Data modelling would be an asset
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QUALIFICATIONS
- Experience of working in an Agile Environment
- Ability to drive design from Stories and Requirements
- Adept at UML, Design Patterns, Reusable Services Development,
- Knowledge on Scaling Microservices
⢠Should have 5+ years of work experience in design, develop, Code and Unit Test web and desktop-based applications written in .Net framework starting from 4.x and above.
⢠Strong analytical skills to understand a given requirement and provide work estimates.
⢠Strong Object-Oriented Programming knowledge.
⢠Strong experience with Static Code Analyzers like Fortify.
⢠Should have good understanding of web servers such as IIS and Front-end such as HTMLās and Razor based engines.
⢠Strong debugging skills using .net front end and backend.
⢠Strong coding experience and thorough understanding of programming languages such as C#, VB.NET, ASP.Net, ADO.Net, JQuery, JavaScript, Traditional Web Services, WCF, Web API and other Scripting languages such as pythons.
⢠Strong working knowledge on various design patterns such as MVC, MVVM, DDD, Repository Pattern and any custom/hybrid framework as designed by the Architects.
⢠Should have a strong working knowledge of Azure DevOps.
⢠Strong knowledge and understanding of data sharing medium using JSON, XML and other media types.
⢠Strong knowledge on Entity Framework (6 and above) and other ORM such as Dapper.
⢠Strong knowledge and programming skills in Database such SQL SERVER, Oracle, My SQL and SQL Express. Additionally, nice to know-how knowledge in MS ACCESS.
⢠Strong knowledge and coding experience in REST based web services and service-oriented design patterns using WCF and other APIās.
⢠Should have used IDE such as Visual Studio and Visual Studio Code for Front-end development.
⢠1+ years of building SPA web solutions using Angular 6/7/8 , BackBone, Bootstrap
⢠5+ years building HTML5 complaint pages
⢠3+ years of experience using TypeScript
⢠3+ years of writing automated testing using Jamine or others
Day to Day job Duties: (what this person will do on a daily/weekly basis)
⢠Co-ordinate/mentor other Junior developers on a day to day basis.
⢠Understand the use cases/User Story, code and develop on a designed platform/pattern.
⢠Strict adherence to coding standards.
⢠Participate self-code review/peer reviews and correct errors wherever applicable before checking in the final code into the Branch/code repo.
⢠Create code documentations wherever applicable and as set guidelines by the team.
⢠Create and perform Unit Tests wherever applicable as set guidelines by the team.
⢠Provide feedback and assist in estimation planning.
⢠Merge code branches as and when required.
⢠Create and publish release documentations and application deployments as and when requested.
⢠Report out statuses to the leads onshore daily during the Stand-up calls.
⢠Additionally, update efforts on a given work item on everyday basis.
⢠Provide true estimates on work assigned prior development. Also ask questions/provide comments on User Stories/work items assigned.
⢠Be a team player and flexible towards availability in case of any urgent issues that need immediate attention.
⢠Plan out vacations in advance (min. 2 weeks of adv. Notice).
Nice to have(not a must) experience, skills
⢠Good understanding of Service Workers.
⢠Prior coding experience using FORTRAN.
⢠Experience on 3rd party tools like Spire.Pdf, PDF.Js.
⢠Knowledge of Rapid application development framework like DevExpress, Code on Time, HighCharts.
⢠Knowledge of code clean up tools like CodeMaid.
⢠Knowledge of Power BI and O365 Suites of applications.
⢠knowledge of SQL Data tools like SSIS and SSRS.
Role - Backend Developer
Experience:- 2+
Qualification:- BE Computer Engineering/MCA
Programming Language - Python & framework Django
Responsibilities
- Building REST API's & Services In Django Framework
- Building reusable code and libraries for future use
- Optimization of the application for maximum speed and scalability
- Implementation of security and data protection
- Design and implementation of the database schema
- Design and implementation of data storage solutions
- Implementing CI/CD pipeline
- Proficient knowledge of a back-end programming language Python
- Hands-on experience with Python Frameworks like Django
- Proficient knowledge of MySQL, PostgreSQL
- Creating database schemas that represent and support business processes (Relational & NoSQL)
- Understanding of queueing systems like Redis/AWS SQS
- User authentication and authorization between multiple systems, servers, and environments
- Data migration, transformation, and scripting
- Understanding differences between multiple delivery platforms such as mobile vs desktop, and optimizing output to match the specific platform
- Proficient understanding of code versioning tools, such as Git
Brownie Points
- Experience in Docker
- HandsOn Knowledge with implementing CI/CD pipelines
- Experience in managing applications on AWS
- Management of hosting environment, including database administration and scaling application to support load changes
- Product wide application-level thinking on API and data modeling











