Inhouse lawyer

Senior AI Engineer

Code Generation, Agent Architecture & LLM Systems

📍 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)

Night shift

ONSITE at programming office except Gurugram, Chennai

Need Candidate with good Comm Skills

Exp required - 8 Years 

Salary: 22 - 24 LPA

We are looking for a highly skilled Frontend Developer with strong expertise in Angular (latest version) and hands-on experience in UI/UX design tools such as Figma and Adobe XD. The ideal candidate will be responsible for developing modern, responsive, and high-performance web applications while also contributing to the design and user experience process.

Key Responsibilities:

· Develop, optimize, and maintain web applications using Angular (latest versions).

· Collaborate with designers to translate wireframes and mockups from Figma or Adobe XD into responsive, pixel-perfect web interfaces.

· Implement reusable components, services, and modules following best practices.

· Ensure cross-browser compatibility, responsiveness, and high performance of applications.

· Work closely with product managers, designers, and backend developers to deliver seamless user experiences.

· Optimize application performance and troubleshoot issues.

· Stay up to date with the latest trends in Angular, UI/UX design, and front-end development.

Required Skills & Qualifications:

· Strong proficiency in Angular (latest version) and TypeScript.

· Solid understanding of HTML5, CSS3, SCSS, and JavaScript/ES6+.

· Experience in UI/UX design tools: Figma and Adobe XD.

· Knowledge of responsive design principles and best practices.

· Familiarity with RESTful APIs and integration with front-end applications.

· Good understanding of version control systems (Git).

· Strong problem-solving and debugging skills.

· Excellent communication and collaboration abilities.

Preferred Qualifications (Good to Have):

· Experience with Angular Material, Bootstrap, or Tailwind CSS.

· Knowledge of Agile methodologies.

· Exposure to unit testing frameworks (Jasmine, Karma, Jest).

· Understanding of UI accessibility (WCAG) guidelines.

Experience Required:

· 8+ years of experience in Angular development.

· Hands-on experience in creating UI designs using Figma and Adobe XD.

Who we are:

QuitSure is founded by alumni of IIT, IIM, and Stanford University. It is one of the most effective quit-smoking mobile apps in the world, having served more than 100K+ clients. The app delivers a 6-day program that users can follow with the help of their coach. Our mission is to get 3 million smokers smoke-free in the next one year. Do take a look at our website: https://www.quitsure.app to learn more about what we do and how it works. We are well-funded, and based in Powai, Mumbai.

The Role:

We are looking for a talented and passionate Video Editor to join our creative team. The ideal candidate will be responsible for bringing video projects to life, ensuring top-notch quality and creativity. You will play a critical role in visualizing and executing content that aligns with our brand, and resonates with our target audience.

Responsibilities:

• Edit and assemble raw footage into a polished video product, ensuring coherence and a logical sequence.
• Design high quality and compelling visuals for marketing in social media, emails, blogs and website.
• Work closely with our content and creative teams to understand the script and storyboard, and translate them into impactful visual narratives.
• Utilize advanced tools in Adobe Premiere Pro, After Effects, and other prominent video editing software.
• Edit videos specifically tailored for various social media platforms (Instagram Reels, YouTube Shorts, TikTok, etc.), ensuring they are engaging, trend-aware, and platform-optimized.
• Stay updated with the latest technologies, techniques, and trends in the video editing domain.
• Incorporate sound effects, music, graphics, and special effects as needed.
• Ensure all projects are completed within deadlines.
• Provide feedback, suggestions, and ideas to elevate the overall quality and creativity of the content.
• Continuously optimize workflows and processes for more efficient and creative outputs.

Qualifications:

• 0-1year of experience as a Video Editor and graphic design experience
• Proficiency in Adobe Premiere Pro, After Effects, Adobe Illustrator, Adobe Photoshop, Canva and other prominent editing software.
• Strong ability to understand and visualize scripts to create compelling visual narratives.
• Up-to-date with the latest video editing and graphic designing technologies, techniques, trends and AI tools.
• Ability to work effectively in a fast-paced, dynamic startup environment.
• Hands-on experience editing videos for social media platforms (Instagram, YouTube, TikTok, etc.) with a strong understanding of current social media trends and formats.
• Having experience in designing visuals for mobile apps, websites and social media marketing
• Good communication skills, both verbal and written.
• A keen eye for detail and a passion for storytelling.
• Ability to handle multiple projects simultaneously.
• Knowledge of 2d Animations is an added advantage.
• Freshers with learning attitude are also welcome

• Strong Product Designer profile, with a focus on UX works
• Mandatory (Experience 1) – Minimum 4+ YOE in end-to-end Product Design for B2B SaaS products
• Mandatory (Experience 2) – Must have 1+ YOE in a small / mid-sized product startup
• Mandatory (Experience 3) – Must have strong UX works, including User Research, Personas, User Journey and Work-flows
• Mandatory (Portfolio) - Must have detailed Product Design case studies, including UX-focused works like User Research, Personas, Work-Flows, User Journery etc (B2B SaaS Products preferred)
• Mandatory (Company) – B2B SaaS OR Top Consumer-Tech Products (Swiggy, Dunzo, Nykaa, Cred)

Job Description – Laravel Developer

We are searching for a Laravel developer with experience to build web applications for our company. In this role, you will design and create projects using Laravel framework and PHP, and assist the team in delivering high-quality web applications, services, and tools for our business.

Responsibility

• Collaborating with other developers (front-end, back-end, mobile app, etc.) and project managers to move the software projects faster
• Documenting the task progress, architecture, and development process 
• keeping up-to-date with the latest technology trends and best practices in https://laravel.com/docs/4.2/quick#local-development-environment">Laravel development

• Learn and develop Shopify APIs, Shopify Apps and other Laravel projects.
• Write clean, testable, secure, and dynamic codes based on standard web development best practices
• Check if the CSS, HTML, and JavaScript are accurate and consistent across different apps
• Integrate back-end data services and improve current API data services
• Optimize performance by performing UI and back-end tests
• Scale, expand and improve our websites and applications
• Perform debugging and troubleshooting on apps

Skills and Qualification

• A bachelor’s or master’s degree in Computer Science, Engineering, and IT.
• Proven experience as a Laravel or PHP Developer
• Fundamental understanding of front-end technologies like HTML5, CSS3, and JavaScript
• Top-notch skills in building SQL Schema design, REST API design, and SOLID principles    
• Familiarity with MVC and fundamental design principles
• Ability to work in a fast-paced environment and collaborate effectively with other team members and stakeholders
• Strong project management skills   

JOB DESCRIPTION

Profile Summary

We are looking for experienced and skilled Frontend (React.Js) Developers to join our
core team. Your primary focus will be the development of new features and refinement of
existing features on user-side.

Responsibilities:

• Ensure product delivery is fast, low-cost and sustainable.
• Take responsibility from development to customer support.
• Build robust and scalable production software.
• Improve quality using code reviews, and unit/integration testing.
• Improve efficiency using automation, and methods like test driven development.

Skills & Qualification:

• 2+ years of experience in software development preferably B2C experience.
• Strong proficiency in JavaScript, including DOM manipulation and the JavaScript object model.
• Experience in React.Js , Javascript, any experience in React native is a plus
• Experience with popular React workflows (such as Flux or Redux).
• Familiarity with newer specifications of ECMAScript (ES6 & ES5 ).
• Familiarity with RESTful APIs.
• Experience in working with the MERN stack or similar frameworks
• Working knowledge of git for version control.
• Understanding of Unix tools.

We are looking for a Front-End Web Developer who is motivated to combine the art of design with the art of programming. Responsibilities will include translation of the UI/UX design wireframes to actual code that will produce visual elements of the application. You will work with the UI/UX designer and bridge the gap between graphical design and technical implementation, taking an active role on both sides and defining how the application looks as well as how it works.

Responsibilities:

• Develop new user-facing features
• Build reusable code and libraries for future use
• Ensure the technical feasibility of UI/UX designs
• Optimize application for maximum speed and scalability
• Assure that all user input is validated before submitting to back-end
• Collaborate with other team members and stakeholders

Skills And Qualifications

• Proficient understanding of web markup, including HTML5, CSS3
• Basic understanding of server-side CSS pre-processing platforms
• Proficient understanding of client-side scripting and JavaScript frameworks, including jQuery
• Good understanding of ReactJS, Native
• Basic understanding of Django REST framework
• Good understanding of asynchronous request handling, partial page updates, and AJAX
• Basic knowledge of image authoring tools, to be able to crop, resize, or perform small adjustments on an image. Familiarity with tools such as as Gimp or Photoshop is a plus.
• Proficient understanding of cross-browser compatibility issues and ways to work around them.
• Proficient understanding of code versioning tools, such as (Git / Mercurial / SVN)
• Good understanding of SEO principles and ensuring that application will adhere to them.

Job Description

We are looking for a ROR developer. If you're a creative problem solver who is eager to develop amazing products and hungry for a new adventure, a word class workplace is waiting for you.

• Production experience in Ruby.
• A completed technical degree in Computer Science or any related fields.
• 3+ years of professional product development experience.
• Being comfortable with microservices architectures, API-based
• You are a pragmatic programmer who understands what is needed to get things done.
• Problem solving and collaborative mindset.
• Experience working with DevOps (Docker, Kubernetes, Terraform).
• Experience with AWS (RDS, DDB, Lambda, CW, EC2, SQS, SNS, Cognito, Kinesis).
• Experience with performance improvements (Caching Techniques, SQL Query Optimization, Performance monitoring and profiling.
• Deep understanding of service-oriented and microservices architectural patterns, troubleshooting methods and best practices.
• Takes end to end ownership of the development and operation of complete features.