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Senior MLOps Engineer
LLM Operations, Observability & Eval Infrastructure
📍 Mumbai (On-site) | Full-time | 5-7 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 MLOps Engineer for a dedicated client engagement focused on building an AI-powered application builder platform. The platform consumes LLMs at scale through provider APIs.
This role owns the operational discipline around production LLM consumption - increasingly called LLMOps - covering observability, evaluation infrastructure, model lifecycle, cost operations, prompt deployment, and agent run reliability.
The mandatory requirement is hands-on production experience operating LLM-backed systems, with a strong DevOps or SRE foundation. This is not a model training or ML science role.
The work is making the system around the AI engineer's designs observable, controlled, reliable, and economically accountable. You will pair daily with the Senior AI Engineer, who designs prompts, evals, and agent behaviour - you operationalise those systems for production.
A typical week includes a tracing audit on a degraded agent run, an eval pipeline build for a new model release, a cost attribution review, and a staged prompt rollout.
Responsibilities:
Observability and Tracing
Build and own end-to-end tracing for agent runs: every prompt, response, tool call, token count, latency, and cost, linked to user session and project.
Stand up and operate LLM observability tooling (Langfuse, LangSmith, Braintrust, or Arize Phoenix).
Make debugging a single bad agent run among thousands a routine workflow through searchable traces, failure taxonomies, and dashboards segmented by task type.
Evaluation Infrastructure as a Production System
Operationalise the eval suite designed by the Senior AI Engineer: automated execution in CI on every prompt or model change, with results stored and trended over time.
Implement regression gates that block quality-degrading changes from shipping.
Build production sampling to continuously score a sample of real agent runs and catch quality drift that offline evals miss.
Model Lifecycle Management
Pin model versions, never "latest".
Own the upgrade process: run the eval suite against new model releases and manage eval-gated migrations.
Maintain fallback chains across providers for graceful degradation or queueing during outages.
Track provider deprecation schedules and plan migrations ahead of forced cutoffs.
Cost Operations
Implement per-user and per-task cost attribution - token spend is the platform's largest variable cost and requires the same rigour as cloud cost management.
Set up budget alerts and anomaly detection so a single user or bug cannot burn significant spend overnight.
Monitor prompt cache hit rates and quantify savings.
Manage capacity planning around provider rate limits, including quota negotiation and throughput tiering.
Prompt and Configuration Deployment
Treat prompts as production artifacts: version control for prompts and agent configurations, staged rollout infrastructure (deploy a prompt change to a percentage of traffic before full rollout), A/B testing infrastructure, instant rollback, and audit history covering which prompt version served which user and when.
Reliability Engineering for Agent Runs
Agent runs are long, stateful, and failure-prone.
Own retry and resume semantics so a run that fails mid-way does not restart from scratch.
Implement timeouts and circuit breakers on provider calls, dead-letter handling for failed runs, and queue and concurrency management for agent workloads.
SLO Ownership and Incident Response
Define and track SLOs for agent run latency and completion rates.
Lead incident response when SLOs are breached.
Write postmortems.
Surface reliability risks proactively before they reach users.
Safety and Compliance Operations
Run the moderation pipeline (prompt and output classification) in production.
Monitor for abuse patterns and own incident response when the agent misbehaves at scale.
Maintain audit logs and implement data retention and residency policies for prompts and generated code as enterprise requirements emerge.
AI-Assisted Engineering Discipline
Use Claude, Cursor, and similar tools day to day for infrastructure code, scripts, and pipelines.
Set the team standard for safe use, review, and validation of AI-generated infrastructure before it ships.
Requirements:
Hands-on production ownership of LLM-backed systems in operation (mandatory).
Must have personally shipped and operated at least one LLM-powered system in production, with operational responsibility including oncall, incident response, and reliability ownership.
Alternatively: strong DevOps or SRE background with demonstrated hands-on familiarity with LLMOps tooling (Langfuse, LangSmith, Braintrust, Arize, or equivalent).
POCs and lab work do not qualify.
5+ years of overall engineering experience
With at least 2 years in DevOps, SRE, platform engineering, or LLM operations roles.
This is not an ML science role.
A DevOps or SRE background with a substantive pivot into LLMOps is a strong qualification.
Observability and Tracing Depth
Production experience with LLM observability tooling - Langfuse, LangSmith, Braintrust, or Arize Phoenix.
Comfortable instrumenting with OpenTelemetry, Prometheus, and Grafana.
Able to build and search trace pipelines, define failure taxonomies, and surface quality signals from production traffic.
CI/CD and Quality Gate Experience
Strong with GitHub Actions or GitLab CI.
Experience building automated quality gates: eval-gated pipelines, regression enforcement, or coverage gates that block degrading changes from shipping.
Cost Management and Attribution for Usage-Based Services
Experience owning cost attribution for cloud API spend or equivalent.
Comfortable with budget alerts, anomaly detection, and per-user or per-task cost breakdowns.
Reliability Engineering for Long-Running, Stateful Workloads
Experience with queues, retry patterns, idempotency, and failure recovery on asynchronous or multi-step workloads.
Comfortable defining SLOs and being accountable for them on production systems.
Multi-Provider API Management
Familiarity with LLM provider rate limits, version pinning, fallback chains, and quota management across OpenAI, Anthropic, Google, or equivalent.
Infrastructure as Code and Deployment Automation
Hands-on with Terraform or Pulumi and Docker.
AWS working knowledge (EC2, S3, IAM, EKS or ECS).
Strong with CI/CD for deploying services and configuration changes safely.
Nice to Have
- Experience with prompt A/B testing or staged rollout infrastructure
- Workflow orchestration (BullMQ, Temporal, Celery)
- Content moderation pipeline experience
- Data residency and compliance requirements for AI systems
- Kubernetes (EKS) in production
- AWS certifications
Are you passionate about fashion, trends, and helping people look and feel their best? We're looking for a Fashion Consultant for one of our Fashion Merchandise Brand
Job Title: Fashion Consultant
Location: Hyderabad / Bengaluru / KOCHI
Experience : 0 to 4 years
Department: Styling / Retail / Merchandising
Reports To: Store Manager / Creative Director / Brand Head
Job Type: Full-Time ( 6 days working)
Job Responsibility :
We are looking for a stylish, customer-focused, and trend-savvy Fashion Consultant to join our team. You'll play a key role in elevating the customer experience by offering personalized style advice, curating looks, and guiding product choices based on current trends and individual client needs. The ideal candidate has a strong eye for fashion, excellent communication skills, and the ability to translate trends into wearable, brand-aligned looks.
Interested candidates can share your profile immediately
Roles & Responsibilities: -
• Create engaging motion graphics, animations, and explainer videos for e-
learning content and promotional materials.
• Transform scripts, concepts, and storyboards into visually captivating motion
sequences.
• Collaborate with designers, instructional creators, and video editors to bring
educational content to life.
• Design and animate graphics, icons, typography, and characters aligned with
brand style.
• Ensure smooth visual flow, timing, and transitions for high-quality output.
• Stay updated on design trends, animation techniques, and tools to elevate
creative work.
Required Skill Set: -
• bachelor’s degree in Animation, Design, Media, or related field.
• 1–2 years of experience in motion graphics or animation (preferably in e-learning
or digital media).
• Strong command of tools like Adobe After Effects, Illustrator, Premiere Pro, and
Photoshop and Figma.
• Solid understanding of visual storytelling, timing, and rhythm.
• A creative thinker with attention to detail and design aesthetics.
• Excellent collaboration and communication skills.
Job Description : Quantitative R&D Engineer
As a Quantitative R&D Engineer, you’ll explore data and design logic that becomes live trading strategies. You’ll bridge the gap between raw research and deployed, autonomous capital systems.
What You’ll Work On
- Analyze on-chain and market data to identify inefficiencies and behavioral patterns.
- Develop and prototype systematic trading strategies using statistical and ML-based techniques.
- Contribute to signal research, backtesting infrastructure, and strategy evaluation frameworks.
- Monitor and interpret DeFi protocol mechanics (AMMs, perps, lending markets) for alpha generation.
- Collaborate with engineers to turn research into production-grade, automated trading systems.
Ideal Traits
- Strong in data structures, algorithms, and core CS fundamentals.
- Proficiency in any programming language
- Understanding of probability, statistics, or ML concepts.
- Self-driven and comfortable with ambiguity, iteration, and fast learning cycles.
- Strong interest in markets, trading, or algorithmic systems.
Bonus Points For
- Experience with backtesting or feature engineering.
- Exposure to crypto primitives (AMMs, perps, mempools, etc.)
- Projects involving alpha signals, strategy testing, or DeFi bots.
- Participation in quant contests, hackathons, or open-source work.
What You’ll Gain:
- Cutting-Edge Tech Stack: You'll work on modern infrastructure and stay up to date with the latest trends in technology.
- Idea-Driven Culture: We welcome and encourage fresh ideas. Your input is valued, and you're empowered to make an impact from day one.
- Ownership & Autonomy: You’ll have end-to-end ownership of projects. We trust our team and give them the freedom to make meaningful decisions.
- Impact-Focused: Your work won’t be buried under bureaucracy. You’ll see it go live and make a difference in days, not quarters
What We Value:
- Craftsmanship over shortcuts: We appreciate engineers who take the time to understand the problem deeply and build durable solutions—not just quick fixes.
- Depth over haste: If you're the kind of person who enjoys going one level deeper to really "get" how something works, you'll thrive here.
- Invested mindset: We're looking for people who don't just punch tickets, but care about the long-term success of the systems they build.
- Curiosity with follow-through: We admire those who take the time to explore and validate new ideas, not just skim the surface.
Compensation:
- INR 6 - 12 LPA
- Performance Bonuses: Linked to contribution, delivery, and impact.
#Android_Developer (#Kotlin)
#Location: Noida, Sector 63
#Experience: 1–3 Years
#Immediate_Joiner
#Key_Responsibilities:
Develop Android apps using Kotlin and Jetpack libraries
Implement MVVM architecture with Navigation and Lifecycle-aware components
Work with REST APIs using Retrofit, Coroutines, and LiveData
Optimize performance and ensure compatibility across Android devices
Collaborate closely with UI/UX designers for smooth, intuitive interfaces
hashtag
#Required_Skills:
Strong hands-on experience in
#Kotlin,
#Android_Studio,
#Jetpack
Proficiency with Room DB, ViewModel, Navigation Components
Familiarity with Gradle, Unit Testing, and Dependency Injection (Hilt/Dagger)
Bonus: Experience with Play Store deployment and CI/CD integration
We are seeking a dynamic and results-driven Business Development Specialist with experience in the digital marketing industry to help drive growth and expand our client base. The ideal candidate will have a deep understanding of digital marketing services, including SEO, PPC, content marketing, and social media, combined with a proven ability to generate leads, close deals, and build strong client relationships.
Key Responsibilities:
- Identify and pursue new business opportunities within the digital marketing industry.
- Develop and execute strategies to expand the company’s market presence and drive revenue growth.
- Build and maintain long-term relationships with clients and stakeholders.
- Conduct market research to identify emerging trends, client needs, and potential partnerships.
- Collaborate with internal teams (SEO, PPC, content, and social media) to ensure seamless integration of marketing solutions for clients.
- Prepare and deliver compelling sales presentations, proposals, and pitches tailored to client needs.
- Manage and track the sales pipeline, from lead generation to contract negotiation and closing.
- Meet or exceed sales and revenue targets by converting prospects into clients.
- Attend industry events, networking opportunities, and conferences to build brand presence and client relationships.
Qualifications:
- Proven experience in business development, sales, or account management within the digital marketing industry.
- Strong understanding of digital marketing services, including SEO, PPC, content marketing, social media, and web development.
- Excellent communication, negotiation, and presentation skills.
- Ability to work independently and manage multiple client relationships simultaneously.
- Strong analytical skills and the ability to understand client needs and translate them into effective marketing solutions.
- Proficiency with CRM software and digital marketing tools (e.g., HubSpot, Google Analytics, SEMrush) is a plus.
- Bachelor's degree in marketing, business, or a related field is preferred.
Why Join Us:
- Opportunity to work in a fast-paced, growing digital marketing agency.
- Collaborative team environment with opportunities for career growth and professional development.
- Competitive salary and performance-based incentives.
Company Profile:
We are a product-based Medical Devices company focused on providing State of the art Surgical Navigation Systems. Only a handful of companies across the world develop computer-assisted surgery solutions. We are proudly The First Indian Company in this domain and strive to make India Self-reliant in this highly specialized domain. We operate in the complex areas of Neuro& Ortho surgeries with our teams and systems closely assisting surgeons in the live OT environment.
We provide our clients with World class accuracy and we provide our employees with the best benefits. HRS Navigation is currently in the growth stage and is clocking exponential growth year after year.
What we are looking for:
Do you get a kick out of watching software unfold before your eyes? If so, we’d love to talk to you about it. We’re looking for a top “Senior Software Engineer” who always sweats the small stuff and cares about impeccable code. If you see glitches as an enjoyable challenge
rather than a hardship and if you are willing to put in hours to code where your codes can positively impact how surgeries are done, get in touch with us today
Qualifications: Bachelor’s or Master’s degree in computer engineering or computer science or any equivalent degree
Experience : 3–6-year experience.
Skills Required :
- 3 years of experience on QT development & C++
- Proficiency in coding with best practices while developing code in QT and C++
- Proficiency in programming user interfaces and data visualization with the QT Framework
- Must have experience on object-oriented analysis and design OOPs, Design patterns, Data structures,algorithms, etc.
• Experience with QT, VTK, OpenCV, etc preferred.
•Experience in Windows/Desktop applications is preferred.
•Experience working with Waterfall / Agile development technologies.
•Experience creating and maintaining databases.
•Knowledge of system frameworks including .NET, Git, and GitHub.
•Knowledge of the software development life-cycle.
•Must have excellent analytical and problem-solving skills
•Good interpersonal skills.
•The desire to work in a fast-paced environment.
#Hiringalerts #Colleges
TECHFIN is Hiring For Sales Role.
A call to Placement Coordinators.
Job Title: Business Development Associate
Location: Kolkata
Working: Work From Office (WFO )
Industry: Ed-Tech
Roles & Responsibilities :
The sales Representative at Techfin will be responsible for assisting and guiding the right offer/course to the consumers and getting them to purchase the right learning course.
Responsibilities:
1. Understanding the offerings for the students and guiding them throughout the process to choose the right option for them
2. Initiating phone conversations with clients who complete the demo session.
3. Intensely following up with the prospects and closing the sales within the sales cycle.
4. Diligently communicating and priming the lead through channels like email, and calls.
5.Ensuring accurate and proper record-keeping of call information in electronic and digital format.
6. Achieving the monthly targets while completing all the input metrics targets.
7. Good communication skills.
8. Good decision making skills.
9. Good negotiation skills.
10. Boost growth and sales.
Important Criteria -
Willing to work 6 days a week.
Willing to work in a Start-up (High Intensive learning and Rapid
Growing atmosphere)
Job Location – #Kolkata
Immediate Joining
- You will play a key strategic and consultative role in developing, delivering and maintaining digital ad tech
products
- Work as part of the engineering and product teams to develop complex platforms and systems that are
scalable to millions of users
- Result-oriented full-stack development for world-class products with high degree of performance and
quality
- Developers in our teams are also adept at formulating product strategies, research best practices, bring in
expertise and mentor younger talent and drive the organization’s goals higher with a self-starter attitude
- Strong sense of commitment, problem-solving, professional ethics and willingness to learn new things are a
standard requirement for all our openings.
Requirement:
- Knowledge of digital ad tech ecosystem
- Minimum 2+ years of experience working in a professional environment on full-stack development
- Proven expertise in creating and developing scalable enterprise or B2C web applications
- Experience in REST API development and MVC/MVVM development methodologies
- Deep understanding of the underlying architecture of web servers, load balancing, and browser nuances.
Basically, a solid understanding of fundamentals - including execution models, asynchronous programming,
object-oriented concepts, relational concepts, etc.
- Proficiency in one or more of Node.js/MEAN stack, Python, Java or other frameworks and willing to be
flexible on stack as per the requirement of the project. Most of our current development is on the MEAN
stack - expertise in the stack will be a definite plus
- Proficiency in one or more of databases such as MySQL, MongoDB, Cassandra or other equivalent databases
and willing to be flexible as per the requirement of the project. Most of our current development is on
MongoDB and MySQL - expertise in these will be a definite plus
- Good understanding of developer tools and devops such as Git, Ansible, cloud platforms such as AWS,
Docker, etc.
- Candidates with Github profiles or blogs with demonstrated knowledge, experience and/or contributions to
open source will have an added advantage
What you will do:
- Deepening the relationship with B2B2C channel
- Strengthening the relationship with existing customers
- Selling the company's diabetes management plans through outbound calls to a set of pre generated leads
- Managing relationship with onboarded customers and taking feedback and resolving customer queries
- Receiving in-bound calls from the customer and helping them to understand the company's plans and offerings
- Being the second point of contact for partner doctors and hospitals and visiting them when required, to resolve their queries
- Understanding customers’ requirements from the product standpoint and developing an in depth understanding of the healthcare eco-system
Desired Candidate Profile
What you need to have:- At least a graduate in any stream from a reputed university
- A decent understanding of the sales and customer acquisition processes
- Good social skills with ability to understand customer needs and developing relationships with people
- Past experience in successfully closing sales deals remotely is a must
- Openness to move around in NCR and meet doctors
- Past experience of 3-5 years in similar roles either with healthcare start-ups or in a similar role in related or other industries
- Fluency in English and Hindi is a must
- Proficiency in using internet and tools such as Microsoft Word and Microsoft Excel













