Lead Software Engineer (Gaming, Unity)

Job Overview

Star Publicity is looking for a Unity Developer – AR/VR with practical experience in Unity and C# to join our team. The ideal candidate should have hands-on exposure to developing interactive applications and a basic understanding of AR/VR technologies.

Key Responsibilities

• Develop and maintain interactive applications using Unity and C#.
• Design and implement AR/VR experiences.
• Optimize applications for performance and responsiveness.
• Debug and troubleshoot development issues.
• Work closely with designers and developers on ongoing projects.
• Implement UI, animations, physics, and interactive elements.
• Stay updated with the latest Unity and AR/VR technologies.

Required Skills & Qualifications

• Bachelor's/Master's degree in BCA, MCA, B.Tech, M.Tech, B.Sc IT, M.Sc IT, or a related field.
• 6 months–1.5 years of practical experience in Unity development.
• Good knowledge of Unity and C# programming.
• Understanding of AR/VR concepts and development.
• Familiarity with Visual Studio / Visual Studio Code.
• Basic knowledge of 3D development, game physics, animation, and UI.
• Good problem-solving and communication skills.

Good to Have

• Experience working on AR/VR projects.
• Knowledge of Blender, Maya, or other 3D software.
• Understanding of mobile or cross-platform application development.
• Knowledge of UI/UX for immersive applications.

Job Description

Who are we?

Interestingly, in our own corner of the world, a hardworking team bent on hyper-excellence has quietly built a new way of medicine, a platform built on science, story, and soul.

Think of Amura as a "hospital on the cloud." We help people achieve the best standard of health they possibly can, taking full responsibility for their journey. We're a team of curious, ambitious individuals across all fields of work. Here, Doctors work alongside health coaches, designers, engineers, writers, and even filmmakers.

A cloud can reach anywhere and so can we. Our patients are from all over the world, and we are changing lives globally from your new home in Chennai. Over the last 8 years we have helped tens of thousands of people live better lives across 45 countries. 

Role Overview

We are looking for a hands-on Senior Software Engineer - Mobile to build and scale high-quality mobile experiences at Amura Health.

You will work primarily with React Native across both Android and iOS, partnering closely with Product, Design and Backend teams to build reliable, performant and user-friendly applications.

This role is ideal for an engineer who takes ownership, solves problems independently and uses AI-assisted development to build, test, debug and ship software faster without compromising engineering quality. 

What you'll do :

● Build, enhance and maintain React Native applications for both Android and iOS.

● Build features involving APIs, real-time updates, chat, notifications, local storage and data synchronisation.

● Develop scalable and maintainable mobile architecture with strong focus on performance, reliability and code quality.

● Develop scalable and maintainable mobile architecture with strong focus on performance, reliability and code quality.

● Work closely with Product, Design and Backend teams to translate requirements into simple, effective mobile experiences. 

● Diagnose and resolve performance issues, crashes, bugs and production problems.

● Implement secure handling of user data, authentication and API communication.

● Write unit, integration and UI tests and contribute to reliable release processes.

● Own features end-to-end, from understanding requirements and development through testing, release and iteration.

● Use AI coding tools to accelerate development, debugging, testing, code reviews and technical problem-solving.

● Proactively identify technical challenges and recommend practical solutions. 

What We're Looking For :

● 5 to 6 years of hands-on mobile application development experience.

● Strong professional experience with React Native and TypeScript.

● Mandatory: Experience building and maintaining applications for both Android and iOS.

● Strong understanding of React Native architecture, mobile app lifecycle, state management, API integration and performance optimisation.

● Experience working with REST APIs, authentication, local storage, push notifications and asynchronous data flows.

● Experience debugging and resolving Android/iOS-specific issues and production bugs.

● Good understanding of mobile security, data handling and secure API communication.

● Experience using AI-assisted development tools such as Cursor, Claude Code, GitHub Copilot or similar to improve engineering productivity.

● Strong problem-solving skills with the ability to independently own and deliver features.

● Good product thinking and attention to detail. 

Good to Have :

● Experience with chat, voice, video or real-time communication features.

● Experience building AI-powered mobile experiences or integrating AI/LLM-based features.

● Experience with mobile analytics, crash monitoring and performance monitoring.

● Familiarity with CI/CD and automated mobile releases.

● Experience working on healthtech, consumer apps or products handling sensitive user data. 

Responsibilities

• Understand the business requirements and technical constraints and architect/design/develop.
• Participate in the complete development life cycle.
• Lead and Review the architecture/design/code of self and others.
• Develop enterprise application features/services using Azure cloud services, C# .NET Core, ReactJS etc, implementing AI-DevSecOps principles.
• Act as a hands-on technical leader of a scrum team.
• Own and be accountable for the Quality, Performance, Security and Sustenance of the respective product deliverables.
• Strive for self-excellence along with enabling success of the team/stakeholders.
• Appraise the performance of self, peers and team members.

Requirements:

• 6 to 10 years of experience in developing enterprise software products, with cloud native stack
• Strong knowledge of C# / .NET Core
• Working knowledge of the JS frameworks – React
• Good experience in automating development using combination of AI tools - Claude + CoPilot + MCP
• Strong experience in Micro-Services and/or Micro-Frontend architecture
• Strong experience in container-based development, AKS, Service Fabric etc
• Strong experience in messaging queue systems like RabbitMQ, Kafka
• Experience in Azure Services like Azure Logic Apps, Azure Functions
• Experience in Relational and No-SQL databases like MS SQL Server, PostgreSQL, MongoDB
• Preferable experience in integrating LLMs, vector databases, RAG into production apps.
• Experience in coaching/guiding/leading a scrum team of junior, senior full stack engineers
• Experience in owning/driving end to end development of multiple functional modules/areas (incl testing, performance testing, deployment)
• Experience in cross-functional collaboration with product owners, senior management etc.
• Strong knowledge of Code Quality, Code Monitoring, Performance Engineering, Test Automation Tools
• Knowledge of reporting solutions like PowerBI, Apache SuperSet etc

About the company

Metron Security provides automation and integration services to leading Cyber Security companies. Our engineering team works on leading security platforms including - Splunk, IBM’s QRadar, ServiceNow, Crowdstrike, Cybereason, and other SIEM and SOAR platforms. 

Software Engineer is a challenging role within Cyber Security Engineering integration development. The role involves developing a product/service that achieves high-performance data exchange between two or more Cyber Security platforms. A Software Engineer is at the core of the evolution process and is responsible for the End-to-End delivery of the project, right from getting the requirements from customers to deploying the project for them on-prem or on the cloud, depending on the nature of the project. We follow the best practices of engineering and keep evolving. We are agile. 

Each integration needs reskilling yourself with the required technology for that project. If you are passionate about programming and believe in the best practices of software engineering, the following are the skills we are looking for: 

● Developer-centric culture - No bureaucracy or red tape. 

● Chance to work on 200+ security platforms. 

● Opportunity to engage with end-users (customers) and just a cog in the wheel.

About the role

We are looking for passionate developers with 4-7 years of experience in software development to join the Metron Security team as Software Engineers. 

Mandatory Skills 

• 6+ years of experience in software engineering, with a proven track record of leading engineering teams and mentoring junior developers. 
• Expertise in at least one or two Object-Oriented Programming language (Python, typescript, Java,Node.js,Angular, react.js C#, C++) . 
• Good knowledge of Data Structure and its correct usage. 
• Oversee code reviews, ensuring adherence to best practices and maintaining high code quality standards. 
• Imbibe and maintain a strong customer delight attitude while designing and building products/services.

Other Requirements 

• Open to learn any new software development skill if needed for the project.
• Alignment and utilisation of the core enterprise technology stacks and integration capabilities throughout the transition states. 
• Participate in planning, definition, and high-level design of the solution and exploration of solution alternatives. 
• Define, explore, and support the implementation of enablers to evolve solution intent, working directly with Agile teams to implement them. 
• Good knowledge of the implications of Cyber Security on production.
• Experience in architecting & estimating deep technical custom solutions & integrations. 
• Manage the customer to ensure we have a continuous flow of work from them so that the team has enough work for at least a month. 
• Mentor and coach team members, providing technical guidance and fostering professional development. 

Added advantage: 

• Experience in the Cyber Security domain.
• Experience in developing software using web technologies. 
• Experience in handling a project from start to end. 
• Hands-on experience in an Agile Development project and in writing and estimating User Stories. 
• Contribution to open source - Please share your link in the application/resume if any.

Senior Software Engineer – .NET Full Stack Developer

Job Location: Pune (Hybrid)

Job Description

We’re seeking an experienced Senior Software Engineer with a strong command of .NET and Angular 18 and modern frontend technologies. The ideal candidate will excel in both technical execution and collaborative leadership, demonstrating excellent communication skills and an Agile mindset. You’ll play a critical role in designing, developing, and optimizing our web applications while mentoring junior developers and participating in technical discussions and contributing to design decisions.

Roles & Responsibilities

1. Design and implement reusable components and responsive UI using Angular Material UI 14.2.5 and FAST.
2. Design, develop, and maintain backend services and APIs using .NET 10.0 and .NET Core Microservices.
3. Write clean, efficient, and maintainable code in C# 14 following best practices.
4. Develop event-driven systems with Azure Service Bus for message brokering and Azure Data Factory for ETL processes.
5. Implement logging, error handling, and monitoring using Serilog, NLog, and SonarCloud for static code analysis.
6. Write unit and end-to-end tests with Jest to ensure reliable, high-quality software.
7. Manage dependencies with NuGet and collaborate through CI/CD pipelines.
8. Participate in Agile ceremonies — sprint planning, retrospectives, and daily stand-ups, while collaborating with frontend, DevOps, and product teams.
9. Communicate technical ideas and solutions clearly to both technical and non-technical stakeholders.
10. Ensure code quality with ESLint, Prettier, and SCSS for clean, maintainable styling.
11. Work with CI/CD pipelines and support build/deployment troubleshooting; optimize performance using NPM, Gulp, and Webpack.
12. Collaborate in an Agile environment, participating in sprint ceremonies, backlog grooming, and retrospectives.
13. Support junior developers through code reviews and knowledge sharing, promoting best practices and technical excellence.
14. Collaborate with team leads, product owners, and QA to understand requirements and deliver assigned features.
15. Suggest and implement innovative solutions for better performance and maintainability.

Position-Specific Skills

1. 4+ years of experience in frontend and backend development, with a strong portfolio showcasing Angular 18 projects and a strong focus on .NET Core Microservices.
2. Proficiency in TypeScript, SCSS, Angular Material, and frontend design patterns.
3. Proficiency in C# 14 and experience building RESTful APIs and GraphQL services.
4. Strong understanding of unit testing and E2E testing frameworks: Jest, Cypress.
5. Expertise in Azure services — Functions, Web Apps, Redis Cache, Service Bus, Cosmos DB, Azure SQL Database.
6. Knowledge of containers and container orchestration tools (e.g., Docker, Kubernetes) is a plus.
7. Proven leadership experience — mentoring developers and contributing to technical decisions.
8. Excellent communication skills — ability to explain complex ideas to both technical and non-technical audiences.
9. Agile mindset — comfortable working in sprints, adapting to changes, and collaborating cross-functionally.
10. Excellent communication skills — able to explain complex backend concepts to technical and non-technical audiences.
11. Strong problem-solving mindset with a passion for building high-performance, resilient systems.
12. Good to have e-learning domain knowledge.

About Us:

Ctruh is a deep-tech company building the infrastructure layer for the spatial internet through a proprietary browser-native, no-code 3D engine and VersaAI, our in-house generative AI engine that transforms text, images, and video into production-ready 3D assets in minutes.

Our Work Rhythm:

This is a 6-day working setup with Monday to Friday operating from office and Saturday as Work From Home (WFH).

We believe this model enables stronger collaboration, faster learning, and better team alignment while maintaining flexibility.

About the Role:

We're looking for an experienced Senior Unreal Developer to lead the development of next-generation Digital Twin solutions for Real Estate, Architecture, Automotive, and Smart Infrastructure. You'll build immersive, data-driven, real-time 3D applications that combine Unreal Engine, live data streams, BIM/CAD models, and interactive visualization to enable intelligent decision-making.

This role is ideal for someone who enjoys solving complex technical challenges, architecting scalable systems, and building high-performance real-time applications. You'll work closely with Product, Engineering, Design, AI, and client teams while driving the technical direction of Ctruh's Digital Twin platform.

What You'll Own:

• Lead the design and development of large-scale Digital Twin applications using Unreal Engine 5.
• Build interactive, real-time 3D environments that integrate live data from APIs, IoT devices, telemetry systems, and enterprise platforms.
• Design scalable Digital Twin architectures that support real-time monitoring, analytics, simulations, and operational decision-making.
• Develop advanced data visualization experiences including dashboards, heatmaps, overlays, X-ray views, and interactive analytics within immersive 3D environments.
• Build intuitive user interactions that simplify complex datasets and improve stakeholder usability.
• Leverage Unreal Engine 5 features including Lumen, Nanite, and modern rendering pipelines to deliver photorealistic visual experiences.
• Optimize rendering performance, memory utilization, scalability, and runtime efficiency across large and complex 3D environments.
• Build and maintain BIM/CAD integration pipelines using Revit, Rhino, Datasmith, and related workflows while preserving geometry, metadata, and model accuracy.
• Collaborate with Architecture, Engineering, Product, and AI teams to ensure seamless data integration and technical alignment.
• Deploy Unreal applications using Pixel Streaming to deliver browser-based Digital Twin experiences with low latency and high scalability.
• Lead technical architecture decisions, establish Unreal development best practices, and mentor engineering teams.
• Continuously improve system performance, development workflows, and platform scalability while staying current with the latest Unreal Engine advancements.

What You Bring:

Must-Haves:

• 5+ years of professional experience developing applications with Unreal Engine.
• Strong portfolio showcasing Digital Twins, Architectural Visualization (ArchViz), Automotive Visualization, or real-time interactive 3D applications.
• Proven experience integrating Unreal Engine with external data sources such as REST APIs, JSON, MQTT, WebSockets, or similar technologies.
• Strong expertise in Blueprints, Unreal rendering pipelines, gameplay systems, and interactive application development.
• Experience building and optimizing large-scale real-time 3D environments.
• Strong understanding of rendering optimization, memory management, and performance tuning.
• Experience working with Unreal Engine 5, including Lumen and Nanite.
• Excellent problem-solving skills with strong architectural and system design capabilities.
• Comfortable working in fast-paced, product-driven startup environments.

Good-to-Have:

• Experience with Cesium for Unreal, ArcGIS, GIS, or geospatial visualization platforms.
• Strong technical art knowledge including shaders, material systems, lighting, and rendering optimization.
• Experience with BIM workflows using Revit, Rhino, Datasmith, or related architectural tools.
• Familiarity with Pixel Streaming, cloud deployment, and browser-based Unreal applications.
• Experience developing Digital Twin platforms for Real Estate, Manufacturing, Automotive, or Smart Cities.
• Leadership experience mentoring engineers and driving technical decision-making.
• Exposure to AI-powered visualization, simulation systems, or immersive technology platforms.

What Success Looks Like:

Success in this role will be measured by delivering scalable, high-performance Digital Twin applications, enabling seamless real-time data integration, building immersive visualization experiences, maintaining exceptional rendering quality while optimizing performance, improving platform scalability, and earning strong feedback from clients, Engineering, Product, and Leadership teams.

Why Join Ctruh:

At Ctruh, you'll work on cutting-edge Digital Twin platforms that combine AI, real-time visualization, immersive technologies, and browser-native 3D experiences. You'll help shape the technical architecture of products used across Real Estate, Automotive, Manufacturing, and Smart Infrastructure while collaborating directly with leadership and influencing the future direction of the platform.

This is a high-impact role offering significant ownership, technical leadership, and the opportunity to solve complex engineering challenges while building next-generation immersive technology products.

Who Will Thrive Here:

You are a technically strong, systems-oriented engineer who enjoys building large-scale real-time applications that combine visual excellence with engineering precision. You thrive on solving complex architectural challenges, integrating live data into immersive experiences, and creating scalable systems that deliver measurable business value.

You take ownership, mentor others, embrace technical excellence, and are excited about pushing the boundaries of Digital Twins, Unreal Engine, and real-time visualization in a fast-paced deep-tech startup.

Job Summary:

We are looking for a skilled Full Stack Engineer with strong hands-on experience in developing scalable, secure, and maintainable web applications using C#, .NET 8 or above, ASP.NET Core Web API, and Angular 15 or above. The candidate should have strong knowledge of full stack development, RESTful APIs, OOP, SOLID principles, design patterns, microservices, and Agile development. Prior experience working with an offshore development team in India and in a customer-facing role is mandatory.

Key Responsibilities:

• Develop scalable and maintainable web applications using C#, .NET 8+ and Angular 15+
• Design and develop robust backend services using ASP.NET Core Web API
• Develop rich and responsive web applications using Angular
• Design and integrate RESTful APIs
• Implement authentication, authorization, exception handling, logging, and secure coding practices
• Apply OOP, SOLID principles, clean-code practices, and design patterns
• Work with microservices and distributed application architectures
• Ensure application scalability, resiliency, performance, and maintainability
• Participate in Agile development activities and technical discussions
• Perform unit testing and follow TDD practices
• Work closely with customer-facing teams and offshore development teams
• Guide and mentor team members on technical aspects

Mandatory Skills:

• 6+ years of hands-on experience in Full Stack Development
• Strong experience in C# and .NET
• Mandatory .NET 8 or above
• Strong experience in ASP.NET Core / Web API
• Strong experience in Angular 15 or above
• Strong knowledge of OOP concepts
• Good understanding of SOLID principles and clean-code practices
• Experience with design patterns such as Repository, Dependency Injection, Factory, Strategy, Adapter, and Mediator
• Strong experience in RESTful APIs
• Experience with API integration, authentication, authorization, exception handling, and logging
• Prior experience in a customer-facing role
• Experience working with an offshore development team based in India
• Good understanding of Agile development

Good to Have:

• SQL and ORM experience
• Microservices and Micro Frontend (MFE) architecture
• Jasmine / Karma
• JIRA, Bamboo, Bitbucket
• Azure / AWS / GCP
• Experience with TDD and unit testing
• Relevant certifications in .NET, UI technologies, AI, or Cloud

As an Engineering Manager, you'll lead efforts to strengthen and optimize our state-of-the-art systems, ensuring high performance, scalability, and efficiency across our suite of trading solutions.

The core responsibilities for the job include the following:

Technical Expertise:

• C++ coding and debugging to strengthen and optimize systems.
• Design and architecture (HLD/LLD) to ensure scalable and robust solutions.
• Implementing and enhancing DevOps, Agile, and CI/CD pipelines to improve development workflows.
• Managing escalations and ensuring high-quality customer outcomes.

Architecture and Design:

• Define and refine the architectural vision and technical roadmap for enterprise software solutions.
• Design scalable, maintainable, and secure systems in line with business goals.
• Collaborate with stakeholders to translate requirements into technical solutions.
• Driving engineering initiatives to foster innovation, efficiency, and excellence.

Project Management:

• Oversee project timelines, deliverables, and quality assurance processes.
• Coordinate cross-functional teams to ensure seamless integration of systems.
• Identify risks and proactively implement mitigation strategies.

Technical Leadership:

• Lead and mentor a team of engineers, fostering a collaborative and high-performance culture.
• Provide technical direction and guidance on complex software engineering challenges.
• Drive code quality, best practices, and standards across the engineering team.

Requirements:

• 10-15 years in the tech industry, with 2-4 years in technical leadership or managerial roles.
• Technical Expertise: Expertise in C++ development, enterprise architecture, and scalable system design, and proficiency in performance optimization, scalability, software architecture, and networking principles.
• Extensive experience managing the full development lifecycle of large-scale software products, from concept to deployment.
• Strong knowledge of STL containers, multi-threading concepts, and algorithms.
• Solid understanding of memory management and efficient resource utilization.
• Microservices Architecture Expertise: Experience in designing and implementing scalable, reliable microservices.
• Strong Communication and Decision-making skills: Ability to clearly articulate trade-offs, make informed decisions, and ensure alignment across stakeholders.
• Commitment to Creating and fostering Engineering Excellence: Deep understanding of best practices, including code quality, testability, security, and release management, and passion for fostering a strong engineering culture and continuously improving developer workflows and tools.
• Self-Driven and Motivated: Ability to operate independently while driving impactful results.

Software Engineer II to join Planview’s Keyedin team.

Planview is an enterprise software company focused on portfolio and work management, helping organizations plan, prioritize, and deliver work across strategy, teams, and technology. Its product portfolio spans project and portfolio management (PPM), enterprise agile planning, product portfolio management, and work management tools — including offerings like AdaptiveWork, Planview PPM Pro, ProjectPlace, Planview Viz, and Deliver (One2Team), plus its ProjectAdvantage (formerly Sciforma) product for project and resource management. The company serves a wide range of industries, from financial services to technology to government, helping large organizations connect strategy to execution and manage complex portfolios of projects, products, and resources.

About the Role:

You’ll work on a product that combines legacy and modern technologies, contributing across the full stack while helping shape future platform integrations, connectors, and AI-powered capabilities. You’ll also work directly on customer-facing tickets and real-world product challenges, gaining hands-on exposure to the application and its technology stack from day one.

What You’ll Work On

• Customer-facing development and product enhancements
• Platform integrations and connector development
• Cloud technologies and AI-enabled capabilities
• Maintenance and modernization of existing product functionality
• Collaboration on new technologies as the platform evolves

Must-Have Skills

• C#/.NET, MVC, VB.NET, Web API, and Dapper
• Angular, HTML, CSS, and JavaScript/TypeScript
• Unit testing using NUnit, Jasmine, and Karma
• IIS
• SQL Server, including functions, stored procedures, and scheduled jobs
• Experience with AI coding tools such as Claude, GitHub Copilot, or similar

Nice-to-Have Skills

• Integration testing
• Azure DevOps
• Power BI
• Cloud platforms such as Azure or AWS

Growth Opportunity

Over the next 1–2 years, you’ll have the opportunity to progress from handling customer-facing issues to owning complex technical problems and key product areas. You’ll build expertise across legacy and modern technologies, integrations, cloud, and AI, with a path toward leading technical initiatives, contributing to architectural and product decisions, mentoring engineers, and progressing toward a senior or technical leadership role.

Team Culture and Work Style

The Keyedin team is learning-focused, collaborative, and customer-focused. This role follows a hybrid work model with two days per week in the office and no shift work.

If this opportunity aligns with your experience and career goals, please share your updated resume and let me know a convenient time to connect.

Role​

Build core software for an on-device agentic AI platform. The work includes agent orchestration, 

local model integration, tool and service execution, context management, secure automation, and 

integration with third-party services.​

Responsibilities​

•    Design and implement agent runtimes, routing, tool calling, state management, and recovery.​

•    Integrate local language and code models using structured outputs and function calling.​

•    Integrate third-party APIs and SDKs with authentication, validation, and error handling.​

•    Develop workflow orchestration, context management, and short- and long-term memory 

components.​

•    Implement secure automation with sandboxing, approvals, verification, and rollback.​

•    Create logs, traces, tests, and evaluation harnesses for reliable production deployment.​

•    Optimize latency, memory use, model selection, and runtime performance for PC hardware.​

•    Translate product scenarios into clear technical requirements.​

Required Qualifications​

•    BS/MS in Computer Science, Computer Engineering, or a related field.​

•    5+ years of professional software engineering experience.​

•    Strong C# and .NET development skills.​

•    Experience building agentic applications, workflow engines, automation systems, or tool-

calling software.​

•    Experience integrating LLMs or small language models with structured outputs and function 

calling.​

•    Experience integrating third-party APIs, SDKs, and services into production software.​

•    Strong knowledge of asynchronous programming, concurrency, state machines, and fault 

handling.​

•    Experience with Windows application, service, or systems development.​

•    Strong software testing, debugging, and production engineering practices.​

Preferred Qualifications​

•    On-device inference using ONNX Runtime, Windows ML, DirectML, OpenVINO, 

llama.cpp, or similar runtimes.​

•    Model quantization, hardware acceleration, memory profiling, and performance optimization.​

•    Agent frameworks and protocols such as Semantic Kernel, AutoGen, LangGraph, or MCP.​

•    Windows automation using PowerShell, Win32/WinRT, Task Scheduler, UI Automation, or 

Playwright.​

•    Knowledge graphs, ontologies, vector retrieval, or hybrid agent-memory systems.​

•    Sandboxing, least-privilege security, prompt-injection defenses, secrets management, and 

audit logging.​

•    Automated evaluation, telemetry, diagnostics, and hardware-in-the-loop testing.​

Technical Skills​

Required​

• C# / .NET​

• Agent orchestration and tool calling​

• Third-party API and SDK integration​

• Asynchronous programming    • Windows development​

• State machines / workflows​

• Authentication and permissions​

• Automated testing​

• Secure software design​

Preferred​

• ONNX Runtime / Windows ML / DirectML​

• Semantic Kernel / AutoGen / LangGraph​

• MCP​

• PowerShell / Win32 / WinRT    • Knowledge graphs / vector retrieval​

• Telemetry / diagnostics​

• Sandboxing / policy controls​

• Model optimization