About The Role
Mactores is the agent-native AWS modernization firm. We exist to ship production systems, retire legacy, and measure outcomes. Our delivery is built on Aedeon, an agent platform that absorbs 60-70% of repetitive engagement work, allowing our Forward-deployed engineers (FDEs) to focus on architecture, judgment, and cutover. This is not a staff-augmentation seat and not an advisory role. You ship. What You Will Do
• Deliver production agentic AI systems and AWS modernization engagements on committed dates across Data Platform Modernization, Application & Database Modernization, and AI Agents for Apps.
• Build and productionize AI agents, orchestration, retrieval pipelines, evaluation harnesses, and observability running against real customer data.
• Convert existing products and business processes into agents by exposing functionality as callable tools or replacing form-and-click UX with intent-driven interfaces.
• Embed directly with customer engineering teams to run architecture sessions and defend design decisions to stakeholders from VP Engineering to CTO.
• Ensure agent decisions are traceable and defensible, meeting audit and regulatory standards (HIPAA, PCI-DSS, FSI-grade governance).
• Feed field experience back into the platform and practice to shape delivery playbooks. What We Are Looking For
• Excellent communication skills (English)
- verbal and written. You will present architecture to customer CTOs and write audit-ready documents.
• Proven experience shipping production agentic AI systems on AWS.



Be prepared to walk through what you shipped, the decisions you made, and what broke.
• Deep understanding of agentic architecture including agent design patterns, orchestration (LangGraph, CrewAI), memory management, reflection/self-correction, tool use, and RAG pipelines.
• Robust AWS production experience (Amazon Bedrock, Lambda, API Gateway, DynamoDB, RDS/Aurora, etc.).
• Solid software engineering fundamentals in Python, TypeScript, CI/CD, and infrastructure-as-code.
• 3
- 10 years in engineering roles, with agentic AI / GenAI as your current day job. Preferred Qualifications
• Delivery experience in Financial Services, Healthcare, Manufacturing, or Telco/Media.
• Model tuning and fine-tuning (LoRA/QLoRA, instruction tuning, RLHF/DPO) on Amazon Bedrock or SageMaker.
• Experience with compliance-sensitive AI systems (HIPAA, PCI-DSS, SOC 2).
• Knowledge graph, code-analysis (AST), or streaming experience (Debezium, Kafka).
• Proficiency in Java, C++, Go Lang, .
Net, or Rust.
• Prior customer-facing consulting or forward-deployed experience.
• AWS certifications (Solutions Architect Professional, Machine Learning Specialty, or Data Analytics). Why This Role
• You own outcomes, not tickets. FDEs carry the delivery commitment personally.
• You work agent-native from day one, building with the platform, not around it.
• You ship engagements measured in weeks to production.
• You compound field delivery into the Aedeon platform roadmap. (ref:hirist.tech)

📌 Mactores - Generative AI Forward Deployed Engineer (Mumbai)
🏢 Mactores
📍 Mumbai