Mohamed Ishak K
Engineering Manager - AI Systems

Building teams that ship production AI.

I lead delivery across agentic systems, voice agents, retrieval pipelines, and cloud-native AI platforms, combining hands-on technical ownership with cross-functional engineering leadership.

2.5yShipping AI
10+Engineers led
3Products 0 to 1
<1sVoice latency
01 Selected systems

Production AI work where reliability, latency, governance, and usability mattered.

Case 01

Low-latency governed voice agents

ProblemEnterprises needed real-time conversational AI that was fast, reliable, and governed.
SystemPipecat pipelines with TTS, STT, LLM routing, multi-provider fallback, guardrails, and PII redaction.
OutcomeSub-second voice experience with production governance and provider resilience.
PipecatOpenAIDeepgramElevenLabsFastAPI
Case 02

NL-to-SQL multi-agent orchestration

ProblemNon-technical users needed answers from a database estate with 20,000+ tables and 80+ columns each.
SystemSchema discovery, query planning, validation, and execution agents coordinated through LangGraph.
OutcomeSelf-serve analytics from natural language with structured SQL and result validation.
LangGraphLangChainCrewAIPostgreSQLSQL Server
Case 03

Compliance-grade knowledge base chat

ProblemTeams needed accurate answers from large legal and compliance document collections.
SystemHybrid retrieval, graph traversal, source grounding, and multi-vector store architecture.
OutcomeGrounded answers with compliance-aware retrieval and auditable knowledge paths.
Neo4jWeaviateOpenSearchFAISSPinecone
02 Experience

Engineering management with hands-on AI systems delivery.

Feb 2025 - Apr 2026
Remote, USA

Engineering Manager & AI Developer

LuMay AI Inc.
  • Led cross-functional delivery cycles across sprint planning, stakeholder alignment, architecture, and implementation.
  • Shipped governed voice agents, NL-to-SQL multi-agent orchestration, and enterprise RAG systems from zero.
  • Delivered cloud-native CI/CD with Azure AKS, ArgoCD, and GitHub Actions.
Oct 2023 - Jan 2025
Tiruchirappalli, India

Lead System Architect

SoftSpark Inc.
  • Led architecture and delivery across web, mobile, backend services, DevOps, and API-first integrations.
  • Built and scaled systems with Spring Boot, MERN stack, AWS ECS, Jenkins, and Git-based CI/CD.
03 Operating model

Close to architecture, close to execution, clear with stakeholders.

Technical leadership

Architecture, code review, delivery planning, CI/CD, cloud deployment, and production hardening across AI systems.

Team leadership

Sprint planning, stakeholder alignment, engineer mentoring, roadmap translation, and delivery accountability.

AI governance

RBAC, PII redaction, audit logging, compliance graph traversal, fallback design, and operational guardrails.

04 Contact

Open to Engineering Manager roles and high-leverage AI systems work.