AI platform foundations
Agents, workflows, tools, SDKs, and Temporal execution from the original platform into Genesis core.
✦ Let’s build something useful
I’m Muhamed Shahabas C Software engineer and platform builder.
✦ Portfolio
Work across the whole production path
Prompt lifecycle platform
Versioned prompts with approvals, structured validation, evaluation, GEPA optimization, promotion, and SDK access.
Connectors into tools
Credentialed connections and runtimes that connect agents to enterprise APIs, databases, storage, and operations.
Closing the production loop
Typed interfaces, backend services, cloud delivery, diagnosis, and validation.
✦ About me
Platform thinking with product responsibility
I build enterprise AI and healthcare systems across product, platform, infrastructure, and production operations. I carry work from an operational problem to a verified production result.
- Focus
- Enterprise AI platforms
- Domain
- Healthcare technology
- Company
- Autonomize AI
- Location
- Bengaluru, India
✦ Experience
Build the system. Close the loop.
Platform
Build shared AI infrastructure, services, SDKs, and developer workflows.
Solutions
Apply those capabilities to healthcare and enterprise operations.
Operations
Deploy, diagnose, validate, and improve the result through production feedback.
✦ Recognition
Recognition that marks the work
01 · Autonomize · 2025
03 · Autonomize · Leadership
Breakthrough Award
Recognized for early impact and for breaking through difficult delivery barriers.
02 · Autonomize · 2026
Resilience Award
Recognized for consistent follow-through, accountability, and progress through uncertainty.
Youngest Tech Lead
Named Autonomize’s youngest Tech Lead, with responsibility for engineering, machine learning, QA, deployment, and multiple customer solutions.
✦ Writing
Notes that helped me think more clearly
002 · Model Context Protocol · Aug 2026
View all writing ↗
Stateless MCP: the request carries the context
Self-describing requests, explicit handles, routing, and cacheable boundaries.
↗ 001 · Kubernetes + Azure · Jul 2026A claim is a request. A volume is the thing.
Persistent storage on AKS without losing the failure boundaries that matter.
↗✦ Contact