ifitsmanu - Overview

๐Ÿ‘จโ€๐Ÿ’ป AI Systems Engineer

I build AI systems designed to operate under real-world constraints. My work centers on real-time inference, embedding and retrieval pipelines, and agentic systems built close to the execution layer, where latency, memory, and reliability matter.

I work end to end, from low-level model execution and interfaces to orchestration, streaming, and system behavior in production environments. Most projects here are systems in motion rather than polished demos.

I am particularly interested in decision-critical and automation-heavy domains, where correctness and failure modes are first-class concerns.

๐Ÿ” Focus Areas

  • Agentic and tool-driven AI systems
  • Real-time speech and multimodal pipelines
  • High-performance embedding and retrieval
  • Perception and computer vision systems
  • AI infrastructure and execution layers

๐Ÿงช This GitHub

An active systems workspace.

  • End-to-end systems over isolated examples
  • Infrastructure- and execution-focused code
  • Designs shaped by deployment constraints

Some projects may appear incomplete. That is intentional.

Sometimes I read. Usually I build.