Demajh, Inc.
Brian Demajh, Machine-Learning Engineer

“I untangle impossible ML messes so you ship faster.”

Blocks removed. Impasses navigated. Momentum restored.

I’m Brian Demajh— the machine-learning engineer tapped by scrappy founders and Fortune-100 companies when their engineering org hits a wall. From green-field prototypes to sprawling legacy stacks, I diagnose, rebuild, and relaunch mission-critical products at break-neck speed.

Core Specialties

Rescue Engineering

Reviving stalled roadmaps for scrappy start-ups & billion-dollar platforms—diagnose today, deploy tomorrow.

Reinforcement Learning

Building autonomous agents that beat hand-tuned rules and static models across ad-tech, fintech, and ops.

MLOps & Infrastructure

CI/CD, GPU orchestration, observability & compliance-grade rollouts that scale from MVP to global clusters.

0→1 Product Builds

Transforming slide-decks or legacy modules into live, revenue-generating software—on deadline.

Selected Rescue Missions

Real-Time Bidding Engine

  • Delivered MVP in 6 weeks, unlocking next tranche of capital
  • 15% ROI lift replacing heuristic rules with RL policy
  • Latency-optimised inference (<10 ms) via ONNX + Triton

Autonomous QA Agent

  • Cut manual test hours 90% via self-play RL
  • 1 M+ edge-case scenarios generated automatically
  • Green-lighting every PR with a GitHub Action

Legacy NLP Turnaround

  • Diagnosed decade-old performance regressions
  • Slashed p95 latency 72% across 250+ micro-services
  • Hot-patched behind feature-flags with zero downtime

Latest Posts

Redesigning Web Pages for AI

How to redesign web pages to optimize for AI access and knowledge retrieval →

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AI Dossier Library

Concise Q&A pages on today’s ML research, tools & companies →

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