Harpreet Sahota

VERIFIED OPERATOR

Principal DevRel Engineer & Hacker-in-Residence. Building, breaking, and explaining Physical AI, robotics perception, and MLOps.

WINNIPEG, MBPHYSICAL AIDEVREL STRATEGY

01 // SOCIALS & NETWORKDaily writing, architecture breakdowns, and direct discussion.

Technical breakdowns, architecture teardowns, and engineering commentary.

Real-time research notes, paper highlights, and quick technical takes.

Architecture breakdowns, failure postmortems, and video-embedded carousels.

Discussions on machine learning, data engineering, and technical problem-solving.

02 // WRITING & ESSAYSLong-form essays, developer tutorials, and technical deep-dives.

Bi-weekly essays on applied machine learning, devtools, and career strategy.

Hands-on developer tutorials, pipeline walkthroughs, and MLOps field guides.

Engineering notes, architecture teardowns, and technical companion blogs.

03 // CODE, MODELS & DATASETSOpen-weight models, physical AI datasets, and reference code.

Curated open-weight models, physical AI datasets, and VLM evaluation spaces.

Working reference architectures, pipeline prototypes, and open developer tools.

04 // CONTENT & SHOWSPodcasts, video walkthroughs, and hardware breakdowns.

Conversations on physical AI, robotics black boxes, and engineering invariants.

Full video episodes, technical shorts, and hardware breakdowns.

05 // CONSULTANCY & ADVISORYDevRel strategy, Hacker-in-Residence, and AI developer proof.

Fractional advocacy and forward-deployed DevRel engineering for AI teams.

Scope fractional advisory, technical evaluation, or product proof.