Umar Bilal

Cofounder of CodeNinja. CodeNinja Atoms publishes open reference architectures for physical AI at codeatoms.ai

Joined on Oct 3, 2026 https://codeatoms.ai/

Umar Bilal

Oct 15

System design for physical AI: one agriculture data dashboard the operator fully owns

#ai #architecture #postgres #agriculture

2 min read

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Umar Bilal

Oct 14

The Model Register Across Sixteen Designs

#ai #architecture #opensource #machinelearning

6 min read

Umar Bilal

Oct 13

System design for physical AI: catching flatlined and swapped radar tank gauge readings

#ai #iot #architecture #oilandgas

2 min read

Umar Bilal

Oct 12

Sensing Comes Before the Model

#ai #architecture #iot #machinelearning

5 min read

Umar Bilal

Oct 11

System design for physical AI: an auditable plant reliability study built on one object model

#ai #architecture #datascience #reliability

2 min read

Umar Bilal

Oct 10

System design for physical AI: OT security monitoring and NERC CIP evidence from one system of context

#ai #security #architecture #selfhosted

3 min read

Umar Bilal

Oct 9

System design for physical AI: forecasting construction schedule slips with edge vision and an open-weight model

#ai #computervision #architecture #selfhosted

4 min read

Umar Bilal

Oct 8

Don't Baptize the GPUs

#ai #machinelearning #llm #ethics

9 min read

Umar Bilal

Oct 7

System design for physical AI: a port digital twin that buys no hardware and owns every record

#ai #architecture #gis #selfhosted

3 min read

Umar Bilal

Oct 6

System design for physical AI: read-only fire protection monitoring across a hundred factories

#iot #architecture #lorawan #selfhosted

3 min read

Umar Bilal

Oct 5

System design for physical AI: counting every billet and rebar at the mill, on hardware the authority owns

#hardware #manufacturing #opensource #systemdesign

3 min read

Umar Bilal

Oct 3

System design for physical AI: live wildfire ignition risk for every distribution feeder, on the utility's own hardware

#ai #computervision #architecture #selfhosted

3 min read

Umar Bilal

Oct 3

System design for physical AI: predicting container terminal truck turn time with edge vision and an open-weight model

#ai #computervision #architecture #selfhosted

3 min read

Umar Bilal

Oct 3

System design for physical AI: a fully air-gapped stack for an oil and gas operation in Pakistan

#ai #llm #selfhosted #architecture

4 min read

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Umar Bilal

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Writing Debut

System design for physical AI: one agriculture data dashboard the operator fully owns

Want to connect with Umar Bilal?

The Model Register Across Sixteen Designs

System design for physical AI: catching flatlined and swapped radar tank gauge readings

Sensing Comes Before the Model

System design for physical AI: an auditable plant reliability study built on one object model

System design for physical AI: OT security monitoring and NERC CIP evidence from one system of context

System design for physical AI: forecasting construction schedule slips with edge vision and an open-weight model

Don't Baptize the GPUs

System design for physical AI: a port digital twin that buys no hardware and owns every record

System design for physical AI: read-only fire protection monitoring across a hundred factories

System design for physical AI: counting every billet and rebar at the mill, on hardware the authority owns

System design for physical AI: live wildfire ignition risk for every distribution feeder, on the utility's own hardware

System design for physical AI: predicting container terminal truck turn time with edge vision and an open-weight model

System design for physical AI: a fully air-gapped stack for an oil and gas operation in Pakistan