Debate Club
An open match protocol for private debate agents, public judge panels, and inspectable reasoning records.
Applied ML · Computer vision · Agent systems
I build intelligent systems that hold up in the real world.
I'm Shimmy Bezalel, an applied ML engineer and technical leader working across software, computer vision, 3D, edge AI, robotics, and agentic systems—from research and prototypes to deployed products and reusable workflows.
Public record
Public evidence
- View case study
View case studyDeepSOM
An academic project exploring proxy-guided manipulation of detailed 3D forms from a single paired example.
View case studyIndoor Object Detection
A reproducible YOLO11 baseline with sequence-aware data splitting, evaluation, and visible failure analysis.
- WorkPatternCapabilityAgentTeamOtherControlled propagationView case study
Forge Flows
A part-time company context for turning successful AI work into shared organizational capability.
Current
Current work
Primary employment
Principal Engineer, AI & Automation
DocuSketch
Part-time
Software & AI Lead
Robee Contech LTD
Part-time
Co-Founder
Forge Flows
Career arc
A systems throughline
Software → Leadership → Computer vision & 3D → Edge ML & robotics → Agent systems
- 01
Software
Production foundations across systems and interfaces.
- 02
Leadership
Teams, architecture, and accountable delivery.
- 03
Computer vision & 3D
Perception and geometry for real scenes and objects.
- 04
Edge ML & robotics
Models and measurements under physical constraints.
- 05
Agent systems
Explicit workflows, validation, and provenance.
How I work
Evidence, constraints, control
Evaluate before scaling
Make quality, failure modes, and evidence visible before adding reach.
Design for real constraints
Build for the devices, teams, data, and operating conditions that exist.
Keep systems inspectable
Use explicit contracts, observable runs, and meaningful human control.
Thinking in public
Writing
Thinking With What We Don’t Know
What working with AI agents reveals about intelligence, tools, other people, and the work of making outside capabilities usable.
Read the essayFrom DNA to AI
A replicator's-eye view of intelligence moving from biological to non-biological substrates.
Read the essay
Separate company context · Part-time
Forge Flows
Building the systems that turn successful AI work into shared organizational capability.
- Observe
- Distill
- Distribute
- Improve
Contact
Start with the work
For engineering leadership, research, or a technically demanding collaboration, choose the right contact path.
Get in touch