Beat 01
Perception on real panels
Train and evaluate models on inspection imagery and metrology from production lines, where the labels are noisy and the cost of a false negative is a shipped defect.
Careers
Perception, control, robotics, simulation and the fab-edge runtime — plus the field engineering that makes any of it real on a line.
The environments you will work in
The work
Beat 01
Train and evaluate models on inspection imagery and metrology from production lines, where the labels are noisy and the cost of a false negative is a shipped defect.
Beat 02
Write-back over SECS-GEM with fail-safe paths — software where correctness is not a nice-to-have.
Beat 03
A digital twin that gates a real recipe change is only useful if its predictions survive contact with glass.
Beat 04
Commissioning connectors on a live line, in a cleanroom, with equipment engineers watching. This is where the product is really designed.
# closed loop, one panel
perceive substrate → tft → emitter stack → sub-pixel
plan deposition · anneal · transfer · test/bin
act recipe write-back (SECS-GEM)
sense mura ΔL* · sub-pixel opens · particles
optimise yield · ramp · scrap
log immutable audit entry ✓ signed
retrain engineer correction → model
Open roles
Mura, sub-pixel and particle classification on production imagery
Closed-loop deposition and anneal control with fail-safe write-back
Panel handling, transfer and repair coordination
Panel-and-line twin validation before the run
Offline-capable runtime, model management and audit durability
Commissioning, baselining and design-partner delivery
OLED/LTPS/microLED domain expertise in the product loop
Tenant isolation, air-gapped deployment and customer security review
Hiring
Short, honest and the same for everyone.
Step 1 of 6 · intro
What you want to work on and what we are actually doing.
Step 2 of 6 · depth
A conversation about work you have done, not a puzzle.
Step 3 of 6 · practical
Scoped, paid where it takes real time, relevant to the role.
Step 4 of 6 · team
The people you would work with day to day.
Step 5 of 6 · domain
With someone who has run or supported a line.
Step 6 of 6 · offer
Written, with the reasoning behind the level and the equity.
How we work
Few people, wide scope, direct ownership.
Proposals are written and challenged before they are built.
Everyone spends time in a fab. Nobody designs a console from memory.
With travel to design-partner sites where the work demands it.
Software that writes recipes carries real consequences. We staff for it.
Meaningful ownership on a realistic vesting schedule.
Who fits
People who are comfortable with hard physical constraints, noisy labels and customers who will not take a claim on faith. Display and semiconductor experience helps, but curiosity about the physics matters more.
# closed loop, one panel
perceive substrate → tft → emitter stack → sub-pixel
plan deposition · anneal · transfer · test/bin
act recipe write-back (SECS-GEM)
sense mura ΔL* · sub-pixel opens · particles
optimise yield · ramp · scrap
log immutable audit entry ✓ signed
retrain engineer correction → model
Benefits
Details vary by location and are confirmed in writing with any offer.
| Area | What it means |
|---|---|
| Compensation | Competitive base with meaningful equity |
| Health | Medical, dental and vision cover for you and dependants |
| Time off | Generous leave with a minimum, not just a maximum |
| Equipment | Whatever you need, including cleanroom-appropriate kit |
| Learning | Conference and training budget, weighted toward display and process engineering |
| Travel | Design-partner site visits, supported properly |
Careers FAQ
It helps, especially for domain and field roles. For perception, control and platform roles we care more about rigour with messy real-world data.
Remote-friendly with travel to design-partner fabs. Field roles are located near the lines they support.
If it takes more than a couple of hours, yes.
Early. Design-partner stage, with company status and metrics on this site labelled as aspirational until verified. Join accordingly.
Voices from the line
“We do not lose panels because nobody is watching. We lose them because the signal that mattered was buried under a thousand nuisance calls.”
“Ramp is the whole game. If a new product takes two quarters of manual tuning, that is two quarters of margin we never get back.”
“Transfer yield is our ceiling on microLED. Every dead emitter is a repair cycle or a scrapped backplane.”
Quotes are illustrative composites drawn from discovery interviews with process-integration, yield and quality engineers. Named references are [PLACEHOLDER] pending design-partner consent.
The economics
Emiteon is priced and evaluated on the numbers a fab already reports. These are design-partner targets for the first twelve months of deployment.
Figures marked as targets are design-partner objectives, not audited results. Company operating status, customers and outcomes are [ASPIRATIONAL] until independently verified.
FAQ
Through three gates. Shadow mode observes and predicts with no write-back; advisory mode recommends recipe, transfer and binning moves that a process-integration or yield engineer approves; graduated autonomy releases low-risk deposition, anneal and transfer control once measured accuracy and twin validation clear the bar. High-impact decisions stay human-in-the-loop.
Reducing false calls is the wedge, not a side effect. The mura-and-defect agent is trained on true-versus-false-call labels from your own inspection history, so it separates genuine large-area non-uniformity, sub-pixel opens and shorts, particles and stains from nuisance signals, and every call is traceable to the evidence behind it.
Per-tenant isolation with recipes, panel designs and defect images scoped to your tenant, encryption in transit and at rest, SSO/RBAC, an immutable yield/quality-grade audit log and an on-prem or air-gapped option. Fleet learning shares model improvements, never your recipes.
Deposition, photolithography, encapsulation and anneal tools, Mura/AOI inspection and metrology, array and cell test, mass-transfer and repair stations, robotic handling and MES — vendor-neutral via SECS-GEM/HSMS where the tool supports it, with REST and OPC-UA bridges elsewhere.
Every pixel, perfectly uniform.
If none of the open roles fit but the problem does, write to us anyway.