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Field notes · Vol. 01

Insights

Short writing for people who run the floor — POS, clean energy, vision AI, and robotics.

AI · 8 min read

How vision AI earns its keep on the line

Lock the job, mount the cameras, define the defect — then starve any demo that cannot read live product. Ownership beats another pilot slide.

Most vision pilots die in the conference room: polished slides, synthetic defect packs, nobody named on the alert. On a packaging line that ships every shift, the brief has to say which SKU fails, who owns the reject chute, and what “good enough” means in percent before cameras leave the crate.

Related: AI Systems

“If you cannot name the process and the metric in one sentence, you are buying a demo — not a deployment.”

— 360XCEL field rule

Latest notes

Operator-length pieces. No thought-leadership filler.

02
What multi-store POS rollouts actually break

POS · 6 min

What multi-store POS rollouts actually break

Lane speed looks fine in week one. Week two exposes inventory drift, tender edge cases, and the closeout pack finance rejects.

03
Solar + batteries without the science project

Energy · 7 min

Solar + batteries without the science project

If facilities will not open the dashboard daily, the deployment failed — even if the panels look perfect from the parking lot.

04
Warehouse robots that survive a peak week

Robotics · 5 min

Warehouse robots that survive a peak week

One process, one UPH target, one fenced cell. Expand only after the metric holds under real inbound volume.

05
When robotics should wait — and when it should not

Automation · 4 min

When robotics should wait — and when it should not

If you cannot name the process and the metric in one sentence, you are buying a demo, not a cell.

06
One ops room for POS, power, and automation

Operations · 5 min

One ops room for POS, power, and automation

Retailers and industrials want a single glass. Four vendor logins is how Friday night incidents get lost.

07
What facilities asks before signing a BESS brief

Energy · 6 min

What facilities asks before signing a BESS brief

SOC visibility, fault alarms, and who picks up the phone at 2 a.m. — before anyone argues about module brand.

08
Offline-tolerant checkout is not optional anymore

POS · 5 min

Offline-tolerant checkout is not optional anymore

When the ISP blips during Saturday rush, the lane that queues is the lane that costs you the basket.

Have an operator problem worth writing down?

Send the floor constraint — we will tell you which pillar owns it.

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