Field notes from the cell line

Written by the engineers who deploy Anodela. Specific, technical and honest about what does not work yet.

Recent notes

Coating · May 2026

Why coat-weight CV is the number that predicts your ramp

A walk through the correlation between coating uniformity and first-pass yield across nine lines.

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Contamination · April 2026

Finding metal particles before they find your customer

Fusing inline CT with surface vision to catch what end-of-line electrical test never will.

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Formation · April 2026

Formation is 24% of cell cost. Treat it like it.

Per-cell protocols, channel scheduling and where the real hours actually go.

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On trust and control

Autonomy · March 2026

The five levels of manufacturing autonomy

A shared vocabulary for shadow, advisory, bounded control, supervised and full autonomy.

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Safety · March 2026

What a control envelope actually contains

Setpoints, ranges, preconditions, twin validation, fallback and a named approver.

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Trust · February 2026

Why we built the audit trail before the agents

Accountability is the precondition for autonomy in a qualified manufacturing process.

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How it works under the hood

Edge · February 2026

A 250 ms budget from photon to setpoint

Camera, CT and PLC timing on Jetson and IGX, and where the milliseconds go.

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Twin · January 2026

Simulating a coater well enough to trust it

Physics-informed surrogates, as-built calibration and the limits of a digital twin.

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Models · January 2026

Small data, hard physics, real constraints

Why physics-informed models beat brute scale when each chemistry has months of data, not years.

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Market and strategy

Market · December 2025

The yield gap is the real capacity gap

Announced gigawatt-hours versus delivered gigawatt-hours, and what closes the difference.

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Standards · December 2025

Autonomy inside IATF 16949

How autonomous change control can strengthen, rather than threaten, your qualification.

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Ramp · November 2025

Twelve months to target yield is possible

What the fastest ramps we have seen did differently, step by step.

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The numbers behind the writing

+14.6 ptsFirst-pass yield lift across design-partner lines
38%Reduction in electrode and cell scrap
17%Less formation time and energy per cell
<250 msInspection-to-decision latency at the factory edge

Read by process and quality teams across the industry [PLACEHOLDER]

Northvolt-class OEMVolta CellsAmperex ESSHelion MotorsKestrel EnergyAnode WorksPrisma CellsSilica PowerTerra Grid StorageMeridian EVCathode LabsAurora Gigafactory

What we write about

Electrode processes

Mixing, coating, drying, calendering and slitting.

Assembly & welding

Stacking, winding, tab welding and sealing.

Formation & aging

Protocols, grading, channel scheduling and cost.

Simulation

Digital twins, commissioning and scenario validation.

Quality & standards

IATF 16949, IEC 62660, traceability and evidence.

Edge AI

Real-time perception, model serving and deployment on the floor.

What people tell us

“Formation was 24% of our cell cost. Anodela re-sequenced channels and trimmed the protocol per cell, and we took 17% of the formation hours out without touching a single capacity spec.”
Elena RossiVP Manufacturing, Kestrel Energy
“Metal-particle escapes were our nightmare. The contamination model flags a signature our inspection vendor simply does not see, and it quarantines the affected cells automatically.”
James WhitcombeReliability Engineering Lead, Helion Motors
“We commissioned line four with the twin first. It predicted the calendering window that would hold porosity, and the real line matched it within tolerance on week two.”
Aiko TanakaGigafactory Program Director, Aurora

Built for the assurance bar of battery manufacturing

Cell manufacturing is safety-critical and IP-dense. Anodela is designed so quality, IT/OT and EHS approvers can say yes.

SOC 2 & ISO 27001

SOC 2 Type II program with encryption in transit and at rest, SSO/SAML, SCIM and RBAC down to the line.

IP & recipe protection

Chemistry, coat-weight and formation recipes stay in your tenant. Optional fully on-prem deployment with no egress.

Assurance-grade audit trail

Every perception, proposal, approval and executed setpoint change is immutably logged for IATF 16949 and IEC 62660 evidence.

Data residency

EU, US, Korea, Japan and China-domestic regions, or air-gapped factory edge for sovereign programs.

About the blog

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From practitioners on cell lines, yes — we would rather publish your field note than our own.

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