A system can appear healthy while its organisational flexibility is already narrowing. We use sensor data to reveal hidden concentration, loss of alternatives, and changes in burden-sharing behaviour — before they become obvious in conventional indicators.
We start where the data is hardest and the stakes are clear. Three real datasets, three observation eyes — a controlled lab cell, a lab pack under WLTP, and a real vehicle over 57,408 km — each surfacing narrowing organisation that a single SOH number leaves out.
A real EV record observed through 96 cell-voltage channels and 32 temperature probes. We freeze the early-mileage baseline, then test whether later driving still revisits it under matched context — turning field telemetry into an organisation-level residual & risk map.
A 57,408 km record observed through 96 cell-voltage channels, 32 temperature probes, operating context, return, and residual organisation.
Under matched SOC, current, speed, and temperature, two 96-cell response shapes can already diverge. That gap localises where continuity is at risk — long before a flat capacity number reacts.
A single controlled cell observed as an organisation rhythm: return arcs, role melody, fragile windows, and memory wake — the reproducible metrology basis for “same SOH, different organisation.”
Scalar-matched cells played side by side. When two cells report the same health yet organise differently, that residual is the early-divergence signal a single number hides.
Matched cell pairs mapped by scalar distance, organisation residual, life stage, and later trajectory — the basis for grading second-life and recovery value beyond capacity alone.
A local real-time sensing runtime coupling non-semantic audio perception, phase-lock, memory field, ethical tension, and permission to manifest. Depth vision and system self-perception remain optional paths.
The same organisation lens, now on public balancing data. Every visible BM Unit is positioned against its same-class peers — so an asset holder can ask one direct question: is one of mine quietly becoming a concentrated bearer of coordination others are not carrying? Public Elexon BMRS + NESO read. Not asset health, dispatch causality, or a reliability forecast.
Public BMRS accepted actions reveal how each asset is called — persistently, briefly, direction-switching, or episodically. We position every visible unit against its peers, flag the concentrated bearers, and show what to check next against your own instrumentation.
The period-by-period support-role ecology behind the asset read: which classes carry cadence, which carry volume, and where the burden concentrates — explorable across the full BM Unit population.
Public half-hour NESO data replayed as a moving power-flow organisation projection — the system-level field behind which individual assets carry their share.
For cell makers, OEMs, BESS operators, and second-life graders holding cycler or BMS records, LFR examines a scoped dataset and returns a static package that localises early divergence, run-time continuity risk, and organisation-level residual value — complementing, never replacing, your SOH.
Discuss a datasetCSV or agreed tabular exports with the minimum context needed to interpret channels, timing, units, and operating conditions.
Organisation surfaces, matched-context comparisons, recovery traces, transition candidates, and questions that remain unresolved.
A viewable HTML or PDF package with figures, observations, data notes, and stated limits. No executable analysis scripts included.
Data boundary: transfer method, retention, confidentiality, and output scope are agreed before any dataset is received.
Short records from work already underway. Interpretation follows observation; unresolved structure remains unresolved.
In a real BMS record, a 96-cell response body does not remain one fixed organisation through use.
BMS Research Observatory / 57,408 km vehicle record / 96 cell-voltage channels and 32 temperature probes
Scalar-matched battery pairs can occupy different observed response organisations.
Battery Organisation Observatory / Mirror Live Skin and Residual Atlas
Organisation changes around visible transition remain observable without resolving a failure mechanism.
ECI 72 Materials Workspace / DEM pipeline, 72 runs across six inclusion fractions
In a lab pack under WLTP, cells quietly lock into fixed roles around cycle 125 — while flat 7–8 Ah capacity shows nothing.
Pack Reachability / 36-cell 3P12S pack, 410 cycles, role-flow and possibility corridor
In local Alethia runtime probes, captured audio and phase-lock are recorded alongside field familiarity, tension, coherence, and permission.
Alethia / real-time audio runtime / 120 second baseline and intervention probes recorded 2026-05-09
Three observation eyes behind the products: a controlled lab cell, a lab pack under WLTP, and a real vehicle — each evidenced on real data, none replacing SOH.
Observed records with hard anchors: full BMS response body, matched context atlas, and the historical organisation of a real vehicle system.
Open grounded recordsCycler-collected 18650 cells observed for recurrence, residual, and role separation — the reproducible metrology basis for “same SOH, different organisation.”
Open controlled experimentsA 36-cell lab pack under WLTP, observed as role reachability and a possibility corridor: which cells carry load, whether substitutes remain, and where roles lock — invisible to flat pack capacity.
A local real-time runtime with recorded audio probes, phase-lock, memory-field influence, ethical tension, and permission gating; additional physical modalities remain in development.