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7209 commits

Author SHA1 Message Date
Jun-te Kim
539f661430 Skip a landlord override that targets a building part the EPC lacks 🟥
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 15:35:19 +00:00
Jun-te Kim
17b1d63f0e test(accuracy): pin SAP-16.0 storage-flat uprn_10070004512 (built_form fix corpus)
Corpus validation of the modelling_e2e built_form fix. Cert 8742-6624-9300-2780-4926
(SAP-Schema-16.0, ground-floor electric-storage-heater flat) omits built_form; the
mapper now derives it from dwelling_type. built_form is ML-only so the fix is
SAP-neutral: engine 66 = lodged 66 exactly. Built in Elmhurst (evidence: epc.json +
summary + worksheet): worksheet 54, engine-on-Elmhurst-inputs 53 ≈ 54 → calculator
faithful. The +12 engine-vs-Elmhurst is a build/input gap (cert size-1 small cylinder
unrepresentable in Elmhurst's Normal/110L-minimum entry → higher HW + reduced-field
16.0 defaults). Pinned engine 66.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 15:35:06 +00:00
Daniel Roth
4e3eb52a37
Merge pull request #1268 from Hestia-Homes/feature/hyde_make_it_more_accurate_with_tests
Feature/hyde make it more accurate with tests
2026-06-23 16:08:05 +01:00
Jun-te Kim
5737923622 32 and delete in plan 2026-06-23 15:01:34 +00:00
Jun-te Kim
6ee2f6257a fix(mapper): close modelling_e2e cohort mapping gaps (built_form, PV-list, windows-dict)
Closes the mapper-coverage gaps surfaced by the modelling_e2e prediction-cohort
failures (portfolio 796):

- built_form (SAP-16.0): derive from dwelling_type in _normalize_sap_schema_16_x
  (Mid-terrace->4, End-terrace->3, Semi-detached->2, Detached->1; flats->modal 4).
  ML-only field (SAP calc never reads it) so SAP- and gate-neutral. 5 flat certs
  that omitted built_form now map.
- photovoltaic_supply as a measured-array LIST: routed all pre-21 RdSAP mappers
  (17.0/17.1/18.0/19.0/20.0.0) through _map_schema_21_pv, whose list branch is now
  dict-tolerant (_pv_array_field reads dict OR dataclass). They capture the PV
  arrays like 21.0.x instead of raising "'list' object has no attribute
  none_or_no_details" and sinking the whole cohort.
- windows-as-dict (16.x): handled in the normalizer (not just windows-as-list).

Genuinely-sparse certs (omit door_count/habitable/glazed_area) remain fail-loud;
the gate-regressing multiple_glazed_proportion default and the recursive
RdSAP-21.0.0 ADR-0028 alignment are left fail-loud + flagged for review (worklist).

+5 regression tests; component-accuracy gate 26/26; 0 new pyright errors.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 14:51:40 +00:00
Daniel Roth
f09f01adbf
Merge pull request #1266 from Hestia-Homes/feature/hyde_make_it_more_accurate_with_tests
test for 16
2026-06-23 15:20:17 +01:00
Jun-te Kim
c12bfc7413 test for 16 2026-06-23 14:11:30 +00:00
Daniel Roth
cbc14f1ca2 better tracking of already processed properties 2026-06-23 14:09:59 +00:00
Daniel Roth
aa92ffaac1 Merge branch 'main' into trigger-e2e-locally 2026-06-23 13:41:29 +00:00
Jun-te Kim
3c45a30890
Merge pull request #1264 from Hestia-Homes/feature/hyde_make_it_more_accurate_with_tests
Feature/hyde make it more accurate with tests
2026-06-23 14:31:45 +01:00
Jun-te Kim
2b0cb180bf update air permebility 2026-06-23 13:21:31 +00:00
Jun-te Kim
60ec922430 fix regression tests 2026-06-23 13:17:23 +00:00
Jun-te Kim
666cf30437 gated propertly 2026-06-23 13:16:34 +00:00
Jun-te Kim
22b92f968e
Merge pull request #1263 from Hestia-Homes/feature/hyde_make_it_more_accurate_with_tests
data types
2026-06-23 13:50:45 +01:00
Jun-te Kim
00af7b5a54 data types 2026-06-23 12:42:53 +00:00
Daniel Roth
f20646d774 missing files 2026-06-23 12:25:52 +00:00
Daniel Roth
901b74ae7c udpate 2026-06-23 12:25:43 +00:00
Khalim Conn-Kowlessar
4db05e843c fix(ventilation): dMEV takes lodged 0 intermittent fans, not the Table 5 default (SAP 10.2 §2)
Chasing the space-heating demand gap on "simulated case 48" (main 691 + Unknown
meter + 903 dual immersion): our SAP 55 vs Elmhurst 57. Every §10a cost line
already matched to the penny; the residual was demand — our space-heating
energy 3849.8 kWh vs Elmhurst 3513.8 (+9.6%). Traced through the worksheet: our
ventilation heat loss (38) ran ~35.5 W/K vs Elmhurst 27.76 — we were adding 20
m3/h of intermittent extract fans (the Table 5 age-band default) on a dwelling
with a decentralised mechanical extract (dMEV) system that lodges 0 fans.

SAP 10.2 §2 (PDF p.13): a whole-house mechanical EXTRACT system provides
extraction via the (23a) 0.5 system air-change rate; the lodged intermittent
extract-fan count (7a) is then explicit — a lodged 0 means 0 (the dMEV is the
ventilation), NOT "unknown". The Table 5 default is an unknown-fallback for
NATURALLY ventilated dwellings only, so it must not be substituted here.

Fix: for EXTRACT_OR_PIV_OUTSIDE, take vc.intermittent_fans as-is (no age-band
default). Worksheet-proven on two dMEV builds of cert 000565: "case 48" lodges
(7a)=0 -> our SAP 55 -> 57 EXACT; the original 000565 fixture lodges (7a)=2 and
keeps 2 (its e2e pins are unchanged). An earlier draft that forced fans=0 broke
000565 (which legitimately has 2) — corrected to "lodged as-is".

within-0.5 72.5% -> 72.6%, MAE 0.789 -> 0.788; CO2/PE unchanged. The fix also
reduces a systematic under-rating bias in the 21-cert dMEV cohort (median dSAP
-0.22 -> -0.08). Scoped to EXTRACT_OR_PIV_OUTSIDE; balanced MVHR/MV kinds left
untouched pending their own worksheet. SAP-schema regression
test_18_0_0 pin 80 -> 81 (closer to its lodged 84, same cause). Spec-pinned in
test_cert_to_inputs (dMEV-lodged-0 vs natural-default). pyright not installed
in this container -- strict type gate not run locally.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 11:33:07 +00:00
Jun-te Kim
1a080254e7
Merge pull request #1261 from Hestia-Homes/feature/e2e-runs
Feature/e2e runs
2026-06-23 12:24:18 +01:00
Khalim Conn-Kowlessar
c3422704f5 revert epc timeout to 10s 2026-06-23 11:19:23 +00:00
Khalim Conn-Kowlessar
52e5a4d402 Merge remote-tracking branch 'origin/main' into feature/e2e-runs 2026-06-23 11:05:15 +00:00
Khalim Conn-Kowlessar
efaff228ac feat(scripts): add --from-db re-model path + raise EPC API timeout
- run_modelling_e2e --from-db re-models from already-persisted inputs (reads
  each Property's Effective EPC + planning protections + solar from the DB) and
  skips every live fetcher — zero gov-API calls. With --persist it re-writes the
  Plan and, for lodged-EPC Properties, the Baseline. Self-contained loop; the
  live-fetch path is untouched. Makes local re-runs instant and avoids tripping
  the gov API's per-IP rate limit (6000 req / 5 min) during iteration.
- EpcClientService.REQUEST_TIMEOUT 10s -> 30s: a cold per-UPRN search can exceed
  10s and the old timeout turned it into a timeout-then-retry; 30s rides it out.

Note: an open perf question remains — modelling is fast in isolation (<0.5s/
property) but a long-lived --persist run shows ~1 min/property; suspected in the
persist path (plan.save / baseline) or connection handling, NOT the API. Left
mid-diagnosis for handover.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 11:05:06 +00:00
Daniel Roth
ad86f34701
Merge pull request #1259 from Hestia-Homes/e2e-modelling-handler-returns-taskid
Task Handler handler returns task ID and subtask ID. Also remove broken recommendation
2026-06-23 11:41:38 +01:00
Daniel Roth
c49e1f60a2 dont consider system tune up recommendations - causes error 2026-06-23 10:36:27 +00:00
Daniel Roth
0a3b827be2 task handler returns task and subtask IDs 2026-06-23 10:33:38 +00:00
Daniel Roth
2c8a8358b4
Merge pull request #1258 from Hestia-Homes/feature/hyde_make_it_more_accurate_with_tests
updated sap scaema to take in inputs
2026-06-23 11:30:40 +01:00
Daniel Roth
78c358d5e8 tweak script to use provided input. track output in md file 2026-06-23 10:27:39 +00:00
Jun-te Kim
210ca6397f updated sap scaema to take in inputs 2026-06-23 10:22:40 +00:00
Khalim Conn-Kowlessar
fd0530159f feat(tariff): complete §12 Unknown-meter clause — GSHP/WSHP main triggers off-peak (RdSAP 10 PDF p.62)
Closes the follow-up from 22fe4f41. RdSAP 10 §12's third Unknown-meter
exception bullet — "main heating is ground source or water source heat pump" —
was unimplemented. Add `_GROUND_OR_WATER_SOURCE_HEAT_PUMP_CODES` (Table 4a,
SAP 10.2 PDF p.176-177: ground 211/215/221/225 + warm-air 521/525; water
213/216/223/226 + warm-air 523/526) to the Unknown-meter off-peak triggers;
once dual, Rules 1-4 (Rule 3) resolve it to 10-hour.

AIR-source heat pumps (214/217/224/227, 524/527) are deliberately EXCLUDED —
the spec names only ground/water source. Verified the only Unknown-meter heat
pumps in the corpus are "3/10 Bedford House" (main 214 = AIR source), which
correctly KEEP STANDARD. 0 corpus certs carry a GSHP/WSHP on an Unknown meter,
so this is a spec-completeness forward guard (gauge unchanged 72.5% / 0.789),
same family as the Scotland-J wall / rafters-M roof 0-impact spec fixes.
Coverage gap noted in-code: a database-index heat pump without a 211/213-style
SAP code can't have its source type read from the code alone (rare).

Spec-pinned (test_unknown_meter_ground_or_water_source_heat_pump_triggers_off_
peak). Gates green: corpus 72.5%/0.789, batch worksheet 0 raised/0 diverge,
suite 2989 passed (2 known pre-existing fails). pyright not installed locally.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 10:09:59 +00:00
Khalim Conn-Kowlessar
4f208f472c test(corpus): ratchet SAP MAE floor 0.80 -> 0.79 after the §12 dual-immersion fix
MAE improved 0.793 -> 0.789 via the Unknown-meter + dual-electric-immersion
off-peak trigger (commit 22fe4f41). Ratchet the ceiling so the gain can't
silently regress. within-0.5 unchanged (72.5%).

pyright not installed in this container — strict type gate not run locally.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 09:59:15 +00:00
Khalim Conn-Kowlessar
22fe4f41b8 fix(tariff): Unknown meter + dual electric immersion → off-peak per §12 (RdSAP 10 PDF p.62)
Supersedes the previous "verified non-fix" doc (3548f1f3): the spec DOES make
this a fix — Khalim was right that the Unknown-meter branch is driven by the
heating/water system, not a blanket STANDARD.

RdSAP 10 §12 (PDF p.62): "If the electricity meter is unknown, treat as single
meter EXCEPT where main heating OR WATER HEATING are intended to run off an
off-peak tariff (per systems listed in the text box above) ... If that results
in a dual meter, assign tariff per rules 1 to 4." The text-box off-peak systems
include DUAL ELECTRIC IMMERSION. Our `rdsap_tariff_for_cert` only triggered the
Unknown→off-peak exception on a storage/CPSU MAIN — it ignored the
dual-electric-immersion WATER-heating trigger, so an Unknown-meter dwelling
with a non-storage main (e.g. room heaters) + dual immersion was billed
STANDARD (13.19p flat) when it should be dual → Rules 1-4 on the main.

Fix: thread `water_is_off_peak_dual_immersion` (whc 903 + immersion lodged dual
via `_immersion_is_single is False`) into the Unknown-meter branch; when any
text-box trigger is present, resolve via the same Rules 1-4 dispatch (room
heaters → Rule 3 → 10-hour). Single-immersion / instantaneous (whc 909) certs
correctly stay STANDARD (no text-box system).

Worksheet-validated on "simulated case 48" (main 691 + Unknown meter + 903 dual
immersion): Elmhurst 10-Hour Off Peak, SAP 57; ours 45 → 55 (7-hour gives 45,
confirming 10-hour). Flips exactly ONE corpus cert — Apartment 241 (the genuine
-5.38 under-rater, main 691 + dual immersion) -5.38 → -1.05; every other
Unknown+dual-immersion cert already has a storage main (Rule 2). Corpus
within-0.5 holds 72.5%, MAE 0.793 → 0.789 (improved). CO2/PE unchanged.

GSHP/WSHP-main trigger (the other §12 Unknown exception bullet) is a separate
follow-up. Gates green: corpus 72.5%/0.789, batch worksheet 0 raised/0 diverge,
000565 e2e 11/11, suite 2987 passed (2 known pre-existing fails). pyright not
installed in this container — strict type gate not run locally.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 09:58:02 +00:00
Khalim Conn-Kowlessar
3548f1f31a docs(tariff): record Unknown-meter off-peak as a verified non-fix (RdSAP 10 §12 Rules, table_12a)
Khalim's hand-built "simulated case 48" Elmhurst worksheet (main 691 room
heaters + Unknown meter + 903 dual electric immersion + cylinder) proves
Elmhurst resolves an Unknown meter + Rule-3 room-heater main to 10-Hour Off
Peak — Elmhurst SAP 57; ours (STANDARD) 45; routing Unknown+Rule3 to off-peak
(10h) gives 55, 7h gives 45 (so Elmhurst uses 10-hour, RdSAP 10 §12 Rule 3,
PDF p.62). So the prior "Rule 3 is not off-peak evidence" comment was wrong
about Elmhurst's behaviour.

But adopting it REGRESSES the lodged-register corpus 72.5%->71.8% / MAE
0.793->0.827: of 11 Unknown+Rule-3 corpus certs only Apartment 241 improves
(-5.38->-1.05); the other 10 overshoot +2.7..+9.1 (Flat 2 +9.11). The
register's meter_type=3 certs were lodged with STANDARD-tariff costing — the
gov-API "Unknown" is lossy and does not mean off-peak. North star is
reproducing the lodged register, not Elmhurst's deliberate-Unknown worksheet,
so KEEP STANDARD (same "Elmhurst != noisy register" family as
roof-windows/shutters).

Comment-only; no behaviour change (corpus gauge unchanged 72.5% / 0.793).
pyright not installed in this container — strict type gate not run locally.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 09:48:21 +00:00
Daniel Roth
95d6ee1a33
Merge pull request #1256 from Hestia-Homes/feature/deploy-e2e-modeller
Actually deploy e2e modelling lambda
2026-06-23 09:51:41 +01:00
Daniel Roth
e949490b20 actually deploy lambda 2026-06-23 08:46:23 +00:00
Khalim Conn-Kowlessar
2ac5ec6eb5 chore(tooling): add median column to corpus profiler; document shutter non-implementation
profile_corpus_error.py: print median signed error alongside the mean in each
feature bucket. The mean is dragged by fat-tail register anomalies (e.g. electric
room heaters mean -1.09 but median -0.01) — median is the outlier-resistant lens
for finding TRUE systematic slices, so hunt by |median|, not |signed|.

heat_transmission.py: document why permanent-shutter R is deliberately NOT applied
(Elmhurst uses R=0.04 curtains on every window incl. insulated shutters, proven on
case 46; API-path trial worsens MAE). Comment-only.

pyright not installed locally — strict type gate not run.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 08:46:00 +00:00
Khalim Conn-Kowlessar
6a4539f26b fix(fuel): close case 47 — correct the second main heating system's fuel (off-peak pricing + Elmhurst Summary solid-fuel)
Two second-main fuel errors mis-cost a dual-main dwelling whose two main systems
burn different fuels (SAP 10.2 §10a worksheet (213) bills main 2 at its own fuel):

1. Off-peak/legacy scalar cost path (calculator.py + cert_to_inputs.py): main 2's
   kWh was priced at main 1's `space_heating_fuel_cost_gbp_per_kwh` scalar. Split
   main 1 vs main 2 and price main 2 at its OWN rate via the new
   `_main_2_space_heating_fuel_cost_gbp_per_kwh` (+ CalculatorInputs field).
   Scoped to a NON-electric second main (wood/oil/coal) — an electric second
   main keeps main 1's scalar (its off-peak Table 12a split is the deferred §10a
   slice; per-system splitting it regresses the off-peak electric cohort, certs
   13 Parkers Hill / 34 Dunley Road). 0 corpus impact (no corpus cert has a
   non-electric second main on an off-peak meter).

2. Elmhurst Summary mapper (mapper.py): when §14.1 omits the Fuel Type cell, a
   fuel-fired second main (room-heater SAP code) inherited main 1's fuel. Derive
   it from the SAP code's Table 4a category (solid 631-636 -> house coal, gas ->
   mains gas, liquid -> oil) before the main-1 inherit, mirroring
   `_elmhurst_secondary_fuel_from_sap_code` (same modal sub-fuel caveat). Boiler
   codes (<601) still inherit main 1 (case 6 oil rads+UFH).

simulated case 47 (electric room heaters + solid room heaters 633): our SAP
37.81 -> 55.09 vs Elmhurst current 57 (residual is the wood-vs-coal sub-fuel the
Summary export does not carry). Corpus unchanged 72.5% / MAE 0.793; batch 0
raised / 0 diverge; 000565 e2e green. (mapper.py also carries an earlier,
behaviour-free roof-window doc comment.) Spec-cited unit pins added (AAA).
pyright not installed locally — strict type gate not run.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 08:46:00 +00:00
Daniel Roth
04aa5db1e2
Merge pull request #1253 from Hestia-Homes/feature/trigger-e2e-lamnda
e2e lambda
2026-06-23 09:40:27 +01:00
Khalim Conn-Kowlessar
44fff76722 fix(fuel): raise UnpricedFuelCode for unrecognised fuels instead of silently defaulting to mains gas
`table_32.unit_price_p_per_kwh` silently returned the mains-gas default
(3.48 p/kWh) for any fuel code it could not resolve to a Table 32 price or a
translatable gov-API enum. An unhandled fuel billed at the gas rate mis-costs
the dwelling (same failure mode as the dual-main wood-vs-electric over-cost).
Raise `UnpricedFuelCode` (new, mirrors MissingMainFuelType / UnmappedSapCode)
so the gap surfaces at the price boundary. `None` (no fuel lodged) still
defaults — callers resolve "no system" upstream.

0 corpus impact: all 1000 certs compute (every lodged fuel resolves), so this
is a forward guard against future/unmapped fuels. Unit pin added; existing
None-default test docstring tightened. pyright not installed locally — strict
type gate not run.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 08:31:04 +00:00
Khalim Conn-Kowlessar
702150002f fix(fuel): cost main heating system 2 at its own fuel price, not main 1's (SAP 10.2 §10a worksheet line 213)
Main heating system 2's space-heating fuel cost (worksheet (213)) was billed
at main system 1's Table 32 unit price (`main_2_high_rate_gbp_per_kwh` reused
`main_1_high_rate_gbp_per_kwh`). For a dual-FUEL pair this grossly mis-costs the
second main: cert 10032957680 "Copse Cottage" (main 1 electric room heaters
fuel 30, main 2 wood logs fuel 6) charged its 9481 kWh of wood at 13.19 p/kWh
instead of 4.23 p/kWh — +£850/yr → SAP 21.75 vs lodged 45.

Route main 2 through its own fuel code (`_main_fuel_code(details[1])`), mirroring
the existing secondary-fuel handling. Copse Cottage 21.75 -> 45.94. Corpus
within-0.5 holds 72.5%, SAP MAE 0.815 -> 0.793 (ratcheted ceiling 0.82 -> 0.80);
CO2/PE unchanged. Same-fuel dual mains (gas+gas) unaffected. Off-peak-tariff
dual-fuel mains still defer to the legacy scalar path (separate slice).

Spec-cited unit pin added (AAA). pyright not installed locally — strict type
gate not run.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 08:31:04 +00:00
Daniel Roth
625edbefa4 trigger workflows 2026-06-23 08:26:19 +00:00
Khalim Conn-Kowlessar
4ce2a71871 feat(scripts): one-pass e2e run — baseline + plans + prediction + recovery
Make run_modelling_e2e the single script that does everything for a portfolio,
so the 291-property run needs one invocation with per-property recovery (no
all-or-nothing chunking):

- On --persist, a lodged-EPC Property now also gets its Baseline Performance
  row written via PropertyBaselineOrchestrator (per Property, so one bad cert
  does not abort the batch). Predicted (EPC-less) Properties have no lodged
  figures, so they get a Plan but no baseline row.
- The run CSV gains api_sap (register) vs baseline_sap (calculator) + sap_delta,
  so calculator-vs-API divergence is reviewable per property.

Fill the off-catalogue overlay for the measures the live material catalogue
cannot price, so they stop crashing the run:

- double_glazing (£550/window) and secondary_glazing (£400/window): priced
  per window (the generator multiplies by single-glazed window count, matching
  the legacy window_glazing). Grounded in 2025/26 UK installed costs; per-window
  is the right unit for windows (fixed per-unit install dominates) — per-m2 fits
  walls/floors, not glazing.
- gas_boiler_upgrade / system_tune_up / system_tune_up_zoned: these are priced
  off the heating rate sheet (Products()), with get() reading the catalogue only
  for an id — so the overlay entry exists to satisfy that lookup (material_id
  stays None, as with ASHP); the rate sheet remains authoritative.

Validated on a 12-property sample (incl. a secondary-glazing case and a
SAP-Schema-16.2 cert): 12/12 baseline rows + plans, 0 errors.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 08:24:03 +00:00
Khalim Conn-Kowlessar
564a2ee78f Merge remote-tracking branch 'origin/main' into feature/e2e-runs
# Conflicts:
#	scripts/run_modelling_e2e.py
2026-06-23 07:49:22 +00:00
Daniel Roth
6b8eb88a38 increase lambda timeout to maximum 2026-06-22 16:17:30 +00:00
Daniel Roth
f1a2bbc467 list of properties when triggering locally 2026-06-22 16:13:10 +00:00
Daniel Roth
25c695186b measured excluded plus get geospatial nearby stuff working 2026-06-22 16:12:16 +00:00
Daniel Roth
7e5af6c8f4 process multiple properties in one message 2026-06-22 15:46:18 +00:00
Daniel Roth
5ecb47d46c Merge branch 'main' into feature/trigger-e2e-lamnda 2026-06-22 14:55:16 +00:00
Daniel Roth
2156109e99 concurrency = 2 2026-06-22 14:54:23 +00:00
Daniel Roth
94debe57be
Merge pull request #1254 from Hestia-Homes/feature/hyde_make_it_more_accurate_with_tests
neighbouring properties added
2026-06-22 15:54:08 +01:00
Daniel Roth
233dace245 2 concurrent executions 2026-06-22 14:49:28 +00:00