Commit graph

156 commits

Author SHA1 Message Date
Jun-te Kim
3718743801 Carry the EPC certificate number through address2uprn to property
EpcClientService.search_by_postcode already returns the matched
certificate number alongside the UPRN, but it was dropped before
persistence. Thread it through get_epc_data_with_postcode ->
get_uprn_with_epc_df / get_uprn_from_historic_epc (using the historic
dataset's lmk_key) -> the address2uprn_certificate_number result
column -> PropertyIdentityInsert -> the property table's new
certificate_number column (assessment-model PR #362).

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
2026-07-07 13:26:49 +00:00
Khalim Conn-Kowlessar
592f924761 An expired-source EPC occupies the predicted slot without stranding rows 🟥
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-06 08:28:40 +00:00
Khalim Conn-Kowlessar
ece4b736d9 A re-lodged UPRN resolves to its latest historic certificate 🟩
Pins behaviour the exact-match slice already carried (max by
lodgement_date; ISO dates sort lexicographically).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-06 08:18:41 +00:00
Khalim Conn-Kowlessar
4bbcdb6a61 Resolve a UPRN to its historic EPC record by exact match 🟥
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-06 08:17:07 +00:00
Khalim Conn-Kowlessar
55284a1807 A shard with an unexpected extra column still maps to HistoricEpc 🟥
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-04 14:43:47 +00:00
Khalim Conn-Kowlessar
ab245de68d Merge remote-tracking branch 'origin/main' into feature/historic-epc-repository 2026-07-04 11:19:59 +00:00
Daniel Roth
0c701ba3de
Merge pull request #1373 from Hestia-Homes/fix/1361-class-b-predicted-null-lodged
Drop the phantom Lodged Performance on predicted Properties (#1361 Class B)
2026-07-01 08:35:58 +01:00
Khalim Conn-Kowlessar
b9bec18f44 Round-trip a null Lodged Performance through persistence 🟩
The four lodged_* columns are nullable as a unit; from_domain writes them all
NULL when a predicted Property has no Lodged Performance, and to_domain
reconstructs lodged=None (lodged_sap_score is the read discriminator, mirroring
the bill block). The production lodged_* columns are FE-owned (Drizzle) and need
a companion ALTER ... DROP NOT NULL migration before the backend writes NULL.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 22:13:04 +00:00
Khalim Conn-Kowlessar
27f6b8e9ae Treat a same-family fuel refinement as consistent, not a mismatch 🟥
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 17:17:04 +00:00
Khalim Conn-Kowlessar
648013e05c Log a landlord fuel that contradicts the heating archetype's natural fuel 🟥
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 17:15:16 +00:00
Khalim Conn-Kowlessar
260e3cbd32 A main_fuel override beats a heating archetype's natural-fuel default 🟥
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 17:04:44 +00:00
Jun-te Kim
7aea692521 historic EPC: read via infrastructure/s3, not the utils.s3 utility
HistoricEpcS3Repository reached into utils/s3.py (read_csv_gz_from_s3 +
parse_s3_uri), the legacy utility that self-constructs boto3 inside free
functions. The other S3 repositories deliberately depend on the
infrastructure/s3 layer instead (UnstandardisedAddressListCsvS3Repository
injects a CsvS3Client). Bring historic EPC into line.

- Add GzipCsvS3Client(S3Client) in infrastructure/s3: read_csv_gz(key) ->
  DataFrame (get_object + gzip decode).
- Inject it into HistoricEpcS3Repository; the bucket lives in the client and
  the repo only builds the per-postcode key + maps rows (no S3/HTTP code).
  Add with_default_s3_client(s3_root) for composition roots.
- Update main.py and the match_addresses_for_postcode seam to the factory.
- Repo tests inject a real GzipCsvS3Client over a controlled boto stub
  (exact key assertions + AccessDenied); add a moto-based client test and a
  factory test covering s3_root -> bucket+key.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MQE5TsSuQTeNSCSz9A9GQf
2026-06-30 09:19:57 +00:00
Jun-te Kim
1ebced2c42 Merge remote-tracking branch 'origin/main' into feature/historic-epc-repository 2026-06-29 15:52:05 +00:00
Jun-te Kim
0536f70162 Take a Postcode value object at the historic EPC repository boundary 🟩
The port accepts a normalised Postcode and rejects malformed/empty ones via
Postcode.is_valid() (PostcodeNotFound) — dropping the per-lookup postcodes.io
HTTP call and the cross-module use of the private _sanitise_postcode. Mapper
helper promoted to public.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-29 15:24:18 +00:00
Daniel Roth
46ca714ef9 Batch plan saves reduce RDS CPU during bulk modelling runs 🟩
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-29 15:06:47 +00:00
Daniel Roth
9c6b477025 Batch plan saves reduce RDS CPU during bulk modelling runs 🟥
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-29 15:04:54 +00:00
Jun-te Kim
03687041c9 Return no historic UPRN for missing, ambiguous, or zero-score matches 🟩
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-29 14:52:42 +00:00
Jun-te Kim
b8c376bfd6 Resolve an address to its unambiguous historic EPC UPRN 🟥
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-29 14:52:06 +00:00
Jun-te Kim
d7fd093c4f Compose repository and matcher into scored historic EPC matches 🟥
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-29 14:51:33 +00:00
Jun-te Kim
be2b71c235 Strip trailing .0 from historic EPC UPRN 🟥
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-29 14:48:46 +00:00
Jun-te Kim
49becf1ada Raise PostcodeNotFound for an unusable postcode 🟥
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-29 14:47:50 +00:00
Jun-te Kim
cd503411d2 Build S3 key from sanitised postcode and propagate non-missing read errors 🟩
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-29 14:47:18 +00:00
Jun-te Kim
6a095a2cf2 Return empty list for a postcode with no historic EPC shard 🟥
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-29 14:46:22 +00:00
Jun-te Kim
74b8ad86b1 Map historic EPC S3 shard to domain records 🟥
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-29 14:44:56 +00:00
Daniel Roth
f27d1e21bb Batch EPC writes in EpcPostgresRepository pass pyright strict 🟪
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-29 13:17:29 +00:00
Daniel Roth
fe69bccf22 Batch EPC writes via save_batch() on EpcPostgresRepository 🟥
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-29 12:19:49 +00:00
Khalim Conn-Kowlessar
6faa5171af feat: reconstruct top-level extract_fans_count from its persisted mirror 🟩
The deterministic calculator reads sap_ventilation.extract_fans_count (which
already round-trips); the top-level epc.extract_fans_count is its mirror (the
mapper sets both from one source). Reconstruct it from the same column so
EpcPropertyData round-trips complete, dropping the allow-list exception.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-26 18:54:43 +00:00
Khalim Conn-Kowlessar
5c4a8d9094 test: 7 calculator-read EPC fields must round-trip 🟥
community heating fuel + CHP fraction, alt-wall is_sheltered, wall
insulation thermal conductivity, pv_diverter_present, measured cylinder
volume, AP50 air permeability — all calculator-read, all silently dropped on
save. FE columns now live; assert deep-equal round-trip and drop their
coverage-guard allow-list entries so the guard enforces reconstruction.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-26 18:42:51 +00:00
Khalim Conn-Kowlessar
68055364a6 test: recursive persistence-coverage guard sees nested fields 🟪
The ADR-0036 guard only inspected EpcPropertyData's top-level fields, so a
dropped field on a NESTED object (the PV-array list, the floor heat-loss
flags) slipped straight through. Generalise it to walk every domain
dataclass reachable from EpcPropertyData and check each field is
reconstructed by a _compose/_to_* mapper or allow-listed (per-field or
whole-class), keyed by Class.field.

Surfaced 14 pre-existing nested gaps the old guard was blind to: 7 are
calculator-read with no FE column (scoring-relevant silent-drop, same class
as the PV bug — tracked follow-up), the rest dormant or awaiting FE tables.
Each is now explicit and justified.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-26 16:53:04 +00:00
Khalim Conn-Kowlessar
1041c8ed0e test: solar PV arrays must round-trip through persistence 🟥
sap_energy_source.photovoltaic_arrays has no table, so every array is
dropped on save — worth ~12 SAP points on an electrically-heated dwelling
(persist != score). Inject two ordered arrays onto a PV-free fixture.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-26 16:43:26 +00:00
Khalim Conn-Kowlessar
c04692f9f5 test: floor-dimension heat-loss flags must round-trip 🟥
is_exposed_floor / is_above_partially_heated_space have no
epc_floor_dimension column, so a True flag round-trips back to the False
default and silently flips the floor's heat-loss path (persist != score).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-26 16:39:25 +00:00
Jun-te Kim
77133f4b42
Merge pull request #1321 from Hestia-Homes/fix/off-peak-bill-day-night-split
Fix/off peak bill day night split
2026-06-24 20:35:03 +01:00
Jun-te Kim
b1ff711260 perf(modelling_e2e): batch SubTask bookkeeping to stop per-property writes
Even after batching the data writes, the handler still wrote to the DB per
property through the orchestrator's SubTask bookkeeping: create + start +
complete each self-committed, and _cascade re-listed every sibling and re-saved
the parent on every transition — ~5 writes per property plus an O(N^2) cascade.

- TaskOrchestrator.run_subtasks: create all children in one INSERT, run each
  (failures isolated per child), then persist all terminal states in one bulk
  save and cascade the parent once. Children go WAITING -> terminal; the
  transient IN_PROGRESS row is never written.
- SubTaskRepository.create_many / save_many (bulk INSERT / bulk fetch + update).
- _cascade short-circuits when the Task is already FAILED (terminal) — skips the
  sibling roll-up entirely.
- modelling_e2e handler fans out via run_subtasks instead of per-property
  create_child_subtask + run_subtask.

Per N-property batch the SubTask bookkeeping drops from ~5N writes + an O(N^2)
cascade to ~2 writes + 1 cascade.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-24 19:26:42 +00:00
Jun-te Kim
de5e9a2362 perf(modelling_e2e): bulk reads and batch writes to cut RDS load
The handler fired ~2+2N read round-trips and N+N write transactions per
SQS batch, pinning RDS CPU under ~32 concurrent containers on pool_size=1.

Reads: merge the duplicate property query and add overrides_for_many /
SolarRepository.get_many so overrides, solar, and property rows each load
in one query (2+2N -> 3).

Writes: buffer each modelled property's persistence intent in memory
(_PropertyWrite) during the loop, then flush the whole batch in one
PostgresUnitOfWork with a single commit, and run the baseline orchestrator
once for all written ids (N+N -> 2 transactions). Per-property modelling
failures stay isolated in the loop; the batch write is all-or-nothing and
retried via SQS (saves are idempotent upserts).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-24 18:43:42 +00:00
Khalim Conn-Kowlessar
1acfc08fce Load the off-peak day/night rate from the committed snapshot 🟩
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-24 17:20:19 +00:00
Jun-te Kim
de71f9abb6 Resolve overrides on the unit's own session, not a second connection
The modelling_e2e Lambda runs on a single-connection pool (pool_size=1,
max_overflow=0) so one invocation uses one Postgres connection. But re-hydrating
a Property through PostgresUnitOfWork resolved its Landlord Overrides through a
PropertyOverridesPostgresReader built from the unit's session *factory* — which
opens a brand-new Session per call. While the unit's own read transaction was
still open (PropertyPostgresRepository.get_many had checked out the connection),
that second Session asked the pool for a second connection, found none, and timed
out after 30s:

  QueuePool limit of size 1 overflow 0 reached, connection timed out, timeout 30.00

The baseline stage (PropertyBaselineOrchestrator.run -> uow.property.get_many ->
landlord overrides) hit this on every invocation.

Read the overrides on the unit's OWN session instead. property_overrides is
committed reference data, so reading it inside the unit's transaction sees the
same rows and keeps the invocation on one connection. Extract the query/mapping
into a shared helper and add OpenSessionPropertyOverridesReader (reads on a
caller-owned, already-open session without closing it) for the unit; the
standalone PropertyOverridesPostgresReader still opens its own short session for
use outside a unit.

Regression test pins the invariant with a real pool_size=1/max_overflow=0 engine:
without the fix it reproduces the exact QueuePool timeout.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-24 17:01:41 +00:00
Jun-te Kim
17b9ae08eb Hold one DB connection per modelling_e2e invocation
The modelling_e2e Lambda held up to ~4 concurrent Postgres connections per
invocation: the read Session stayed open across the write loop (the catalogue
was queried live and overrides were read per-Property), each per-Property Unit
of Work opened a second, and the TaskOrchestrator ran on its own NullPool
engine — so the pool needed pool_size=2 + max_overflow=1 just for the modelling
work. Under 32 concurrent containers that approached RDS max_connections.

Restructure the handler to read everything up front — overrides, Scenario, an
in-memory catalogue snapshot, and stored Solar — through one short-lived read
Session, close it, then write each Property in a sequential Unit of Work. The
read and write Sessions no longer overlap, so the engine drops to pool_size=1,
max_overflow=0. Fold the orchestrator onto the same pooled engine: its repos
commit on every save, releasing the connection between bookkeeping calls, so it
holds none during the work. One invocation now uses one connection at a time.

The catalogue becomes a per-invocation snapshot (MaterialSnapshotRepository),
mirroring ProductPostgresRepository.get exactly — same drift mapping, lowest-id
pick, and errors — but priced after the Session closes. Transaction isolation
is preserved: per-Property writes and orchestrator bookkeeping keep their own
independent transactions, just drawn sequentially from a single connection.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-24 16:58:21 +00:00
Khalim Conn-Kowlessar
f3a164c371 Guard EpcPropertyData round-trip field coverage 🟩
Fail if any EpcPropertyData field is neither reconstructed by _compose nor on a
documented allow-list, turning latent persistence gaps into explicit decisions
(would have caught the conservatory and roof-window drops). ADR-0036.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-24 13:56:05 +00:00
Khalim Conn-Kowlessar
03a0d9c1ca Round-trip the non-separated conservatory through persistence 🟩
Persist SapConservatory as five nullable conservatory_* columns on epc_property
(1:1 with the dwelling) and rebuild it in _compose, so the §6.1 fold survives
save -> reload -> score. Without this the scored (re-hydrated) EPC silently
dropped the conservatory (persist != score) — a latent gap shared with the
21.0.1 path. Adds a deep-equality round-trip test. ADR-0036.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-24 13:56:05 +00:00
Khalim Conn-Kowlessar
f6ec96fbcd Merge remote-tracking branch 'origin/main' into feature/e2e-runs
# Conflicts:
#	domain/sap10_calculator/tables/table_12a.py
2026-06-24 11:07:42 +00:00
Jun-te Kim
d97b8e87a4 Add dual-fuel (mineral+wood) billing carrier (fix UnmappedSapCode 10)
10 modelling_e2e properties failed with "unmapped SAP code in fuel_code: 10":
the billing layer (`sap_code_to_fuel`) had no carrier for Table-32 code 10
(dual fuel, mineral + wood) and raised rather than guess one.

SAP 10.2 treats dual fuel as its OWN fuel (its own Table-12 factors), so model
it as its own billing carrier rather than collapsing onto wood or coal:

- New `Fuel.DUAL_FUEL_MINERAL_AND_WOOD`.
- `_CODE_TO_FUEL[10]` -> that carrier.
- Fuel Rates snapshot prices it at 7.69 p/kWh — the midpoint of the COAL proxy
  (7.13) and WOOD_LOGS (8.25). This mirrors SAP's own construction: Table-32
  dual fuel (3.99) ~= midpoint of house coal (3.67) and wood logs (4.23).
  Marked `derived` with a documented _note/_gap/_assumption (like the COAL and
  HEAT_NETWORK proxies), since there is no retail blend price.

A dedicated carrier + rate (vs a one-line map to an existing carrier) keeps the
fuel identity faithful to SAP and avoids mispricing dual fuel as pure wood/coal.

Tests: code 10 -> DUAL_FUEL carrier; snapshot prices it at 7.69; grid-export
codes (36/60) still raise (the genuine no-carrier case).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-24 10:07:57 +00:00
Khalim Conn-Kowlessar
7a970ea393 fix(repositories): fold landlord overrides when re-hydrating a Property via the UoW
PostgresUnitOfWork built its PropertyPostgresRepository without an overrides
reader, so a Property re-hydrated through the unit silently dropped its
Landlord Overrides (ADR-0032). The Baseline orchestrator runs through the UoW,
so it scored the bare lodged EPC while the Plan modelled the override-folded
Effective EPC — the two diverged (e.g. baseline effective 71/C vs plan
baseline 62/D), producing "already at band C yet recommends reaching C".

Wire PropertyOverridesPostgresReader into the unit's property repo (uow-
independent committed reference data, read via the same session factory) so
every re-hydration folds overrides, matching the live modelling path.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-24 08:34:30 +00:00
Khalim Conn-Kowlessar
4f4ec32e51 Merge remote-tracking branch 'origin/main' into feature/e2e-runs
# Conflicts:
#	repositories/comparable_properties/epc_comparable_properties_repository.py
#	tests/repositories/comparable_properties/test_epc_comparable_properties_repository.py
2026-06-23 17:07:27 +00:00
Khalim Conn-Kowlessar
0bd2db4f03 feat(modelling_e2e): price gap measures via overlay + broaden prediction to nearby postcodes
Two reconciliations to make the modelling_e2e Lambda handler production-ready.

1. Price through the off-catalogue overlay, drop the workarounds
   The handler priced through a plain ProductPostgresRepository and excluded
   secondary_heating_removal / system_tune_up / system_tune_up_zoned to dodge
   ProductNotFound (and a poisoning pgEnum DataError). Those measures are now
   priced by catalogue_with_off_catalogue_overrides (already used by the e2e
   runner and PostgresUnitOfWork), so the exclusions are removed and ALL measure
   types are considered. This also fixes gas-boiler / single-glazed properties,
   which Dan's handler never excluded and so still crashed (the standard
   system_tune_up option is built unconditionally — the considered-measures
   exclusion never actually gated it).

2. Broaden the EPC-Prediction cohort to nearby real postcodes (ADR-0031)
   A property with no lodged EPC and no same-type comparable in its own postcode
   (e.g. the only flat among houses) used to gate out and fail the subtask. The
   gov EPC API cannot search by radius/outcode, so we resolve the real unit
   postcodes physically nearest the target via postcodes.io (keyless; already a
   trusted in-repo dependency) and walk them nearest-first until enough same-type
   comparables surface. New PostcodesIoClient (transient-failure retry with
   exponential backoff, soft-failing to the seed so broadening never breaks
   prediction) and EpcComparablePropertiesRepository.candidates_near. Wired into
   the handler and e2e runner; broadening is lazy (only on gate-out) and memoised
   per (postcode, property_type).

Validated live: property 728476 (gas boiler) prices system_tune_up at GBP295;
property 718580 (lone flat in BR6 6BS) now predicts via nearby BR6 postcodes.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 16:25:18 +00:00
Jun-te Kim
5737923622 32 and delete in plan 2026-06-23 15:01:34 +00:00
Jun-te Kim
c12bfc7413 test for 16 2026-06-23 14:11:30 +00:00
Jun-te Kim
00af7b5a54 data types 2026-06-23 12:42:53 +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
Jun-te Kim
85e43b3737 Silence untyped SAEnum.enums access in the consistency guard 🟪
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-19 18:19:32 +00:00