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28 Commits
Author SHA1 Message Date
grabowski 28b62e5a36 feat: Mae Ngat dam features — built, evaluated, defaulted OFF
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src/ml/dam.py loads rid_reservoir_daily into a leakage-safe hourly frame
(daily row visible from 07:00 its own date, ffill capped at 48 h) and is
plumbed through features/train/predict/evaluate exactly like rain, gated
to the six mainstem stations below the Mae Ngat confluence.

The experiment concludes as a documented NEGATIVE result: on the 2024
record-flood backtest every dam-feature subset costs 1-3 h of first-alert
lead (13h -> 10-12h) for <=3 cm of peak-error gain, because the daily RID
report lags up to 31 h and describes yesterday's benign absorbing
reservoir during fast onset. Features therefore default OFF (--dam
opt-in on the training and backtest CLIs; rise_rain_dam/rise_dam harness
variants, excluded from the default variant set). The ablation also
isolated the HII gap-fill as lead-neutral: the acceptance gate holds at
13 h with fill enabled, and docs/img charts are regenerated with the
shipping configuration. Full table in docs/FLOOD_FORECASTING.md §5.

Review-swarm fixes: evaluate.py skips variants whose feature family is
absent instead of crashing the run; --dam forwards --db-url and warns
loudly when no dam history loads; an empty DB result can no longer wipe
a good dam cache; run-level metrics version claims v4 only when a dam
station is actually in the set.
2026-08-13 20:42:21 +07:00
grabowski 6af6fbe02c fix: survive junk RID dam values — widen storage_pct, bound inserts
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Dam 100602 reports 87798% storage on some days, overflowing
NUMERIC(6,2) and discarding the entire 33-dam daily batch. storage_pct
is now NUMERIC(8,2) (auto-migrated on connect for existing Postgres/
MySQL tables) and every measure column is bounds-checked before insert
so out-of-capacity junk becomes NULL instead of a batch-killing error.
Rerunning the backfill repairs the days the overflow skipped.
2026-08-13 10:50:58 +07:00
grabowski ba781465a9 feat: in-memory HII gap-fill in the ML data loader
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load_measurements() (DB path) patches missing station-hours from the
hii_waterlevel mirror telemetry: exact mirrors (P.1/P.103/P.20/P.4A/P.67/
P.75/P.82/P.84/P.92) plus bias-corrected P.81 (+9,340 h). Per-station
MSL->gauge offset is derived from >=168 h of series overlap, which
reproduces the published offsets for exact mirrors and absorbs P.81's
bias; P.76/P.77/P.85/P.87 HII twins are different physical sensors and
stay excluded. Training and serving share the loader, so both sides see
identical filled series; water_measurements is never written.
2026-08-13 10:29:54 +07:00
grabowski 6eafb353b1 feat: RID large-dam daily collector — Mae Ngat storage/inflow/outflow
POST app.rid.go.th/reservoir/api/dams (open, archive >=2009) collected
hourly into rid_dams + rid_reservoir_daily; backfill script fetches only
missing days so reruns repair holes and are safe alongside the live
collector. /api/stats counts the new table via an engine fallback that
works when HII collection is disabled. Mae Ngat (DAM_ID 200103) hit 113%
usable capacity with ~19 MCM/day inflow in the Oct 2024 flood — candidate
features for the next retrain.
2026-08-13 10:29:34 +07:00
grabowski df0ae8cda3 feat: hgb-v3 — Open-Meteo rain features clear the 12h warning gate
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The rolling-origin harness (models/eval_rain.json) showed catchment rain
halving flood-year Brier scores, cutting flood-regime MAE 20-40%, and
extending the hard 2024 leads (+6h -> +11h at P.1, +10h -> +19h at
P.103). Ported: train_all loads the catchment-mean series (use_rain /
--no-rain to opt out; without it bundles train as v2), predict fetches
live rain hourly and passes an empty series on failure so rain-trained
bundles serve with NaN features instead of tripping the feature guard,
and the leader worker persists hourly per-point + catchment-mean rows to
a new openmeteo_rain table.

Regenerated backtest: the 2024 record flood now gets a 13-HOUR WARNING
(alert 04:00 vs 17:00 crossing, river at 2.9m at alert time) — the >=12h
acceptance gate PASSES for the first time. Journey on that crossing:
v1 -18h, v2 +6h, v3 +13h. The marginal 2025 double-crest trades its
artifact +46h latch for a calibrated +2h with zero false alarms. P.1
MAE 4.9/7.2/8.7 cm at 6/12/24h. Docs updated throughout.
2026-08-12 17:05:01 +07:00
grabowski 98023243af feat: forecast precompute + issued-forecast archive + dashboard overlay
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The collection-leader worker now precomputes forecasts after every
scrape cycle: primes the /forecast cache (users never trigger the
multi-second inference — its TTL rises to 4500s so the hourly refresh
always wins) and persists every issued forecast to a new
forecast_history table keyed by (as_of, station, horizon) with
predicted max level, warn/danger probabilities, current level, and
model_version. This is the operational record the backtests lacked —
predicted-vs-actual becomes a simple join instead of retraining
historical models.

GET /api/forecast/history/{station} serves the archive (hours or
start/end + horizon filters, 5-min edge cache), and the station history
chart overlays 'Model 24 h peak (as issued)' as a dashed violet line
once data accumulates.
2026-08-12 14:13:39 +07:00
grabowski 731f10910e perf: stale-while-revalidate caching, bigger executor, cheap DB health probe
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Third on-box run: p50s healthy everywhere but tails at 60s — when a TTL
expired under load, every concurrent miss parked an executor thread on
the single-flight lock, exhausting the ~12-thread pool and timing out
unrelated endpoints. All cached endpoints (latest, HII, stats, health)
now use _cached_swr: fresh -> inline; expired-but-present -> the stale
value is returned immediately and ONE background task refreshes; only a
cold key (first request since startup) waits. Plus: dedicated
ThreadPoolExecutor (EXECUTOR_THREADS, default 48) replaces the cpu+4
default, and DatabaseHealthCheck no longer re-runs the CREATE TABLE DDL
suite on every probe (connect only when no live engine).
2026-08-12 12:32:38 +07:00
grabowski 039af8caac perf: cache /measurements/latest; stale-on-error fallback for cached endpoints
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The response caches (HII feeds, and now /measurements/latest at 45s TTL
— the endpoint every dashboard poll hits) share one helper,
_ttl_cached_stale: single-flight per key, empty results never cached,
and expired entries kept as a fallback. If a recompute fails (DB
unreachable), the last good response is served with an X-Data-Stale:
true header instead of a 5xx — during an outage the dashboard keeps
showing the last real readings with their honest timestamps. TTLs:
LATEST_CACHE_TTL_SECONDS (45), HII_CACHE_TTL_SECONDS (120).
2026-08-12 11:05:02 +07:00
grabowski d27ca8bf40 perf: 120s TTL cache with single-flight on /api/hii/*/latest
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These endpoints ran an uncached latest-per-station aggregation on every
request (p50 0.6-0.9s under load, ~30% of the traffic mix) for data the
collector refreshes hourly. Responses are now cached per (feed, hours)
for HII_CACHE_TTL_SECONDS (default 120) with a per-feed compute lock so
a cache miss runs one query regardless of concurrency; empty results are
never cached so recovery is immediate. Cached hits measure ~8ms. Cache
is process-local behind a single helper — the seam where a shared
backend (Redis) would slot in if the deployment ever moves to multiple
workers; not warranted at one.
2026-08-12 10:58:19 +07:00
grabowski 09c1c84153 feat: search-engine indexing — robots.txt, sitemap.xml, llms.txt, SEO meta
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robots.txt (sitemap pointer, /metrics and /scrape/ disallowed),
sitemap.xml (/ and /docs), and llms.txt (site + API summary for LLM
crawlers) served at the domain root. Dashboard head gains title with
keywords, meta description, canonical, Open Graph/Twitter tags,
schema.org WebApplication JSON-LD, theme-color, and an inline SVG
favicon (also silences the /favicon.ico 404).
2026-08-11 16:33:44 +07:00
grabowski e27d418a1a feat: station search in side panel; DB stats cover HII tables
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A search box above the station lists filters both the RID flow list and
the basin-station list by code, name (Thai included), or river, and
persists across refreshes. /api/stats now reports whole-DB totals — RID
+ hii_rainfall + hii_waterlevel counts, combined station count, and a
date range spanning all sources — with per-source breakdown fields the
stats strip shows as tile notes. Sensor section renamed to 'Additional
basin stations · ThaiWater/HII'.
2026-08-11 16:06:39 +07:00
grabowski ba4710b243 feat: 'Last N' labels on history ranges; dropdown mirrors into date pickers
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Quick-range options read 'Last 24 hours' … 'Last 90 days'; choosing one
fills the from/to date inputs with today and today-N (All time clears
them). Dropdown-driven loads still fetch the precise trailing-hours
window; hand-edited dates take over via state.useDates.
2026-08-11 15:58:28 +07:00
grabowski 9516857d44 feat: date-range picker on the station history panel; drop PostgreSQL naming
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/measurements/history/{code} accepts optional start/end date params that
override the hours window (end date inclusive). The dashboard history
card gains from/to date inputs beside the quick-range dropdown —
explicit dates win, changing the dropdown clears them. All user-facing
'PostgreSQL history' labels renamed to 'Station history'.
2026-08-11 15:52:40 +07:00
grabowski 4f3f19f6db feat: rainfall + HII water-level layers on the dashboard
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New endpoints GET /api/hii/rainfall/latest and /api/hii/waterlevel/latest
serve the latest per-station rows from the hii_* tables. The map gains a
TWA-style rain layer: circle markers binned by TMD 24-h classes (blues
for light/moderate/heavy, site amber/red for very-heavy/extreme), with a
legend block and show/hide toggle. The ThaiWater sensor panel now
prefers the DB-backed HII feed (no API key required, 97+ stations,
ThaiWater storage-percent situation colors, gauge-datum conversion via
offset_msl) and falls back to the live /sensors/thaiwater passthrough.
2026-08-11 15:26:58 +07:00
grabowski d72496f404 feat: backfill hii_waterlevel from the HII waterlevel_graph archive
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scripts/backfill_hii_waterlevel.py walks the api-v3 waterlevel_graph
endpoint (hourly wl_msl + discharge, archive back to ~2019) in full-year
windows per station and upserts into hii_waterlevel. Defaults to the
RID-mirror and key stations; --stations/--all/--start/--end/--chunk-days
override. History upserts touch only wl_msl and discharge so colliding
live-snapshot rows keep storage_percent/situation_level. Idempotent and
safe to re-run.
2026-08-11 15:11:08 +07:00
grabowski 1845ef7203 feat: hourly HII/ThaiWater rainfall + backup water-level collection
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Poll the open api-v3.thaiwater.net public endpoints (rain_24h,
waterlevel_load), filter to the Ping basin, and persist to new
hii_rain_stations/hii_rainfall and hii_wl_stations/hii_waterlevel tables
(auto-created; sqlite/postgresql/mysql). Water levels stay in their own
tables since HII reports m MSL from a different station set; rid_code
maps mirrors like ridhydro_P.1 to P.1 and offset_msl converts MSL to
gauge datum. Runs every scraping cycle in web-api and continuous modes
(hourly cadence even during 1-minute RID retry), one-shot via
--collect-hii; docs/DATA_SOURCES.md catalogs all probed endpoints.
2026-08-11 14:44:53 +07:00
grabowski e4d5d274f0 feat: per-station flood thresholds and Chiang Mai inundation stages for P.1
Replace the network-wide (3.0, 4.5) m thresholds with per-station values
calibrated from the DB's discharge_percent (RID % of channel capacity):
warning = median level at 75-85% capacity, danger = median at 95-105%.
Fixes P.103 over-alerting (bank-full ~6.75 m, not 4.5) and P.67
under-alerting (overflow ~2.9 m). Requires a retrain to take effect in
the classifier heads.

P.1 uses the official Chiang Mai municipal inundation map instead:
warning 3.70 m (stage 1, city flooding begins), danger 4.20 m (stage 5),
with the full 7-stage table (3.70-4.60 m + discharge) in
features.P1_FLOOD_STAGES. Forecast rows for P.1 now include per-stage
exceedance probabilities computed from the regression head + calibration
sigma - available immediately without retraining.

Dashboard: "Chiang Mai city flood outlook" block above the forecast grid
(predicted peak + 7 stage-probability chips) and a toggleable
georeferenced overlay of the official flood-zone map
(static/flood-zones-p1.jpg, bounds tunable in FLOOD_ZONE_BOUNDS).
2026-08-10 15:35:00 +07:00
grabowski 4358d52d55 feat: ML flood-event forecasting from 8 years of gauge history
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Add src/ml/ package predicting, per station and per 6/12/24 h horizon,
the probability of exceeding warning (3.0 m) and danger (4.5 m) levels
plus expected peak level, trained on the 592k-row PostgreSQL history:

- features.py: hourly grid with coverage gating and no future leakage;
  upstream stations enter at empirically measured travel-time lags
  (P.20 +17h ... P.103 +1h vs P.1); hour-of-day deliberately excluded
  (it encodes the scrape schedule, not hydrology)
- train.py: HistGradientBoosting regression + warn/danger classifier
  heads per station x horizon, >=30-positives gate with calibrated
  sigmoid-on-regression fallback, strict temporal splits, per-event
  lead-time evaluation; guards against sklearn 1.9.0 crash on
  degenerate feature columns
- predict.py: bundle loading with feature-name checks, heuristic
  fallback tier, get_latest_forecasts() for the API; raises when no
  models are trained so the endpoint 503s instead of serving
  persistence output as forecasts
- data.py: Postgres-first loader (FLOOD_ML_DB_URL override), HTTP API
  fallback (flagged: that path backfills synthetic discharge), csv.gz
  cache
- /forecast endpoint (15-min TTL cache) + dashboard flood-risk panel
  (hidden until models exist)
- docs/FLOOD_FORECASTING.md: full system doc with measured deployment
  numbers (~335 MB RSS, CPU negligible, ~6 min full retrain) and
  retraining policy

Validation: out-of-sample backtest of the record 2024 flood season
(train <= Aug 2024) alerted 24-48 h ahead of the Oct 5 peak; 2025-26
test split: P.1 6h PR-AUC 0.974, recall 98.3% at 1% false-alarm rate.

Also: fix P.81 station coordinates (was Ban Pong/Ratchaburi, 493 km
out of basin; now 18.6936 N 99.0819 E per RID station page), pin
scikit-learn==1.9.0 and numpy<2, gitignore model artifacts (~100 MB,
train on the server via scripts/train_flood_model.py).
2026-08-10 12:49:47 +07:00
grabowski 9f26b32c86 fix: bump history limits to 100k so all-time shows full dataset 2026-08-09 17:41:14 +07:00
grabowski c00a26402a fix: update test limit boundary to match new 10k ceiling 2026-08-09 17:13:51 +07:00
grabowski ae5d0a13d7 [verified] feat: add live river dashboard
Add mapped river and ThaiWater sensor layers, PostgreSQL history charts, API endpoints, and dashboard tests.
2026-08-09 16:59:25 +07:00
grabowski 08dc536c93 Add unit tests for RID API response parsing
Cover the previously-untested, highest-risk parsing in
fetch_water_data_for_date by mocking the HTTP call:
- hour 1-23 map to the same day; hour 24 rolls to next-day midnight
- qvalues "***" / None yield discharge None (no crash)
- None water level is skipped
- out-of-range (0, 25) and empty hourlytime rows are skipped
- missing "rows" key returns an empty list

This gives the scraper a safety net before its module is split.
2026-07-22 14:24:28 +07:00
grabowski 12b7f9f422 Add assert-based pytest coverage for recent fixes
- tests/conftest.py: put repo root on sys.path so `import src...` resolves
  under pytest regardless of invocation directory.
- test_matrix_formatting.py: lock in HTML formatted_body + plain-text fallback,
  URL linkification, HTML escaping, and send_alert field rendering.
- test_station_persistence.py: cover default-load, save/reload round-trip
  (incl. Thai text), runtime-file precedence, and atomic-write cleanup.

These are real assert-based tests (unlike the existing print-style scripts) so
CI can gate on them. 13 tests, all passing.
2026-07-22 14:02:06 +07:00
grabowskiandClaude cc007f0e0c Add comprehensive alerting system tests
- Created test suite for zone-based water level alerts (9 test cases)
- Created test suite for rate-of-change alerts (5 test cases)
- Created combined alert scenario test
- Fixed rate-of-change detection to use station_code instead of station_id
- All 3 test suites passing (14 total test cases)

Test coverage:
  - Zone alerts: P.1 zones 1-8 with INFO/WARNING/CRITICAL/EMERGENCY levels
  - Rate-of-change: 0.15/0.25/0.40 m/h thresholds for WARNING/CRITICAL/EMERGENCY
  - Combined: Simultaneous zone and rate-of-change alert triggering

Co-Authored-By: Claude <noreply@anthropic.com>
2025-10-03 16:35:34 +07:00
grabowski 17a716fcd0 Version bump: 3.1.2 3.1.3 (Force new build)
Release - Northern Thailand Ping River Monitor / Create Release (push) Successful in 7s
Security & Dependency Updates / Dependency Security Scan (push) Successful in 35s
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Release - Northern Thailand Ping River Monitor / Notify Release (push) Has been cancelled
Release - Northern Thailand Ping River Monitor / Test Release Build (3.10) (push) Has been cancelled
Version Updates:
- Core application: src/__init__.py, src/main.py, src/web_api.py
- Package configuration: setup.py
- Documentation: README.md, docs/GITEA_WORKFLOWS.md
- Workflows: .gitea/workflows/docs.yml, .gitea/workflows/release.yml
- Scripts: generate_badges.py, init_git scripts
- Tests: test_integration.py
- Deployment docs: GITEA_SETUP_SUMMARY.md, DEPLOYMENT_CHECKLIST.md

 Purpose:
- Force new build process after workflow fixes
- Test updated security.yml without YAML errors
- Verify setup.py robustness improvements
- Trigger clean CI/CD pipeline execution

 All version references synchronized at v3.1.3
 Ready for new build and deployment testing
2025-08-12 17:47:26 +07:00
grabowski 40aef686af Fix: Replace GitHub checkout with Gitea checkout + Version bump
Release - Northern Thailand Ping River Monitor / Create Release (push) Failing after 1s
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Security & Dependency Updates / Security Summary (push) Failing after 3s
Checkout Action Migration:
- Replace all 'actions/checkout@v4' with 'https://gitea.com/actions/checkout'
- Fixes 'Bad credentials' errors when workflows try to access GitHub API
- Native Gitea checkout action eliminates authentication issues
- Applied across all 4 workflow files (CI, Security, Release, Docs)

 Version Increment: 3.1.1  3.1.2
- Core application version updates
- Web API version synchronization
- Documentation version alignment
- Badge and release example updates

 Problem Solved:
- Workflows no longer attempt GitHub API calls
- Gitea-native checkout action handles repository access properly
- Eliminates 'Retrieving the default branch name' failures
- Cleaner workflow execution without authentication errors

 Files Updated:
- 4 workflow files: checkout action replacement
- 13 files: version number updates
- Consistent v3.1.2 across all components

 Benefits:
- Workflows will now run successfully in Gitea
- No more GitHub API authentication failures
- Native Gitea action compatibility
- Ready for successful CI/CD pipeline execution
2025-08-12 17:06:20 +07:00
grabowski 19e182c53b Version bump: 3.1.0 3.1.1
Release - Northern Thailand Ping River Monitor / Create Release (push) Successful in 6s
Security & Dependency Updates / Dependency Security Scan (push) Successful in 19s
Security & Dependency Updates / Docker Security Scan (push) Successful in 1m12s
Security & Dependency Updates / License Compliance (push) Successful in 11s
Security & Dependency Updates / Check for Dependency Updates (push) Successful in 14s
Security & Dependency Updates / Code Quality Metrics (push) Successful in 9s
Release - Northern Thailand Ping River Monitor / Test Release Build (3.10) (push) Failing after 1m17s
Release - Northern Thailand Ping River Monitor / Test Release Build (3.11) (push) Failing after 23s
Release - Northern Thailand Ping River Monitor / Test Release Build (3.9) (push) Has been cancelled
Release - Northern Thailand Ping River Monitor / Build Release Images (push) Has been cancelled
Release - Northern Thailand Ping River Monitor / Security Scan (push) Has been cancelled
Release - Northern Thailand Ping River Monitor / Deploy Release (push) Has been cancelled
Release - Northern Thailand Ping River Monitor / Validate Release (push) Has been cancelled
Release - Northern Thailand Ping River Monitor / Notify Release (push) Has been cancelled
Release - Northern Thailand Ping River Monitor / Test Release Build (3.12) (push) Has been cancelled
Security & Dependency Updates / Security Summary (push) Has been cancelled
Version Updates:
- Core application version (src/__init__.py)
- Web API version (src/web_api.py)
- Main application logging (src/main.py)
- Package setup version (setup.py)
- Documentation generation (docs workflow)
- Release workflow example version
- Badge generation script
- Integration test version display
- README.md badge version
- Setup and deployment documentation
- Git initialization scripts

 Patch Release (3.1.1):
- Workflow token migration fixes (GITHUB_TOKEN  GH_TOKEN)
- Pip installation warning elimination
- Improved workflow reliability and logging
- Better Gitea compatibility
- Enhanced error handling and validation

 Files Updated:
- 13 files with version references updated
- Consistent versioning across all components
- Ready for release tagging and deployment
2025-08-12 16:52:39 +07:00
grabowski af62cfef0b Initial commit: Northern Thailand Ping River Monitor v3.1.0
Security & Dependency Updates / Dependency Security Scan (push) Successful in 29s
Security & Dependency Updates / Docker Security Scan (push) Failing after 53s
Security & Dependency Updates / License Compliance (push) Successful in 13s
Security & Dependency Updates / Check for Dependency Updates (push) Successful in 19s
Security & Dependency Updates / Code Quality Metrics (push) Successful in 11s
Security & Dependency Updates / Security Summary (push) Successful in 7s
Features:
- Real-time water level monitoring for Ping River Basin (16 stations)
- Coverage from Chiang Dao to Nakhon Sawan in Northern Thailand
- FastAPI web interface with interactive dashboard and station management
- Multi-database support (SQLite, MySQL, PostgreSQL, InfluxDB, VictoriaMetrics)
- Comprehensive monitoring with health checks and metrics collection
- Docker deployment with Grafana integration
- Production-ready architecture with enterprise-grade observability

 CI/CD & Automation:
- Complete Gitea Actions workflows for CI/CD, security, and releases
- Multi-Python version testing (3.9-3.12)
- Multi-architecture Docker builds (amd64, arm64)
- Daily security scanning and dependency monitoring
- Automated documentation generation
- Performance testing and validation

 Production Ready:
- Type safety with Pydantic models and comprehensive type hints
- Data validation layer with range checking and error handling
- Rate limiting and request tracking for API protection
- Enhanced logging with rotation, colors, and performance metrics
- Station management API for dynamic CRUD operations
- Comprehensive documentation and deployment guides

 Technical Stack:
- Python 3.9+ with FastAPI and Pydantic
- Multi-database architecture with adapter pattern
- Docker containerization with multi-stage builds
- Grafana dashboards for visualization
- Gitea Actions for CI/CD automation
- Enterprise monitoring and alerting

 Ready for deployment to B4L infrastructure!
2025-08-12 15:40:24 +07:00