Commit Graph

85 Commits

Author SHA1 Message Date
cemaxecuter
f0cc396a6b Fix agent mode issues and WiFi deep scan polling
Agent fixes:
- Fix Ctrl+C hang by running cleanup in background thread
- Add force-exit on double Ctrl+C
- Improve exception handling in output reader threads to prevent
  bad file descriptor errors on shutdown
- Reduce cleanup timeouts for faster shutdown

Controller/UI fixes:
- Add URL validation for agent registration (check port, protocol)
- Show helpful message when agent is unreachable during registration
- Clarify API key field label (reserved for future use)
- Add client-side URL validation with user-friendly error messages

WiFi agent mode fixes:
- Add polling fallback for deep scan when push mode is disabled
- Polls /controller/agents/{id}/wifi/data every 2 seconds
- Detect running scans when switching to an agent
- Fix scan_mode detection (agent uses params.scan_type)
2026-01-31 08:10:32 -05:00
Smittix
49fa02142d feat: Add TCP connection support for Meshtastic
Allow connecting to WiFi-enabled Meshtastic devices via TCP/IP in
addition to USB/Serial connections. This enables remote monitoring
of mesh nodes that have WiFi capability (T-Beam, Heltec WiFi LoRa, etc).

- Add connection_type parameter ('serial' or 'tcp') to /meshtastic/start
- Add hostname parameter for TCP connections
- Update UI with connection type dropdown and hostname input field
- Show connection type in status responses

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-30 23:01:46 +00:00
Smittix
9c1516c086 feat: Add real-time Doppler tracking for ISS SSTV reception
- Add DopplerTracker class using skyfield for satellite tracking
- Calculate and apply Doppler shift correction (up to ±3.5 kHz at 145.800 MHz)
- Background thread monitors shift and retunes rtl_fm when >500 Hz drift
- New /sstv/doppler endpoint for real-time Doppler info
- Start endpoint accepts latitude/longitude for automatic tracking

Also:
- Add slowrx installation to setup.sh (source build for macOS, apt for Debian)
- Sync observer location to dashboard-specific localStorage keys

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-30 22:40:27 +00:00
Smittix
05d96b6077 fix: SoapySDR module detection on macOS with Homebrew
Set DYLD_LIBRARY_PATH and SOAPY_SDR_ROOT environment variables when
running SoapySDRUtil on macOS so Homebrew-installed modules (HackRF,
LimeSDR, etc.) are properly detected.

Fixes #77

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-29 22:25:25 +00:00
Smittix
872cc806eb fix: Make psycopg2 optional for Flask/Werkzeug compatibility
- Bump Flask requirement to >=3.0.0 (required for Werkzeug 3.x)
- Make psycopg2 import conditional in routes/adsb.py and utils/adsb_history.py
- ADS-B history features gracefully disabled when PostgreSQL libs unavailable

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-29 22:19:14 +00:00
Smittix
0c7ac816e9 feat: Add location settings for ISS pass predictions
- Add Location tab to settings modal with lat/lon inputs
- Add GPS detection button for auto-location
- Update SSTV to use saved location for ISS pass predictions
- Fix SSTV panels to use full screen width (remove max-width constraint)
- Improve ISS pass messages to guide users to location settings
- Add checked/last_check fields to update status response

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-29 15:36:37 +00:00
Smittix
8e204725b2 feat: Add ISS SSTV decoder mode
Add slow-scan television decoder for receiving images from ISS.
Includes new Space dropdown in navigation grouping Satellite and SSTV modes.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-29 14:51:06 +00:00
Smittix
40acca20b2 feat: Add GitHub update notifications
- Check for new releases from GitHub API with 6-hour cache
- Show toast notification when updates are available
- Add Updates tab in settings for manual checks and preferences
- Support git-based updates with stash handling for local changes
- Persist dismissed versions to avoid repeated notifications

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-29 14:51:00 +00:00
Smittix
ae804f92b2 feat: Enhance Meshtastic mode with QR code support
Add QR code generation for sharing Meshtastic channel configurations.
Add qrcode[pil] dependency for QR code generation.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-29 14:50:53 +00:00
Smittix
3d90e03ca9 feat: Add Meshtastic telemetry display and traceroute visualization
Add full telemetry display in node popups including device metrics
(voltage, channel utilization, air TX) and environment sensors
(temperature, humidity, barometric pressure).

Add traceroute functionality with interactive visualization showing
hop paths and SNR values. Includes API endpoints for sending traceroutes
and retrieving results, plus a modal UI for displaying route information.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-28 22:52:19 +00:00
Smittix
db304631f8 feat: Add Meshtastic, Ubertooth, and Offline Mode support
New Features:
- Meshtastic LoRa mesh network integration
  - Real-time message streaming via SSE
  - Channel configuration with encryption
  - Node information with RSSI/SNR metrics
- Ubertooth One BLE scanner backend
  - Passive capture across all 40 BLE channels
  - Raw advertising payload access
- Offline mode with bundled assets
  - Local Leaflet, Chart.js, and fonts
  - Multiple map tile providers
  - Settings modal for configuration

Technical Changes:
- New routes: meshtastic.py, offline.py
- New utils: ubertooth_scanner.py, meshtastic.py
- New CSS/JS for meshtastic and settings
- Updated dashboard templates with conditional asset loading
- Added context processor for offline settings

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-28 20:14:51 +00:00
Smittix
84b424b02e feat: Add Meshtastic mesh network integration
Add support for connecting to Meshtastic LoRa mesh devices via USB/Serial.
Includes routes for device connection, channel configuration with encryption,
and SSE streaming of received messages.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-27 22:17:40 +00:00
cemaxecuter
c7e9a0a493 Fix WiFi quick scan via agent and improve error messages
Agent fixes:
- Accept 'success' status for quick scans (not just 'started')
- WiFi quick scans return 'success' with results, not 'started'

Controller fixes:
- Pass through actual error messages from agent responses
- Previously showed generic "Agent returned error: 400"
- Now shows actual message like "Root privileges required for deep scan"
2026-01-27 10:42:29 -05:00
cemaxecuter
f980e2e76d Add distributed agent architecture for multi-node signal intelligence
Features:
- Standalone agent server (intercept_agent.py) for remote sensor nodes
- Controller API blueprint for agent management and data aggregation
- Push mechanism for agents to send data to controller
- Pull mechanism for controller to proxy requests to agents
- Multi-agent SSE stream for combined data view
- Agent management page at /controller/manage
- Agent selector dropdown in main UI
- GPS integration for location tagging
- API key authentication for secure agent communication
- Integration with Intercept's dependency checking system

New files:
- intercept_agent.py: Remote agent HTTP server
- intercept_agent.cfg: Agent configuration template
- routes/controller.py: Controller API endpoints
- utils/agent_client.py: HTTP client for agents
- utils/trilateration.py: Multi-agent position calculation
- static/js/core/agents.js: Frontend agent management
- templates/agents.html: Agent management page
- docs/DISTRIBUTED_AGENTS.md: System documentation

Modified:
- app.py: Register controller blueprint
- utils/database.py: Add agents and push_payloads tables
- templates/index.html: Add agent selector section
2026-01-26 06:14:42 -05:00
Marc
e833488425 JSON fix for AIS including latitude and longitude 2026-01-25 13:29:13 -06:00
Smittix
0b8863aaa9 Merge pull request #85 from xdep/main 2026-01-25 16:57:09 +00:00
Device
8d30c40fe2 Fixing the AIS-catcher parameter for data ingest
The -o 5 flag sets the console/stdout output format to JSON, but it does NOT configure the TCP server output format
2026-01-25 17:07:45 +01:00
James Ward
8b4b440b22 Add ADS-B history persistence and reporting UI 2026-01-25 13:11:43 +00:00
Smittix
1e2810b85c fix: Correct octal literal in DSC position decoder
Change `00` to `0` in quadrant check to avoid confusion with octal syntax.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-25 13:05:14 +00:00
Marc
b4d3e65a3d feat: Add VHF DSC Channel 70 monitoring and decoding
- Implement DSC message decoding (Distress, Urgency, Safety, Routine)

- Add MMSI country identification via MID lookup

- Integrate position extraction and map markers for distress alerts

- Implement device conflict detection to prevent SDR collisions with AIS

- Add permanent storage for critical alerts and visual UI overlays
2026-01-25 13:05:14 +00:00
William Shields
93111b93c5 Enhance Docker environment with missing SDR dependencies
Added build and runtime dependencies for AIS-catcher, readsb (SoapySDR enabled), direwolf, and hcxtools. Included rx_tools build from source. Updated dependency checker to potentialy verify SoapySDR modules.
2026-01-24 12:37:20 -08:00
Marc
57d448c003 Adjustment to dashboard style and 500 error 2026-01-23 16:00:13 -06:00
Marc
f724421ce7 Adding Vessels 2026-01-23 06:02:54 -06:00
Smittix
eb5bf55aad Fix bytes conversion in TSCM BLE scanner
Handle various data types safely when converting manufacturer_data
in the TSCM-specific BLE scanner module.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 23:36:10 +00:00
Smittix
17a0dddf61 Fix bytes conversion in fallback Bluetooth scanner
Handle various data types safely when converting manufacturer_data
and service_data in the bleak fallback scanner.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 23:31:21 +00:00
Smittix
f01502ff32 Fix Bluetooth bytes conversion and WiFi monitor mode detection
- Fix "cannot convert 'str' object to bytes" error in BLE identity engine
  by adding robust _convert_to_bytes() helper that handles bytes, hex
  strings, bytearrays, and arrays
- Improve DBus scanner to safely handle various data types for
  manufacturer_data and service_data with proper error handling
- Add monitor mode interface detection in WiFi scanner to provide clear
  error message when quick scan is attempted on monitor mode interface

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 23:25:22 +00:00
Smittix
537171d788 Add comprehensive BLE tracker detection with signature engine
Implement reliable tracker detection for AirTag, Tile, Samsung SmartTag,
and other BLE trackers based on manufacturer data patterns, service UUIDs,
and advertising payload analysis.

Key changes:
- Add TrackerSignatureEngine with signatures for major tracker brands
- Device fingerprinting to track devices across MAC randomization
- Suspicious presence heuristics (persistence, following patterns)
- New API endpoints: /api/bluetooth/trackers, /diagnostics
- UI updates with tracker badges, confidence, and evidence display
- TSCM integration updated to use v2 tracker detection data
- Unit tests and smoke test scripts for validation

Detection is heuristic-based with confidence scoring (high/medium/low)
and evidence transparency. Backwards compatible with existing APIs.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 23:16:18 +00:00
Smittix
f665203543 Improve WiFi quick scan error handling and Linux tool fallback
- Add fallback mechanism to try multiple tools (nmcli -> iw -> iwlist)
- Improve error messages for iw/iwlist with root privilege detection
- Enhance nmcli scanner to try without interface if specific scan fails
- Better error reporting in frontend showing actual backend errors
- Add logging throughout scan process for debugging

This fixes quick scan immediately failing on Linux systems by trying
multiple tools and providing meaningful error messages.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 22:57:51 +00:00
Smittix
dfd4b0e89e Add WiFi v2 API endpoints for dual-mode scanning
- Add v2 capabilities, quick scan, deep scan, and status endpoints
- Add v2 networks, clients, probes, and channels endpoints
- Add v2 SSE stream, export (CSV/JSON), and baseline management
- Add recommendation_rank field to ChannelRecommendation model

The frontend was already wired up to call these v2 endpoints but they
were missing from the backend. This completes the WiFi module v2 API.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 22:53:02 +00:00
Smittix
45c10a8593 Improve quick scan error handling and user feedback
Frontend (wifi.js):
- Show helpful message when quick scan returns no networks
- Suggest using Deep Scan as fallback
- Better error messages with actionable suggestions

Backend (scanner.py):
- Add proper error messages from airport scan failures
- Add proper error messages from nmcli scan failures
- Handle timeouts and missing tools explicitly
- Raise RuntimeError with descriptive messages

These changes help users understand when quick scan tools (airport/nmcli)
aren't working and guide them to use Deep Scan instead.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 22:48:25 +00:00
Smittix
9515f5fd7a Add unified WiFi scanning module with dual-mode architecture
Backend:
- New utils/wifi/ package with models, scanner, parsers, channel analyzer
- Quick Scan mode using system tools (nmcli, iw, iwlist, airport)
- Deep Scan mode using airodump-ng with monitor mode
- Hidden SSID correlation engine
- Channel utilization analysis with recommendations
- v2 API endpoints at /wifi/v2/* with SSE streaming
- TSCM integration updated to use new scanner (backwards compatible)

Frontend:
- WiFi mode controller (wifi.js) with dual-mode support
- Channel utilization chart component (channel-chart.js)
- Updated wifi.html template with scan mode tabs and export

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 22:06:16 +00:00
Smittix
7957176e59 Add proximity radar visualization and signal history heatmap
Backend:
- Add device_key.py for stable device identification (identity > public MAC > fingerprint)
- Add distance.py with DistanceEstimator class (path-loss formula, EMA smoothing, confidence scoring)
- Add ring_buffer.py for time-windowed RSSI observation storage
- Extend BTDeviceAggregate with proximity_band, estimated_distance_m, distance_confidence, rssi_ema
- Add new API endpoints: /proximity/snapshot, /heatmap/data, /devices/<key>/timeseries
- Update TSCM integration to include new proximity fields

Frontend:
- Add proximity-radar.js: SVG radar with concentric rings, device dots positioned by distance
- Add timeline-heatmap.js: RSSI history grid with time buckets and color-coded signal strength
- Update bluetooth.js to initialize and feed data to new components
- Replace zone counters with radar visualization and zone summary
- Add proximity-viz.css for component styling

Tests:
- Add test_bluetooth_proximity.py with unit tests for device key stability, EMA smoothing,
  distance estimation, band classification, and ring buffer functionality

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 19:25:33 +00:00
Smittix
187347e64b Fix legacy code conflicts and Bleak deprecation warning
- Add null checks to legacy refreshBtInterfaces() function
- Redirect to BluetoothMode.checkCapabilities() when available
- Fix Bleak deprecation: use AdvertisementData.connectable instead of device.metadata

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 15:56:04 +00:00
Smittix
5016327bc2 Fix API/frontend field name mismatches
- Add 'available' alias for 'can_scan' in capabilities
- Add 'preferred_backend' alias for 'recommended_backend'
- Add 'id' field to adapter info for frontend compatibility

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 15:54:05 +00:00
Smittix
ed460761ff Prioritize bleak over DBus for Flask compatibility
DBus/BlueZ requires a GLib main loop which Flask doesn't have.
Reordered backend priority: bleak > hcitool > bluetoothctl > dbus

Removed DBus option from UI since it won't work with Flask.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 15:50:03 +00:00
Smittix
c49b1e03f2 Fix scanner fallback logic when DBus fails
The fallback wasn't being triggered because when mode='auto' was
replaced with the recommended backend ('dbus'), the fallback condition
failed. Now properly tracks original_mode to allow fallback.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 15:49:09 +00:00
Smittix
28d15d0ed5 Fix missing constants and test import names
- Add SUBPROCESS_TIMEOUT_SHORT to bluetooth constants
- Fix test imports to use correct constant names

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 15:44:53 +00:00
Smittix
54db023520 Overhaul Bluetooth scanning with DBus-based BlueZ integration
Major changes:
- Add utils/bluetooth/ package with DBus scanner, fallback scanners
  (bleak, hcitool, bluetoothctl), device aggregation, and heuristics
- New unified API at /api/bluetooth/ with REST endpoints and SSE streaming
- Device observation aggregation with RSSI statistics and range bands
- Behavioral heuristics: new, persistent, beacon-like, strong+stable
- Frontend components: DeviceCard, MessageCard, RSSISparkline
- TSCM integration via get_tscm_bluetooth_snapshot() helper
- Unit tests for aggregator, heuristics, and API endpoints

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-21 15:42:33 +00:00
Smittix
290c5ff896 Add signal guessing engine for frequency identification
Implements heuristic-based signal identification that provides
plain-English guesses for detected signals based on frequency,
modulation, bandwidth, and burst behavior.

Features:
- Python backend engine (utils/signal_guess.py)
- JavaScript client-side engine with UI components
- Hedged language output (never claims certainty)
- UK/EU and US region support
- Confidence levels (LOW/MEDIUM/HIGH)
- 50+ unit tests for deterministic verification

Supported signal types: FM broadcast, airband, cellular/LTE,
ISM bands (433/868/915/2.4GHz), TPMS, amateur radio, marine VHF,
DAB, pager networks, weather satellites, ADS-B, and more.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-20 23:38:02 +00:00
Smittix
9461cc2121 Add signal strength classification with confidence-safe language
Introduces standardized RSSI-to-label mapping (minimal/weak/moderate/strong/very_strong)
and duration-based confidence modifiers for client-facing reports and dashboards.

- New signal_classification.py module with hedged language generation
- Updated detector.py to use standardized signal descriptions
- Enhanced reports.py with signal classification in findings
- Added JS SignalClassification and signal indicator components
- CSS styles for signal strength bars and assessment panels

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-20 21:37:07 +00:00
Smittix
c88cf831fc Add verbose results option to TSCM sweeps and setup improvements
- Add verbose_results flag to store full device details in sweep results
- Add non-interactive mode (--non-interactive) to setup.sh
- Add ask_yes_no helper for interactive prompts with TTY detection
- Update reports.py to handle new results structure with fallbacks

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-20 18:07:33 +00:00
Jon Ander Oribe
58a825976d Merge branch 'main' into feature/login-system 2026-01-18 08:56:06 +01:00
Smittix
b63c7ab0fe Fix WiFi detection on modern macOS
The airport utility path doesn't exist on newer macOS versions.
Added fallback methods using networksetup and ifconfig to detect
WiFi availability.
2026-01-16 16:51:53 +00:00
Smittix
c0c86ef601 Fix type comparison errors in TSCM detector
Signal/RSSI values from WiFi scans can be strings. Added safe
int conversion with try/except to prevent type comparison errors.
2026-01-16 16:50:07 +00:00
Smittix
234f254f4f Add comprehensive TSCM advanced features
Implement 9 major TSCM feature enhancements:

1. Capability & Coverage Reality Panel - Exposes what sweeps can/cannot
   detect based on OS, privileges, adapters, and SDR limits

2. Baseline Diff & Health - Shows changes vs baseline with health scoring
   (healthy/noisy/stale) based on age and device churn

3. Per-Device Timelines - Time-bucketed observations with RSSI stability,
   movement patterns, and meeting correlation

4. Whitelist/Known-Good Registry + Case Grouping - Global and per-location
   device registry with case management for sweeps/threats/notes

5. Meeting-Window Summary Enhancements - Tracks devices first seen during
   meetings with scoring modifiers

6. Client-Ready PDF Report + Technical Annex - Executive summary, findings
   by risk tier, JSON/CSV annex export

7. WiFi Advanced Indicators - Evil twin detection, probe request tracking,
   deauth burst detection (auto-disables without monitor mode)

8. Bluetooth Risk Explainability - Proximity estimates, tracker brand
   explanations, human-readable risk descriptions

9. Operator Playbooks - Procedural guidance by risk level with steps,
   safety notes, and documentation requirements

All features include mandatory disclaimers, preserve existing architecture,
and follow TSCM best practices (no packet capture, no surveillance claims).

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-16 16:06:18 +00:00
Smittix
bcb3147d1e Revert ISMS Listening Station implementation
Remove all ISMS (Intelligent Spectrum Monitoring Station) code including:
- GSM cell scanning with gr-gsm
- Spectrum monitoring via rtl_power
- OpenCelliD tower integration
- Baseline recording and comparison
- Setup script changes for gr-gsm/libosmocore

Reverts to pre-ISMS state (commit 4c1690d).

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-16 12:24:16 +00:00
Smittix
35d138175e Add ISMS Listening Station with GSM cell detection
- Add spectrum monitoring via rtl_power with configurable presets
- Add OpenCelliD tower integration with Leaflet map display
- Add grgsm_scanner integration for passive GSM cell detection (alpha)
- Add rules engine for anomaly detection and findings
- Add baseline recording and comparison system
- Add setup.sh support for gr-gsm installation on Debian/Ubuntu

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-16 11:12:09 +00:00
Smittix
f46681fdbc Fix duplicate log messages and suppress SBS reconnection spam
- Add propagate=False to prevent child loggers from duplicating
  messages through parent handler
- Only log SBS connection errors once until successful reconnect

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-15 23:11:47 +00:00
Smittix
07af3acb84 Fix rtl_433 bias-t flag and add TSCM enhancements
- Fix bias-t option in rtl_433 for RTL-SDR and HackRF:
  - rtl_433's -T flag is for timeout, not bias-t
  - RTL-SDR: Use :biast=1 suffix on device string
  - HackRF: Use bias_t=1 in SoapySDR device string
- Add "Listen (FM/AM)" buttons to TSCM RF signal details
  - Switches to Listening Post mode and tunes to frequency
- Fix device detail header padding to prevent protocol badge
  overlapping with close button
2026-01-14 16:27:07 +00:00
Smittix
21b0a153e8 Add MAC-randomization resistant device detection for TSCM
- New device_identity.py: Clusters BLE/WiFi observations into probable
  physical devices using passive fingerprinting (not MAC addresses)
- Fingerprinting based on manufacturer data, service UUIDs, capabilities,
  timing patterns, and RSSI trajectories
- Session tracking with automatic gap detection
- Risk indicators: stable RSSI, MAC rotation, ESP32 chipsets, audio-capable
- Full audit trail for all clustering decisions

- New ble_scanner.py: Cross-platform BLE scanning with bleak library
- Detects AirTags, Tile, SmartTags, ESP32 by manufacturer ID
- Fallback to system tools (btmgmt, hcitool, system_profiler)

- Added API endpoints for device identity clustering (/tscm/identity/*)
- Updated setup.sh with bleak dependency
- Updated documentation with TSCM features and hardware requirements

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-14 15:19:20 +00:00