Feature/firebase live iot 20260416

[sxhaakee]

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[Copilot]

Pull request overview

This PR adds an end-to-end “live IoT → ML validation/agents → dashboard” workflow for NeuroMesh, including training/prediction scripts, a LangGraph-based pipeline, a Firebase polling bridge, and a Next.js dashboard for real-time visualization.

Changes:

• Introduces ML training + prediction modules (seismic, gas, survivor, validator) and stores model artifacts.
• Adds a LangGraph multi-agent pipeline and a Firebase RTDB live bridge that feeds the pipeline and posts telemetry to the dashboard.
• Adds/updates a Next.js dashboard with live telemetry API route(s), mapping/visualization components, and setup docs.

Reviewed changes

Copilot reviewed 49 out of 68 changed files in this pull request and generated 11 comments.

Show a summary per file

File	Description
train/train_validator.py	Trains and saves IsolationForest “validator” model artifact.
train/train_survivor.py	Trains and saves survivor LogisticRegression + scaler artifacts.
train/train_seismic.py	Trains and saves TensorFlow/Keras 1D CNN seismic model artifact.
train/train_gas.py	Trains and saves RandomForest gas model artifact.
tests/test_validation_and_agents.py	Unit tests for verifier/triage helper logic and agent outputs.
tests/test_pipeline_and_dashboard.py	Tests pipeline routing, logistics helpers, and presence of dashboard/model files.
predict/predict_validator.py	Loads validator model and provides validator inference function.
predict/predict_survivor.py	Loads survivor model/scaler and provides survivor inference function.
predict/predict_seismic.py	Loads seismic model and provides seismic inference function.
predict/predict_gas.py	Loads gas model and provides gas inference function.
predict/pycache/predict_validator.cpython-313.pyc	Adds compiled Python bytecode for predict_validator (should not be committed).
predict/pycache/predict_survivor.cpython-313.pyc	Adds compiled Python bytecode for predict_survivor (should not be committed).
predict/pycache/predict_seismic.cpython-313.pyc	Adds compiled Python bytecode for predict_seismic (should not be committed).
predict/pycache/predict_gas.cpython-313.pyc	Adds compiled Python bytecode for predict_gas (should not be committed).
pipeline/state.py	Adds TypedDict schemas for pipeline state and agent outputs.
pipeline/langgraph_pipeline.py	Adds standalone “run all models + call Mistral” pipeline script.
pipeline/graph.py	Defines the LangGraph StateGraph and routing logic.
pipeline/firebase_live_bridge.py	Adds Firebase RTDB polling bridge + dashboard telemetry posting.
models/survivor_scaler.pkl	Adds trained scaler artifact for survivor model.
models/survivor_model.pkl	Adds trained survivor model artifact.
iot.c	Adds ESP32 firmware sketch that reads sensors and posts to Firebase RTDB.
data/generate_survivor_data.py	Generates synthetic survivor training data CSV.
data/generate_seismic_data.py	Generates synthetic seismic training data CSV.
data/generate_gas_data.py	Generates synthetic gas training data CSV.
dashboard/tsconfig.json	Sets TypeScript config for the dashboard app.
dashboard/src/components/WeatherPrediction.tsx	Adds client-side weather + flood risk widget.
dashboard/src/components/SystemHealth.tsx	Adds system health/status header component.
dashboard/src/components/SitrepPanel.tsx	Adds SITREP detail panel UI.
dashboard/src/components/SimulationDashboard.tsx	Adds scenario-based simulation UI for pipeline stages and SITREPs.
dashboard/src/components/NeoMap.tsx	Adds Leaflet-based animated mesh map component.
dashboard/src/components/MapPanel.tsx	Adds MapLibre-based real geospatial overlay and routing visualization.
dashboard/src/components/AlertFeed.tsx	Adds live alert feed UI component.
dashboard/src/app/weatherApi.ts	Adds helper functions for calling OpenWeather endpoints.
dashboard/src/app/page.tsx	Main dashboard page: polling telemetry, simulation sequencing, UI layout.
dashboard/src/app/layout.tsx	Next.js root layout + font setup.
dashboard/src/app/globals.css	Global styling (Tailwind + Leaflet + neumorphic theme).
dashboard/src/app/favicon.ico	Adds favicon asset.
dashboard/src/app/api/weather/route.ts	Adds placeholder weather API route.
dashboard/src/app/api/telemetry/route.ts	Adds telemetry ingest + snapshot API route for dashboard.
dashboard/public/window.svg	Adds SVG asset.
dashboard/public/vercel.svg	Adds SVG asset.
dashboard/public/next.svg	Adds SVG asset.
dashboard/public/globe.svg	Adds SVG asset.
dashboard/public/file.svg	Adds SVG asset.
dashboard/postcss.config.mjs	Adds PostCSS config for Tailwind.
dashboard/package.json	Adds dashboard dependencies/scripts.
dashboard/next.config.ts	Adds Next.js config (incl. turbopack root).
dashboard/light_theme_converter.py	Utility script to rewrite classes for light theme.
dashboard/insert_weather.py	Utility script to insert weather UI into page.tsx.
dashboard/eslint.config.mjs	ESLint config for Next.js + TS.
dashboard/REALTIME_IOT_SETUP.md	Docs for real-time IoT feed setup (ESP32 → dashboard).
dashboard/README.md	Default Next.js readme.
dashboard/CLAUDE.md	References agent rules file.
dashboard/AGENTS.md	Adds agent rules note about Next.js breaking changes.
dashboard/.gitignore	Dashboard-specific ignore file.
agents/verifier_agent.py	Adds verifier agent with IsolationForest + heuristics + correlation checks.
agents/triage_agent.py	Adds triage agent (survivability/gas/urgency + equipment checklist).
agents/reporter_agent.py	Adds reporter agent with optional Mistral call + deterministic fallback SITREP.
agents/logistics_agent.py	Adds logistics agent (route + debris/exclusion zone estimation).
README.md	Rewrites top-level project README with NeuroMesh description and setup steps.
.gitignore	Adds repo-level ignore patterns (Python, Node, IDE, etc.).

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