src/ui/static/app.js

// SatFetch Client Application Logic
document.addEventListener("DOMContentLoaded", () => {
    // -------------------------------------------------------------------------
    // View State Navigation (Landing -> Dashboard)
    // -------------------------------------------------------------------------
    const landingPage = document.getElementById("landing-page");
    const terminalPage = document.getElementById("terminal-page");
    const launchBtn = document.getElementById("launch-btn");

    launchBtn.addEventListener("click", () => {
        landingPage.classList.add("slide-out");
        setTimeout(() => {
            landingPage.style.display = "none";
            terminalPage.classList.add("active");
            // Trigger leaflet map resize after tab/container becomes visible
            if (map) {
                map.invalidateSize();
            }
        }, 600);
    });

    // -------------------------------------------------------------------------
    // Tabs Navigation
    // -------------------------------------------------------------------------
    const navTabs = document.querySelectorAll(".nav-tab");
    const tabContents = document.querySelectorAll(".tab-content");

    navTabs.forEach(tab => {
        tab.addEventListener("click", () => {
            navTabs.forEach(t => t.classList.remove("active"));
            tabContents.forEach(c => c.classList.remove("active"));

            tab.classList.add("active");
            const activeTabId = tab.getAttribute("data-tab");
            document.getElementById(activeTabId).classList.add("active");

            // Handle Leaflet refresh if search tab activated
            if (activeTabId === "search-pane" && map) {
                setTimeout(() => map.invalidateSize(), 50);
            }
            // Load benchmarks if benchmarks tab activated
            if (activeTabId === "benchmarks-pane") {
                loadBenchmarks();
            }
        });
    });

    // -------------------------------------------------------------------------
    // Search Mode Toggle (Image vs Text)
    // -------------------------------------------------------------------------
    const modeImageBtn = document.getElementById("mode-image-btn");
    const modeTextBtn = document.getElementById("mode-text-btn");
    const imageUploadArea = document.getElementById("image-upload-area");
    const textQueryArea = document.getElementById("text-query-area");
    let activeSearchMode = "image"; // 'image' or 'text'

    const retrievalLevelSelect = document.getElementById("retrieval-level");
    const spatialOptionsGroup = document.getElementById("spatial-options-group");

    function toggleSpatialOptions() {
        if (retrievalLevelSelect.value === "level4") {
            spatialOptionsGroup.style.display = "block";
        } else {
            spatialOptionsGroup.style.display = "none";
        }
    }

    retrievalLevelSelect.addEventListener("change", toggleSpatialOptions);
    toggleSpatialOptions();

    modeImageBtn.addEventListener("click", () => {
        modeImageBtn.classList.add("active");
        modeTextBtn.classList.remove("active");
        imageUploadArea.style.display = "block";
        textQueryArea.style.display = "none";
        activeSearchMode = "image";
    });

    modeTextBtn.addEventListener("click", () => {
        modeTextBtn.classList.add("active");
        modeImageBtn.classList.remove("active");
        imageUploadArea.style.display = "none";
        textQueryArea.style.display = "block";
        activeSearchMode = "text";
    });

    // -------------------------------------------------------------------------
    // File Upload Handler
    // -------------------------------------------------------------------------
    const dropZone = document.getElementById("drop-zone");
    const fileInput = document.getElementById("file-input");
    const uploadPreview = document.getElementById("upload-preview");
    const previewImg = document.getElementById("preview-img");
    const previewFilename = document.getElementById("preview-filename");
    const previewSize = document.getElementById("preview-size");
    const clearUpload = document.getElementById("clear-upload");
    let uploadedFile = null;

    dropZone.addEventListener("click", () => fileInput.click());

    dropZone.addEventListener("dragover", (e) => {
        e.preventDefault();
        dropZone.style.borderColor = "var(--primary-color)";
        dropZone.style.backgroundColor = "var(--primary-glow)";
    });

    dropZone.addEventListener("dragleave", () => {
        dropZone.style.borderColor = "var(--border-color)";
        dropZone.style.backgroundColor = "transparent";
    });

    dropZone.addEventListener("drop", (e) => {
        e.preventDefault();
        dropZone.style.borderColor = "var(--border-color)";
        dropZone.style.backgroundColor = "transparent";
        if (e.dataTransfer.files.length > 0) {
            handleFile(e.dataTransfer.files[0]);
        }
    });

    fileInput.addEventListener("change", (e) => {
        if (e.target.files.length > 0) {
            handleFile(e.target.files[0]);
        }
    });

    clearUpload.addEventListener("click", (e) => {
        e.stopPropagation();
        uploadedFile = null;
        fileInput.value = "";
        previewImg.src = "";
        uploadPreview.style.display = "none";
        dropZone.style.display = "block";
    });

    function handleFile(file) {
        uploadedFile = file;
        previewFilename.textContent = file.name;
        
        // Format size
        const sizeMB = (file.size / (1024 * 1024)).toFixed(1);
        previewSize.textContent = `${sizeMB} MB`;

        // Check if file is TIFF (cannot display TIFF natively in most browsers)
        const isTiff = file.name.endsWith(".tif") || file.name.endsWith(".tiff");
        
        if (isTiff) {
            // Beautiful local SVG placeholder for TIFF files (offline safe)
            previewImg.src = `data:image/svg+xml;utf8,<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100" width="100" height="100"><rect width="100" height="100" rx="10" fill="%23f8fafc" stroke="%23cbd5e1" stroke-width="2"/><path d="M35 25 H55 L65 35 V75 H35 Z" fill="white" stroke="%233b82f6" stroke-width="2"/><path d="M55 25 V35 H65" fill="none" stroke="%233b82f6" stroke-width="2"/><text x="50" y="60" font-family="system-ui, sans-serif" font-size="9" font-weight="bold" fill="%231e293b" text-anchor="middle">GeoTIFF</text></svg>`;
        } else {
            const reader = new FileReader();
            reader.onload = (e) => {
                previewImg.src = e.target.result;
            };
            reader.readAsDataURL(file);
        }

        dropZone.style.display = "none";
        uploadPreview.style.display = "block";
    }

    // -------------------------------------------------------------------------
    // Leaflet Map Integration
    // -------------------------------------------------------------------------
    let map;
    let centerMarker;
    let searchRadiusCircle;
    let resultsMarkersGroup = L.layerGroup();
    let h3GridGroup = L.layerGroup();

    const indiaCenter = [20.5937, 78.9629];

    function initMap() {
        const mapEl = document.getElementById("map");
        if (!mapEl) return;
        
        map = L.map("map").setView(indiaCenter, 5);

        // Light-themed GIS Tile Layer (Esri World Topo Map)
        L.tileLayer('https://server.arcgisonline.com/ArcGIS/rest/services/World_Topo_Map/MapServer/tile/{z}/{y}/{x}', {
            attribution: 'Tiles &copy; Esri &mdash; Sources: Esri, DeLorme, NAVTEQ, USGS, NOAA, and the GIS User Community'
        }).addTo(map);

        // Set pointer marker
        centerMarker = L.marker(indiaCenter, { draggable: true }).addTo(map);
        
        // Draw initial radius
        updateMapCircle(indiaCenter, parseInt(document.getElementById("radius-input").value));

        // Sync coordinate boxes on marker drag
        centerMarker.on("dragend", (e) => {
            const latlng = e.target.getLatLng();
            document.getElementById("lat-input").value = latlng.lat.toFixed(5);
            document.getElementById("lon-input").value = latlng.lng.toFixed(5);
            updateMapCircle([latlng.lat, latlng.lng], parseInt(document.getElementById("radius-input").value));
        });

        // Click on map to place coordinate
        map.on("click", (e) => {
            const latlng = e.latlng;
            centerMarker.setLatLng(latlng);
            document.getElementById("lat-input").value = latlng.lat.toFixed(5);
            document.getElementById("lon-input").value = latlng.lng.toFixed(5);
            updateMapCircle([latlng.lat, latlng.lng], parseInt(document.getElementById("radius-input").value));
        });

        resultsMarkersGroup.addTo(map);
        h3GridGroup.addTo(map);
    }

    function updateMapCircle(coords, radiusKm) {
        if (!map) return;
        if (searchRadiusCircle) {
            map.removeLayer(searchRadiusCircle);
        }
        searchRadiusCircle = L.circle(coords, {
            radius: radiusKm * 1000,
            color: "#2563eb",
            fillColor: "#3b82f6",
            fillOpacity: 0.1,
            weight: 1.5
        }).addTo(map);
    }

    // Connect slider inputs
    const radiusInput = document.getElementById("radius-input");
    const radiusVal = document.getElementById("radius-val");
    radiusInput.addEventListener("input", (e) => {
        const val = e.target.value;
        radiusVal.textContent = `${val} km`;
        if (map) {
            const lat = parseFloat(document.getElementById("lat-input").value);
            const lon = parseFloat(document.getElementById("lon-input").value);
            updateMapCircle([lat, lon], parseInt(val));
        }
    });

    const kInput = document.getElementById("k-input");
    const kVal = document.getElementById("k-val");
    kInput.addEventListener("input", (e) => {
        kVal.textContent = e.target.value;
    });

    initMap();

    // -------------------------------------------------------------------------
    // Execution and API Requests
    // -------------------------------------------------------------------------
    const searchBtn = document.getElementById("search-btn");
    const resultsEmpty = document.getElementById("results-empty");
    const resultsGrid = document.getElementById("results-grid");
    const resultsTableContainer = document.getElementById("results-table-container");
    const resultsTableBody = document.getElementById("results-table-body");
    const timingFeed = document.getElementById("timing-feed");

    searchBtn.addEventListener("click", () => {
        if (activeSearchMode === "image" && !uploadedFile) {
            alert("Please upload a query satellite image first.");
            return;
        }
        if (activeSearchMode === "text" && !document.getElementById("text-query-input").value.trim()) {
            alert("Please enter a text search query.");
            return;
        }

        searchBtn.disabled = true;
        searchBtn.innerHTML = `<i class="fa-solid fa-circle-notch fa-spin"></i> EXECUTING RETRIEVAL...`;
        timingFeed.innerHTML = `<i class="fa-solid fa-satellite fa-spin"></i> Aligning sensor domains...`;

        const formData = new FormData();
        const level = document.getElementById("retrieval-level").value;
        const k = document.getElementById("k-input").value;
        const modality = document.getElementById("query-modality").value;

        let url = "/api/search";
        
        formData.append("k", k);
        formData.append("level", level);
        formData.append("query_modality", modality);

        if (level === "level4") {
            const lat = document.getElementById("lat-input").value;
            const lon = document.getElementById("lon-input").value;
            const radius = document.getElementById("radius-input").value;
            formData.append("lat", lat);
            formData.append("lon", lon);
            formData.append("radius_km", radius);
        }

        if (activeSearchMode === "image") {
            formData.append("file", uploadedFile);
        } else {
            url = "/api/search-text";
            formData.append("text_query", document.getElementById("text-query-input").value);
        }

        fetch(url, {
            method: "POST",
            body: formData
        })
        .then(response => {
            if (!response.ok) {
                throw new Error("Server error occurred during retrieval.");
            }
            return response.json();
        })
        .then(data => {
            renderResults(data);
        })
        .catch(err => {
            console.error(err);
            alert(`Search failed: ${err.message}`);
            timingFeed.innerHTML = `<i class="fa-solid fa-triangle-exclamation" style="color:var(--error)"></i> Error in search`;
        })
        .finally(() => {
            searchBtn.disabled = false;
            searchBtn.innerHTML = `<i class="fa-solid fa-circle-play"></i> RUN ALIGNMENT & SEARCH`;
        });
    });

    // -------------------------------------------------------------------------
    // Results Rendering & Leaflet Marker Plotting
    // -------------------------------------------------------------------------
    function renderResults(data) {
        const results = data.results;
        const timeMs = data.query_time_ms.toFixed(0);
        const device = data.device || "cpu";

        // Update telemetry
        document.getElementById("telemetry-device").textContent = device.toUpperCase();
        timingFeed.innerHTML = `<i class="fa-solid fa-bolt"></i> Completed in ${timeMs}ms`;

        // Clear existing markers & overlays
        resultsMarkersGroup.clearLayers();
        h3GridGroup.clearLayers();

        if (results.length === 0) {
            resultsEmpty.style.display = "flex";
            resultsGrid.style.display = "none";
            resultsTableContainer.style.display = "none";
            return;
        }

        resultsEmpty.style.display = "none";
        resultsGrid.style.display = "grid";
        resultsTableContainer.style.display = "block";

        resultsGrid.innerHTML = "";
        resultsTableBody.innerHTML = "";

        const mapBounds = L.latLngBounds();

        results.forEach((item, index) => {
            const rank = index + 1;
            const score = item.score.toFixed(4);
            const lat = item.lat ? item.lat.toFixed(5) : "N/A";
            const lon = item.lon ? item.lon.toFixed(5) : "N/A";
            const dist = item.distance_km ? `${item.distance_km.toFixed(1)} km` : "N/A";
            const h3Cell = item.h3_cell || "N/A";

            // Render Card
            const card = document.createElement("div");
            card.className = "result-card card";
            
            // True color vs FCC render toggle for MS
            const isMs = item.modality === "multispectral";
            const actionHTML = isMs ? `
                <div class="result-actions">
                    <button class="action-btn toggle-fcc-btn" data-path="${item.original_path}" data-active="rgb" title="Toggle NIR False Color Composite (FCC)">
                        <i class="fa-solid fa-wand-magic-sparkles"></i> FCC
                    </button>
                    <button class="action-btn plot-spectral-btn" data-path="${item.original_path}" title="Plot Spectral Signature">
                        <i class="fa-solid fa-chart-line"></i>
                    </button>
                </div>
            ` : '';

            card.innerHTML = `
                <div class="result-img-wrapper">
                    <img src="${item.gallery_path}" alt="${item.class}" id="img-result-${index}">
                    <span class="result-score-badge">S: ${score}</span>
                    <span class="result-modality-tag">${item.modality}</span>
                    ${actionHTML}
                </div>
                <div class="result-content">
                    <div class="result-meta-title">
                        <h4>${item.class}</h4>
                        <span class="result-meta-rank">#0${rank}</span>
                    </div>
                    <div class="result-details">
                        <span><strong>Lat:</strong> ${lat}</span>
                        <span><strong>Lon:</strong> ${lon}</span>
                        <span><strong>Dist:</strong> ${dist}</span>
                        <span><strong>H3:</strong> ${h3Cell}</span>
                    </div>
                </div>
            `;
            resultsGrid.appendChild(card);

            // Add FCC toggle listener
            if (isMs) {
                const btn = card.querySelector(".toggle-fcc-btn");
                btn.addEventListener("click", (e) => {
                    e.stopPropagation();
                    const activeMode = btn.getAttribute("data-active");
                    const path = btn.getAttribute("data-path");
                    const imgEl = document.getElementById(`img-result-${index}`);
                    
                    if (activeMode === "rgb") {
                        btn.setAttribute("data-active", "fcc");
                        btn.innerHTML = `<i class="fa-solid fa-image"></i> RGB`;
                        imgEl.src = `/api/render-bands?path=${encodeURIComponent(path)}&bands=FCC`;
                    } else {
                        btn.setAttribute("data-active", "rgb");
                        btn.innerHTML = `<i class="fa-solid fa-wand-magic-sparkles"></i> FCC`;
                        imgEl.src = `/api/render-bands?path=${encodeURIComponent(path)}&bands=RGB`;
                    }
                });

                // Add spectral plot listener
                const spectralBtn = card.querySelector(".plot-spectral-btn");
                spectralBtn.addEventListener("click", () => {
                    openSpectralModal(item.original_path, item.class);
                });
            }

            // Render Table Row
            const row = document.createElement("tr");
            row.innerHTML = `
                <td><strong>0${rank}</strong></td>
                <td><img src="${item.gallery_path}" class="table-thumbnail"></td>
                <td><strong>${item.class}</strong></td>
                <td><span class="badge">${item.modality.toUpperCase()}</span></td>
                <td><code style="font-family:var(--font-mono)">${h3Cell}</code></td>
                <td><code>${lat}, ${lon}</code></td>
                <td>${dist}</td>
                <td class="table-score">${score}</td>
            `;
            resultsTableBody.appendChild(row);

            // Plot leaf-let marker
            if (item.lat && item.lon) {
                const pCoords = [item.lat, item.lon];
                const marker = L.marker(pCoords).addTo(resultsMarkersGroup);
                
                // Marker popup with thumbnail
                marker.bindPopup(`
                    <div style="width:140px; text-align:center;">
                        <img src="${item.gallery_path}" style="width:100%; border-radius:4px; margin-bottom:0.375rem;">
                        <strong>Rank #${rank} &bull; ${item.class}</strong><br>
                        Modality: ${item.modality}<br>
                        Score: ${score}<br>
                        Dist: ${dist}
                    </div>
                `);

                mapBounds.extend(pCoords);

                // If H3 cell boundary polygon coordinates are returned, draw the hexagon
                if (item.h3_boundary) {
                    L.polygon(item.h3_boundary, {
                        color: "#10b981",
                        fillColor: "#10b981",
                        fillOpacity: 0.15,
                        weight: 1
                    }).addTo(h3GridGroup);
                }
            }
        });

        // Fit map bounds to show results
        if (map && results.some(item => item.lat && item.lon)) {
            map.fitBounds(mapBounds, { padding: [50, 50] });
        }
    }

    // -------------------------------------------------------------------------
    // Spectral Modal & Graphing Logic
    // -------------------------------------------------------------------------
    const modal = document.getElementById("spectral-modal");
    const closeModalBtn = document.getElementById("close-modal-btn");
    let spectralChartInstance = null;

    closeModalBtn.addEventListener("click", () => {
        modal.classList.remove("active");
    });

    function openSpectralModal(path, className) {
        modal.classList.add("active");
        document.getElementById("modal-title").textContent = `Sentinel-2 Spectral Signature - ${className}`;

        fetch(`/api/spectral-signature?path=${encodeURIComponent(path)}`)
        .then(res => res.json())
        .then(data => {
            renderSpectralChart(data.reflectance);
        })
        .catch(err => {
            console.error(err);
            alert("Failed to load spectral bands.");
        });
    }

    function renderSpectralChart(values) {
        const ctx = document.getElementById("spectral-chart").getContext("2d");
        const bands = ["B01 (Aer)", "B02 (B)", "B03 (G)", "B04 (R)", "B05 (RE1)", "B06 (RE2)", "B07 (RE3)", "B08 (NIR)", "B08A (N2)", "B09 (WV)", "B10 (Cir)", "B11 (SW1)", "B12 (SW2)"];
        
        if (spectralChartInstance) {
            spectralChartInstance.destroy();
        }

        spectralChartInstance = new Chart(ctx, {
            type: "line",
            data: {
                labels: bands,
                datasets: [{
                    label: "Reflectance Index",
                    data: values,
                    borderColor: "#2563eb",
                    backgroundColor: "rgba(37, 99, 235, 0.1)",
                    borderWidth: 2,
                    fill: true,
                    tension: 0.3
                }]
            },
            options: {
                responsive: true,
                maintainAspectRatio: false,
                scales: {
                    y: {
                        beginAtZero: true,
                        title: { display: true, text: "Scaled Reflectance Value" }
                    }
                }
            }
        });
    }

    // -------------------------------------------------------------------------
    // System Benchmarks Tab Rendering
    // -------------------------------------------------------------------------
    let benchmarksLoaded = false;
    let recallChartInstance = null;
    let latencyChartInstance = null;

    function loadBenchmarks() {
        if (benchmarksLoaded) return;

        fetch("/api/benchmarks")
        .then(res => res.json())
        .then(data => {
            renderBenchmarksGrid(data);
            benchmarksLoaded = true;
        })
        .catch(err => {
            console.error("Failed to load benchmarks", err);
        });
    }

    function renderBenchmarksGrid(results) {
        // Render comparison table
        const tbody = document.getElementById("benchmarks-table-body");
        tbody.innerHTML = "";

        results.forEach(r => {
            const tr = document.createElement("tr");
            tr.innerHTML = `
                <td><strong>${r.model}</strong></td>
                <td>${r.same_r1.toFixed(3)}</td>
                <td><strong>${r.same_r5.toFixed(3)}</strong></td>
                <td>${r.same_r10.toFixed(3)}</td>
                <td>${r.cross_r1.toFixed(3)}</td>
                <td><strong>${r.cross_r5.toFixed(3)}</strong></td>
                <td>${r.cross_r10.toFixed(3)}</td>
                <td><code>${r.latency_ms.toFixed(0)} ms</code></td>
            `;
            tbody.appendChild(tr);
        });

        // Plot recall chart
        const ctxRecall = document.getElementById("recall-chart").getContext("2d");
        const labels = results.map(r => r.model);
        const sameR5 = results.map(r => r.same_r5);
        const crossR5 = results.map(r => r.cross_r5);

        if (recallChartInstance) recallChartInstance.destroy();
        recallChartInstance = new Chart(ctxRecall, {
            type: "bar",
            data: {
                labels: labels,
                datasets: [
                    {
                        label: "Same-Modal Recall@5",
                        data: sameR5,
                        backgroundColor: "rgba(37, 99, 235, 0.7)",
                        borderColor: "#2563eb",
                        borderWidth: 1
                    },
                    {
                        label: "Cross-Modal Recall@5",
                        data: crossR5,
                        backgroundColor: "rgba(16, 185, 129, 0.7)",
                        borderColor: "#10b981",
                        borderWidth: 1
                    }
                ]
            },
            options: {
                responsive: true,
                maintainAspectRatio: false,
                scales: {
                    y: {
                        beginAtZero: true,
                        max: 0.6,
                        title: { display: true, text: "Score" }
                    }
                }
            }
        });

        // Plot latency chart
        const ctxLatency = document.getElementById("latency-chart").getContext("2d");
        const latencies = results.map(r => r.latency_ms);

        if (latencyChartInstance) latencyChartInstance.destroy();
        latencyChartInstance = new Chart(ctxLatency, {
            type: "bar",
            data: {
                labels: labels,
                datasets: [{
                    label: "Average Search Latency (ms)",
                    data: latencies,
                    backgroundColor: "rgba(245, 158, 11, 0.7)",
                    borderColor: "#f59e0b",
                    borderWidth: 1
                }]
            },
            options: {
                responsive: true,
                maintainAspectRatio: false,
                scales: {
                    y: {
                        beginAtZero: true,
                        title: { display: true, text: "Latency (ms)" }
                    }
                }
            }
        });
    }

    // -------------------------------------------------------------------------
    // Sandbox Queries Click Handler
    // -------------------------------------------------------------------------
    document.querySelectorAll(".sample-query-tile").forEach(tile => {
        tile.addEventListener("click", async () => {
            const path = tile.getAttribute("data-path");
            const name = tile.getAttribute("data-name");
            const type = tile.getAttribute("data-type");

            // Visually toggle active loading state
            tile.style.borderColor = "var(--primary-color)";

            try {
                // Fetch the image as a Blob and create a File object
                const res = await fetch(path);
                const blob = await res.blob();
                const file = new File([blob], name, { type: blob.type || "image/png" });

                // Set search mode to image query
                document.getElementById("mode-image-btn").click();

                // Select target query modality dropdown
                document.getElementById("query-modality").value = type;

                // Load file to preview
                handleFile(file);

                // Automatically trigger search click
                searchBtn.click();
            } catch (err) {
                console.error("Failed to load sample query file:", err);
                alert("Failed to load sample query file: " + err.message);
            } finally {
                setTimeout(() => {
                    tile.style.borderColor = "#ced4da";
                }, 1000);
            }
        });
    });

    // -------------------------------------------------------------------------
    // Rotating Header Banner
    // -------------------------------------------------------------------------
    const bannerMsgs = document.querySelectorAll(".banner-msg");
    if (bannerMsgs.length > 0) {
        let currentMsgIndex = 0;
        setInterval(() => {
            bannerMsgs[currentMsgIndex].classList.remove("active");
            currentMsgIndex = (currentMsgIndex + 1) % bannerMsgs.length;
            bannerMsgs[currentMsgIndex].classList.add("active");
        }, 5000); // rotates every 5 seconds
    }

    // -------------------------------------------------------------------------
    // Interactive LinkedIn Profile Links
    // -------------------------------------------------------------------------
    const members = ["ayush", "karan", "anurag"];
    members.forEach(member => {
        const linkEl = document.getElementById(`${member}-linkedin-link`);
        const editEl = document.getElementById(`${member}-edit-linkedin`);
        const inputEl = document.getElementById(`${member}-linkedin-input`);
        
        function showLink(url) {
            linkEl.href = url;
            linkEl.style.display = "inline-block";
            editEl.style.display = "inline-block";
            inputEl.style.display = "none";
        }
        
        function showInput() {
            linkEl.style.display = "none";
            editEl.style.display = "none";
            inputEl.style.display = "inline-block";
            inputEl.value = localStorage.getItem(`${member}_linkedin_url`) || "";
        }

        const savedUrl = localStorage.getItem(`${member}_linkedin_url`);
        if (savedUrl) {
            showLink(savedUrl);
        } else {
            showInput();
        }

        inputEl.addEventListener("change", (e) => {
            let url = e.target.value.trim();
            if (url) {
                if (!url.startsWith("http://") && !url.startsWith("https://")) {
                    url = "https://" + url;
                }
                localStorage.setItem(`${member}_linkedin_url`, url);
                showLink(url);
            }
        });

        editEl.addEventListener("click", (e) => {
            e.preventDefault();
            showInput();
        });
    });

    // -------------------------------------------------------------------------
    // Benchmarks Simulator Logic
    // -------------------------------------------------------------------------
    const simWeight = document.getElementById("sim-modality-weight");
    const simNoise = document.getElementById("sim-noise-level");
    const simH3Res = document.getElementById("sim-h3-resolution");

    function updateSimulation() {
        if (!simWeight) return;
        const w = parseFloat(simWeight.value);
        const n = parseFloat(simNoise.value);
        const res = parseInt(simH3Res.value);

        document.getElementById("sim-weight-val").innerText = w.toFixed(2);
        document.getElementById("sim-noise-val").innerText = n.toFixed(2);

        // Simulated precision recall curves formulas based on ZS-MC characteristics
        const baseR1 = 0.45 + 0.12 * Math.sin(w * Math.PI) - 0.3 * n;
        const r1 = Math.max(0.1, Math.min(0.99, baseR1));
        const r5 = Math.max(r1 + 0.05, Math.min(0.99, r1 * 1.15 + 0.05));
        const mapVal = Math.max(r5 + 0.05, Math.min(0.99, r5 * 1.12 + 0.04));

        // Latency depends on H3 resolution level
        const latency = Math.round(28 + (8 - res) * 4 + w * 2 + n * 2);

        document.getElementById("sim-metric-r1").innerText = (r1 * 100).toFixed(1) + "%";
        document.getElementById("sim-metric-r5").innerText = (r5 * 100).toFixed(1) + "%";
        document.getElementById("sim-metric-map").innerText = (mapVal * 100).toFixed(1) + "%";
        document.getElementById("sim-metric-latency").innerText = latency + " ms";
    }

    if (simWeight) {
        simWeight.addEventListener("input", updateSimulation);
        simNoise.addEventListener("input", updateSimulation);
        simH3Res.addEventListener("change", updateSimulation);
        updateSimulation();
    }

});