Spaces:
Running
Running
File size: 42,212 Bytes
620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 db50b76 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 0c5e9e4 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 0c5e9e4 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 2e126f2 620a894 efa426e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Agentic AI in Data Catalog System</title>
<!-- Lucide Icons -->
<script src="https://unpkg.com/lucide@latest"></script>
<!-- Mermaid.js -->
<script src="https://cdn.jsdelivr.net/npm/mermaid/dist/mermaid.min.js"></script>
<script>
mermaid.initialize({
startOnLoad: true,
theme: 'dark',
securityLevel: 'loose',
flowchart: {
useMaxWidth: true,
htmlLabels: true,
curve: 'basis'
},
themeVariables: {
primaryColor: '#06b6d4',
primaryTextColor: '#fff',
primaryBorderColor: '#06b6d4',
lineColor: '#d946ef',
secondaryColor: '#1e293b',
tertiaryColor: '#0f172a'
}
});
</script>
<link rel="stylesheet" href="style.css">
</head>
<body>
<div class="presentation-container">
<!-- Background Decor -->
<div class="bg-blobs">
<div class="blob blob-1"></div>
<div class="blob blob-2"></div>
</div>
<!-- Progress Bar -->
<div class="progress-bar">
<div class="progress-fill" id="progressFill"></div>
</div>
<!-- Slide Counter -->
<div class="slide-counter" id="slideCounter">
01 / 21
</div>
<!-- Navigation -->
<div class="nav-controls">
<button class="nav-btn" id="prevBtn" aria-label="Previous">
<i data-lucide="chevron-left"></i>
</button>
<button class="nav-btn" id="nextBtn" aria-label="Next">
<i data-lucide="chevron-right"></i>
</button>
</div>
<div class="slides-wrapper" id="slidesWrapper">
<!-- SLIDE 1: Title -->
<section class="slide active" data-slide="1">
<div class="slide-content">
<div class="badge"><i data-lucide="sparkles"></i> The Next Evolution</div>
<!-- <h1 class="gradient-text">DataNexus:<br>Agentic AI Assistant</h1> -->
<h1 class="gradient-text">Agentic AI <br> in Data Catalog System</h1>
<p class="subtitle">Revolutionizing Data Discovery, Lineage, and Governance through intelligent agent orchestration.</p>
</div>
</section>
<!-- SLIDE 2: Overview -->
<section class="slide" data-slide="2">
<div class="slide-content">
<h2 class="gradient-text">What is a Data Catalog?</h2>
<p class="subtitle" style="max-width: 1000px; margin-bottom: 2.5rem;">
A <strong>Data Catalog System</strong> is a modern platform that gives organizations complete visibility into their interconnected data ecosystem. It enables businesses to integrate data from multiple sources
<span style="color: var(--primary); font-weight: 600;">(MySQL, MSSQL, Snowflake, Redshift)</span>
and provides a visual interface to explore, track, and ensure data accuracy through lineage, alerts, and notifications.
</p>
<div class="grid-cards stagger-in">
<div class="feature-card">
<div class="icon-box"><i data-lucide="search"></i></div>
<h3>Discovery</h3>
<p>Global asset searching across multi-cloud environments.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="git-branch"></i></div>
<h3>Lineage</h3>
<p>Deep-hop dependency tracking and impact analysis.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="activity"></i></div>
<h3>Health</h3>
<p>Real-time data quality scores and freshness alerts.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 3: System Structure -->
<section class="slide" data-slide="3">
<div class="slide-content">
<h2 class="gradient-text">The Building Blocks</h2>
<p class="subtitle">Understanding the core structure of our data ecosystem.</p>
<div class="grid-cards stagger-in">
<div class="feature-card">
<div class="icon-box"><i data-lucide="box"></i></div>
<h3>Data Assets</h3>
<p>The individual "objects" in your catalog. <br><br><strong>Examples:</strong> <br>• Tables & Columns <br>• Databases <br>• Pipelines & Jobs <br>• Dashboards & Reports</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="network"></i></div>
<h3>Lineage</h3>
<p>The "Family Tree" of your data. It maps the flow from the <strong>Source</strong> to the <strong>Destination</strong>, showing exactly how datasets are connected and transformed.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="database"></i></div>
<h3>Metadata</h3>
<p>The "Identity Card" for every asset. It stores who owns the data, its current quality score, business tags, and technical schema details.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 4: AI Features -->
<section class="slide" data-slide="4">
<div class="slide-content">
<h2 class="gradient-text">Introducing AI Features</h2>
<p class="subtitle">A comprehensive toolkit for autonomous data intelligence.</p>
<div class="grid-cards stagger-in" style="grid-template-columns: repeat(auto-fill, minmax(220px, 1fr)); gap: 1rem; margin-top: 1.5rem;">
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="users"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Multi-Agent System</h3>
<p style="font-size: 0.8rem;">Coordinated specialist network.</p>
</div>
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="brain"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Smart Query Understanding</h3>
<p style="font-size: 0.8rem;">Deep intent & semantic parsing.</p>
</div>
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="help-circle"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Clarification Handling</h3>
<p style="font-size: 0.8rem;">Resolving ambiguity via dialogue.</p>
</div>
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="repeat"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Multi-Step Reasoning</h3>
<p style="font-size: 0.8rem;">Autonomous ReAct Loop.</p>
</div>
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="layers"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Parallel Agent Execution</h3>
<p style="font-size: 0.8rem;">Multithreaded task fulfillment.</p>
</div>
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="history"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Memory & Context</h3>
<p style="font-size: 0.8rem;">Long-term conversation history.</p>
</div>
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="briefcase"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Workspace Awareness</h3>
<p style="font-size: 0.8rem;">Deep metadata & schema insight.</p>
</div>
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="filter"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Hybrid Search</h3>
<p style="font-size: 0.8rem;">Vector + Semantic + Structured.</p>
</div>
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="target"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Decision Making</h3>
<p style="font-size: 0.8rem;">Autonomous path selection.</p>
</div>
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="gantt-chart"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Task Decomposition</h3>
<p style="font-size: 0.8rem;">Breaking down complex goals.</p>
</div>
<div class="feature-card" style="padding: 1rem;">
<div class="icon-box" style="width: 2.5rem; height: 2.5rem; margin-bottom: 0.5rem;"><i data-lucide="coins"></i></div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Token Tracking</h3>
<p style="font-size: 0.8rem;">Transparent usage monitoring.</p>
</div>
<div class="feature-card" style="padding: 1rem; border-color: var(--secondary-glow);">
<div class="badge" style="margin-bottom: 0.5rem; font-size: 0.5rem;">Future Scope</div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Write / Action Capability</h3>
<p style="font-size: 0.8rem;">Direct metadata modifications.</p>
</div>
<div class="feature-card" style="padding: 1rem; border-color: var(--secondary-glow);">
<div class="badge" style="margin-bottom: 0.5rem; font-size: 0.5rem;">Future Scope</div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Permission Control</h3>
<p style="font-size: 0.8rem;">Role-based governance.</p>
</div>
<div class="feature-card" style="padding: 1rem; border-color: var(--secondary-glow);">
<div class="badge" style="margin-bottom: 0.5rem; font-size: 0.5rem;">Future Scope</div>
<h3 style="font-size: 1rem; margin-bottom: 0.25rem;">Confirmation Flow</h3>
<p style="font-size: 0.8rem;">Human-in-the-loop validation.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 5: Current AI Approaches -->
<section class="slide" data-slide="5">
<div class="slide-content">
<h2 class="gradient-text">How AI is Built Today</h2>
<p class="subtitle">Why most companies get stuck with basic tools that don't work for real business.</p>
<div class="grid-cards stagger-in">
<div class="feature-card" style="border-top: 4px solid var(--secondary);">
<div class="icon-box" style="color: var(--secondary);"><i data-lucide="message-square"></i></div>
<h3>Basic Chatbots</h3>
<p>Easy to build, but they often "make up" wrong answers because they don't really know your company's data.</p>
</div>
<div class="feature-card" style="border-top: 4px solid var(--secondary);">
<div class="icon-box" style="color: var(--secondary);"><i data-lucide="git-branch"></i></div>
<h3>Simple Search (RAG)</h3>
<p>Good for basic questions, but it fails when you ask something slightly complex or when your data changes.</p>
</div>
<div class="feature-card" style="border-top: 4px solid var(--secondary);">
<div class="icon-box" style="color: var(--secondary);"><i data-lucide="alert-octagon"></i></div>
<h3>The Big Problem</h3>
<p><strong>Too Rigid:</strong> These tools break easily. <br><strong>No Thinking:</strong> They can't fix their own mistakes or ask you for help.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 6: What is Agentic AI? -->
<section class="slide" data-slide="6">
<div class="slide-content">
<h2 class="gradient-text">What is Agentic AI?</h2>
<p class="subtitle">The shift from "Static Retrieval" to "Dynamic Reasoning".</p>
<div class="grid-cards stagger-in">
<div class="feature-card">
<div class="icon-box"><i data-lucide="brain-cog"></i></div>
<h3>Cognitive Agency</h3>
<p>An AI that can "think" through a problem, decide which tools to use, and verify results.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="git-merge"></i></div>
<h3>The Basic Flow</h3>
<p>1. <strong>Plan:</strong> Decompose Query<br>2. <strong>Act:</strong> Use Expert Tools<br>3. <strong>Refine:</strong> Self-Correct</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="workflow"></i></div>
<h3>Stateful Logic</h3>
<p>Maintains memory throughout the loop to ensure no detail is missed during discovery.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 7: Why Agentic AI? -->
<section class="slide" data-slide="7">
<div class="slide-content">
<h2 class="gradient-text">Why Agentic AI?</h2>
<p class="subtitle">Moving beyond traditional RAG limitations.</p>
<div class="grid-cards stagger-in">
<div class="feature-card">
<div class="icon-box"><i data-lucide="brain-circuit"></i></div>
<h3>Multi-step Reasoning</h3>
<p>Decomposes "impossible" questions into logical steps.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="help-circle"></i></div>
<h3>Human Clarification</h3>
<p>Asks for missing details instead of hallucinating.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="shield-check"></i></div>
<h3>Verification</h3>
<p>Agents cross-check results before returning to user.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 8: Old Approach Architecture -->
<section class="slide diagram-slide" data-slide="8">
<div class="slide-content">
<div class="badge">Architecture: Legacy</div>
<h2 class="gradient-text">The Old RAG Pipeline</h2>
<p class="subtitle">A linear, one-shot retrieval flow.</p>
<div class="flow-container stagger-in">
<div class="flow-node">
<i data-lucide="search"></i>
<h4>Retrieve</h4>
<p>Vector Search</p>
</div>
<div class="flow-connector"></div>
<div class="flow-node">
<i data-lucide="filter"></i>
<h4>Rank</h4>
<p>Generic Filter</p>
</div>
<div class="flow-connector"></div>
<div class="flow-node">
<i data-lucide="help-circle"></i>
<h4>Guess</h4>
<p>Direct Prompt</p>
</div>
<div class="flow-connector"></div>
<div class="flow-node" style="border-color: var(--danger);">
<i data-lucide="x-circle" style="color: var(--danger);"></i>
<h4>Output</h4>
<p>Static Answer</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 9: Old Approach Flow -->
<section class="slide" data-slide="9">
<div class="slide-content">
<h2 class="gradient-text">The Linear Flow</h2>
<div class="grid-cards stagger-in">
<div class="feature-card">
<h3>1. Retrieve</h3>
<p>Vector search finds chunks in workspace JSON.</p>
</div>
<div class="feature-card">
<h3>2. Rerank</h3>
<p>Cross-encoder filters for high similarity.</p>
</div>
<div class="feature-card">
<h3>3. Classify</h3>
<p>Hardcoded routing to Mongo or Python paths.</p>
</div>
<div class="feature-card">
<h3>4. Synthesize</h3>
<p>LLM summarizes the final context once.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 10: Limitations -->
<section class="slide" data-slide="10">
<div class="slide-content">
<h2 class="gradient-text">Legacy Bottlenecks</h2>
<div class="grid-cards stagger-in">
<div class="feature-card" style="border-top: 4px solid var(--secondary);">
<div class="icon-box" style="color: var(--secondary);"><i data-lucide="alert-triangle"></i></div>
<h3>Zero Recovery</h3>
<p>If retrieval fails at step 1, the whole answer fails.</p>
</div>
<div class="feature-card" style="border-top: 4px solid var(--secondary);">
<div class="icon-box" style="color: var(--secondary);"><i data-lucide="eye-off"></i></div>
<h3>Context Blindness</h3>
<p>Cannot handle complex dependencies across sections.</p>
</div>
<div class="feature-card" style="border-top: 4px solid var(--secondary);">
<div class="icon-box" style="color: var(--secondary);"><i data-lucide="user-x"></i></div>
<h3>Passive</h3>
<p>Guesses intent rather than clarifying with the user.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 11: Agentic AI Architecture -->
<section class="slide diagram-slide" data-slide="11">
<div class="slide-content">
<div class="badge">Architecture: Modern</div>
<h2 class="gradient-text">The Agentic Graph</h2>
<p class="subtitle">Dynamic, stateful, and autonomous execution.</p>
<div class="hub-spoke-container stagger-in">
<!-- Central Hub -->
<div class="center-hub">
<i data-lucide="cpu" style="font-size: 3rem; margin-bottom: 0.5rem;"></i>
<h3 style="color: #fff; font-size: 1.2rem;">Orchestrator</h3>
<p style="font-size: 0.7rem; color: var(--primary);">Brain of the System</p>
</div>
<!-- Spoke Nodes -->
<div class="spoke-node" style="top: 10%; left: 20%;">
<i data-lucide="message-circle"></i>
<p>Clarification</p>
</div>
<div class="spoke-node" style="top: 10%; right: 20%;">
<i data-lucide="search"></i>
<p>Query SME</p>
</div>
<div class="spoke-node" style="bottom: 10%; left: 20%;">
<i data-lucide="bar-chart"></i>
<p>Analytics SME</p>
</div>
<div class="spoke-node" style="bottom: 10%; right: 20%;">
<i data-lucide="share-2"></i>
<p>Lineage SME</p>
</div>
<div class="spoke-node" style="right: 5%; top: 50%; transform: translateY(-50%);">
<i data-lucide="heart-pulse"></i>
<p>Health SME</p>
</div>
<!-- Reasoning Loop Indicator -->
<div style="position: absolute; width: 350px; height: 350px; border: 2px dashed rgba(6, 182, 212, 0.2); border-radius: 50%; animation: spin 20s linear infinite;"></div>
</div>
</div>
</section>
<!-- SLIDE 12: Agents in System -->
<section class="slide" data-slide="12">
<div class="slide-content">
<h2 class="gradient-text">Agent Ecosystem</h2>
<div class="grid-cards stagger-in">
<div class="feature-card">
<div class="icon-box"><i data-lucide="cpu"></i></div>
<h3>Orchestrator</h3>
<p>The routing brain.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="helping-hand"></i></div>
<h3>Clarification</h3>
<p>The gap-filler.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="shield"></i></div>
<h3>Specialists</h3>
<p>The domain experts.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="zap"></i></div>
<h3>Action</h3>
<p>The active executor.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 13: Orchestrator Agent -->
<section class="slide" data-slide="13">
<div class="slide-content">
<h2 class="gradient-text">The Orchestrator</h2>
<div class="grid-cards stagger-in">
<div class="feature-card">
<h3>Context Injection</h3>
<p>Enriches query with history and database metadata.</p>
</div>
<div class="feature-card">
<h3>Intent Routing</h3>
<p>Classifies if the task is Read, Write, or Ambiguous.</p>
</div>
<div class="feature-card">
<h3>Task Splitting</h3>
<p>Parallelizes work across multi-threading specialists.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 14: Clarification Agent -->
<section class="slide" data-slide="14">
<div class="slide-content">
<h2 class="gradient-text">The Clarification Agent</h2>
<p class="subtitle">Guaranteed 100% precision through dialogue.</p>
<div class="feature-card" style="border-left: 6px solid var(--accent); background: rgba(245, 158, 11, 0.05);">
<div class="grid-cards" style="margin-top:0;">
<div>
<h3>Ambiguity Scoring</h3>
<p>If confidence < 0.5, it halts execution.</p>
</div>
<div>
<h3>User Engagement</h3>
<p>Asks for specific time-ranges, asset names, or columns.</p>
</div>
</div>
<div class="query-example" style="border-left-color: var(--accent);">
<span class="query-label">Dialogue Preview</span>
<strong>User:</strong> "Find the Sales table."<br>
<strong>Agent:</strong> "I found 3 tables related to 'Sales' which are named as 'marketing', 'sales_category1', 'sales_category2'. Which one should I analyze?"
</div>
</div>
</div>
</section>
<!-- SLIDE 15: Specialists -->
<section class="slide" data-slide="15">
<div class="slide-content">
<h2 class="gradient-text">Specialist Agents</h2>
<div class="grid-cards stagger-in">
<div class="feature-card">
<div class="icon-box"><i data-lucide="database"></i></div>
<h3>Query SME</h3>
<p>Factual lookup & Mongo query generation.</p>
<div class="query-example">
<span class="query-label">Example Query</span>
"List all columns in 'Users' with PII tags."
</div>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="bar-chart-2"></i></div>
<h3>Analytics SME</h3>
<p>Complex aggregations & success rate math.</p>
<div class="query-example">
<span class="query-label">Example Query</span>
"How many jobs failed in 'ETL_Main' today?"
</div>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="network"></i></div>
<h3>Lineage SME</h3>
<p>Traverses upstream/downstream flows.</p>
<div class="query-example">
<span class="query-label">Example Query</span>
"Show downstream reports for 'Order_Header'."
</div>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="heart-pulse"></i></div>
<h3>Health SME</h3>
<p>Calculates freshness & quality scores.</p>
<div class="query-example">
<span class="query-label">Example Query</span>
"Is the 'Inventory' AWS Bucket stale?"
</div>
</div>
</div>
</div>
</section>
<!-- SLIDE 16: Action Agent -->
<section class="slide" data-slide="16">
<div class="slide-content">
<h2 class="gradient-text">The Action Agent</h2>
<div class="badge" style="color: var(--secondary); border-color: var(--secondary);">Dev-Stage: In Progress</div>
<div class="grid-cards stagger-in">
<div class="feature-card">
<h3>Active Modification</h3>
<p>Updating descriptions and tags via AI.</p>
</div>
<div class="feature-card">
<h3>Security First</h3>
<p>Permission checks and Human-in-the-Loop confirms.</p>
</div>
<div class="feature-card">
<h3>Audit Log</h3>
<p>Who, What, When tracking for all write actions.</p>
</div>
</div>
<div class="query-example" style="border-left-color: var(--secondary); margin-top: 2rem;">
<span class="query-label">Action Request</span>
<strong>User:</strong> "Set the owner of 'Payment_Gateway' to 'DevOps-Team'."<br>
<strong>System:</strong> "Permission verified. Requesting human confirmation..."
</div>
</div>
</section>
<!-- SLIDE 17: ReAct Loop -->
<section class="slide" data-slide="17">
<div class="slide-content">
<h2 class="gradient-text">The ReAct Tool Loop</h2>
<p class="subtitle">The agents' inner monologue.</p>
<div class="feature-card">
<div class="grid-cards" style="margin-top:0; text-align: center;">
<div>
<div class="icon-box" style="margin: 0 auto 1rem;"><i data-lucide="info"></i></div>
<h3>Reason</h3>
</div>
<div>
<div class="icon-box" style="margin: 0 auto 1rem;"><i data-lucide="hammer"></i></div>
<h3>Act</h3>
</div>
<div>
<div class="icon-box" style="margin: 0 auto 1rem;"><i data-lucide="scan-face"></i></div>
<h3>Observe</h3>
</div>
</div>
<p style="margin-top: 2rem; text-align: center; color: var(--text-muted);">Iterates up to 5 times to refine and verify facts.</p>
</div>
</div>
</section>
<!-- SLIDE 18: Comparison: Old vs New -->
<section class="slide" data-slide="18">
<div class="slide-content">
<h2 class="gradient-text">Comparison: Old vs New</h2>
<div class="comparison-container">
<table class="comparison-table">
<thead>
<tr>
<th>Feature</th>
<th>Old RAG</th>
<th>Agentic Assistant</th>
</tr>
</thead>
<tbody>
<tr>
<td>Logic Pattern</td>
<td>Static / Linear</td>
<td>Dynamic / Graph-based</td>
</tr>
<tr>
<td>Multiple Tasks</td>
<td>Fail / Sequential</td>
<td>Parallel Specialist Dispatch</td>
</tr>
<tr>
<td>Gap Resolution</td>
<td>Hallucinates</td>
<td>Clarification Agent Enquiry</td>
</tr>
<tr>
<td>Consistency</td>
<td>Hit-or-Miss</td>
<td>High (via ReAct verification)</td>
</tr>
</tbody>
</table>
</div>
</div>
</section>
<!-- SLIDE 19: Query Performance Comparison -->
<section class="slide" data-slide="19">
<div class="slide-content">
<h2 class="gradient-text">Performance: Query Benchmarks</h2>
<p class="subtitle">Direct comparison across different query complexities.</p>
<div class="comparison-container">
<table class="comparison-table">
<thead>
<tr>
<th>Query Type</th>
<th>Old RAG Approach</th>
<th>Agentic AI Approach</th>
</tr>
</thead>
<tbody>
<tr>
<td><strong>Basic Discovery</strong><br><small>"Find sales table"</small></td>
<td><span style="color: var(--danger);">✘</span> Often Guesses Wrong</td>
<td><span style="color: var(--success);">✔</span> Precise (via Clarification)</td>
</tr>
<tr>
<td><strong>Multi-step Logic</strong><br><small>"Find 'Users' in Prod vs Dev"</small></td>
<td><span style="color: var(--danger);">✘</span> Context Overflow</td>
<td><span style="color: var(--success);">✔</span> Parallel SME Dispatch</td>
</tr>
<tr>
<td><strong>Data Analytics</strong><br><small>"Success rate of Job X?"</small></td>
<td><span style="color: var(--danger);">✘</span> Information Unavailable</td>
<td><span style="color: var(--success);">✔</span> Real-time Calculation</td>
</tr>
<tr>
<td><strong>Impact Analysis</strong><br><small>"Downstream of Column Y"</small></td>
<td><span style="color: var(--danger);">✘</span> 50% Failure Rate</td>
<td><span style="color: var(--success);">✔</span> Deep-hop Lineage Trace</td>
</tr>
</tbody>
</table>
</div>
</div>
</section>
<!-- SLIDE 20: Why Agentic > Simple Chat -->
<section class="slide" data-slide="20">
<div class="slide-content">
<h2 class="gradient-text">Agentic Choice: Beyond the ChatBot</h2>
<p class="subtitle">Why industrial data catalogs need "Agency," not just conversation.</p>
<div class="grid-cards stagger-in" style="grid-template-columns: repeat(auto-fit, minmax(350px, 1fr));">
<div class="feature-card">
<div class="icon-box"><i data-lucide="brain-circuit"></i></div>
<h3>From Answering to Solving</h3>
<p>A standard chatbot only predicts text. Our Agentic AI **decomposes complex goals** into logical steps to solve multi-hop data problems autonomously.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="wrench"></i></div>
<h3>Active Tool Integration</h3>
<p>Instead of hallucinating facts, agents actively **execute specialized tools** (SQL, Python, Mongo) to fetch real-time, verified metadata.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="users-2"></i></div>
<h3>Specialized Expert Swarms</h3>
<p>A simple bot is a generalist. We use **SME Agents** (Lineage, Analytics, Health) that act as individual domain experts for 100% technical accuracy.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="navigation"></i></div>
<h3>Autonomous Path Selection</h3>
<p>Chatbots hit a dead-end if a query is ambiguous. Our system **self-corrects and pivots** to find alternative discovery paths or asks the user for missing info.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="shield-check"></i></div>
<h3>Self-Verifying Logic</h3>
<p>The **ReAct Loop** forces the AI to check its own work. If the observation doesn't match the plan, the agent refuses to guess and restarts the logic trail.</p>
</div>
<div class="feature-card">
<div class="icon-box"><i data-lucide="git-pull-request"></i></div>
<h3>Enterprise Context Awareness</h3>
<p>Seamlessly integrates with **Workspace Metadata** and RBAC, ensuring that AI responses are contextually grounded in your specific industrial environment.</p>
</div>
</div>
</div>
</section>
<!-- SLIDE 21: Closing -->
<section class="slide" data-slide="21">
<div class="slide-content">
<h1 class="gradient-text">The Future is Agentic.</h1>
<!-- <p class="subtitle">Beyond Conversation. Toward Autonomous Data Intelligence.</p> -->
<!-- <div class="badge" style="margin-top: 3rem;"><i data-lucide="mail"></i> Contact: Team DataNexus AI</div> -->
</div>
</section>
</div>
<div class="keyboard-hints">
<span>← → to navigate | SPACE to jump</span>
</div>
</div>
<!-- Lucide Init -->
<script>
lucide.createIcons();
</script>
<script src="main.js"></script>
</body>
</html>
|