Add Deep Research tool — agent + rank/rerank RAG
New surface at /deep-research.php where the user pastes a question or uploads PDF/DOCX/TXT case files and a LLM-orchestrated agent researches the Do Better Norge legal corpus from 3-5 angles, with hybrid retrieval, cross-encoder rerank, and synthesis that emits an inline-[n]-cited markdown brief plus a numbered sources panel. Uploaded documents are chunked + embedded in memory only (nomic-embed-text via LiteLLM) and searched alongside the shared corpus during the same request — never persisted to disk, DB, or Qdrant. Reuses ClientRagPipeline::searchAll (hybrid + rerank), dbnV6 slice helpers, and the existing extract.php text-extraction logic via a new dbnToolsExtractUploadedFile() helper. Also adds dbnToolsCallGpuLlm() helper in bootstrap.php — fixes a latent bug where LegalTools.php was already calling that name with no definition. Search.php is unchanged.
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<?php
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declare(strict_types=1);
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require_once __DIR__ . '/../includes/bootstrap.php';
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require_once __DIR__ . '/../includes/DeepResearchAgent.php';
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dbnToolsRequireMethod('POST');
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dbnToolsRequireAuth();
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$isMultipart = stripos((string)($_SERVER['CONTENT_TYPE'] ?? ''), 'multipart/form-data') !== false;
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if ($isMultipart) {
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$payloadRaw = (string)($_POST['payload'] ?? '');
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if ($payloadRaw === '') {
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dbnToolsError('Multipart request is missing the "payload" JSON field.', 422, 'missing_payload');
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}
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$input = json_decode($payloadRaw, true);
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if (!is_array($input)) {
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dbnToolsError('Multipart "payload" field must be valid JSON.', 422, 'invalid_payload_json');
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}
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} else {
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$input = dbnToolsJsonInput(120000);
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}
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$language = dbnToolsNormalizeLanguage($input['language'] ?? 'en');
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dbnToolsWithTelemetry('deep_research', $language, function () use ($input, $language) {
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$seedQuery = dbnToolsString($input, 'query', 4000, false);
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$pastedText = dbnToolsString($input, 'paste_text', 64000, false);
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$sliceInput = $input['slices'] ?? null;
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$engine = (string)($input['engine'] ?? 'azure_mini');
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$controls = is_array($input['controls'] ?? null) ? $input['controls'] : [];
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$uploadedFiles = [];
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if (!empty($_FILES['files']) && is_array($_FILES['files']['tmp_name'] ?? null)) {
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$count = count($_FILES['files']['tmp_name']);
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if ($count > 5) {
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dbnToolsAbort('At most 5 files can be uploaded per request.', 413, 'too_many_files');
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}
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for ($i = 0; $i < $count; $i++) {
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$file = [
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'name' => $_FILES['files']['name'][$i] ?? '',
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'type' => $_FILES['files']['type'][$i] ?? '',
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'tmp_name' => $_FILES['files']['tmp_name'][$i] ?? '',
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'error' => $_FILES['files']['error'][$i] ?? UPLOAD_ERR_NO_FILE,
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'size' => $_FILES['files']['size'][$i] ?? 0,
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];
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$extracted = dbnToolsExtractUploadedFile($file);
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$uploadedFiles[] = [
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'filename' => $extracted['filename'],
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'text' => $extracted['text'],
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'chars' => $extracted['chars'],
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'truncated' => $extracted['truncated'],
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];
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}
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}
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return (new DbnDeepResearchAgent())->run(
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$seedQuery,
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$pastedText,
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$uploadedFiles,
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is_array($sliceInput) ? $sliceInput : [],
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$engine,
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$language,
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$controls
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);
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});
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