diff --git a/includes/BvjAnalyzerAgent.php b/includes/BvjAnalyzerAgent.php
index 7eb0d61..467bf92 100644
--- a/includes/BvjAnalyzerAgent.php
+++ b/includes/BvjAnalyzerAgent.php
@@ -493,31 +493,26 @@ PROMPT;
     private function extractParties(string $docText, string $language): array
     {
         $locale  = $language === 'no' ? 'Norwegian' : 'English';
-        $excerpt = mb_substr($docText, 0, 8000, 'UTF-8');
+        $excerpt = mb_substr($docText, 0, 12000, 'UTF-8');
 
         $prompt = <<<PROMPT
 You are analysing a Norwegian child welfare (Barnevernet) document.
 Identify ALL named parties — every person or institution referred to by name or title.
 
-Return JSON only in {$locale}:
-{
-  "parties": [
-    {
-      "name": "Full name or institution name",
-      "role": "Their role, e.g. Biological mother, Barnevernarbeider, Saksbehandler, Child, Father, Foster carer, Melder, Politi, Doctor, Lawyer",
-      "organization": "Organization or employer if mentioned, otherwise null",
-      "relationship_to_child": "Relationship to the child, e.g. Mor, Far, Saksbehandler, Melder, or null if unclear"
-    }
-  ]
-}
+Respond in {$locale}. Return a JSON object with a single key "parties" containing an array of objects.
+Each object must have these four fields:
+- "name": full name or institution name (string)
+- "role": their role in the case, e.g. Biological mother, Child, Barnevernarbeider, Saksbehandler, Melder, Politi, Lege, Advokat, Foster carer, Rusklinikk
+- "organization": employer or institution if mentioned, otherwise null
+- "relationship_to_child": relationship to the child in the document, e.g. Mother, Father, Caseworker, Melder, or null
 
 Rules:
-- Include every named person and institution — even peripheral ones.
-- Use the role category from the document. For Norwegian documents use Norwegian role titles.
-- Do not invent parties not mentioned in the text.
+- Include every named person and named institution — even peripheral ones.
+- Include Barnevernvakta (bvv) as an institution even if no individual caseworkers are named.
+- Do not invent parties not present in the text.
 - Maximum 20 parties.
 
-Document text (first 8000 chars):
+Document text:
 {$excerpt}
 PROMPT;
 
@@ -525,11 +520,16 @@ PROMPT;
             $raw = $this->azure->chatText([
                 ['role' => 'system', 'content' => 'You return valid JSON only. No markdown fences.'],
                 ['role' => 'user',   'content' => $prompt],
-            ], ['json' => true, 'temperature' => 0.05, 'max_tokens' => 1200, 'timeout' => 35]);
+            ], ['json' => true, 'temperature' => 0.05, 'max_tokens' => 1500, 'timeout' => 40]);
             $json = $this->azure->decodeJsonObject($raw);
             if (is_array($json) && is_array($json['parties'] ?? null)) {
                 return array_slice($json['parties'], 0, 20);
             }
+            // Fallback: model returned an array at root level instead of {parties:[...]}
+            if (is_array($json) && isset($json[0]['name'])) {
+                return array_slice($json, 0, 20);
+            }
+            error_log('BVJ extractParties unexpected structure: ' . substr($raw, 0, 300));
         } catch (Throwable $e) {
             error_log('BVJ extractParties failed: ' . $e->getMessage());
         }
@@ -844,7 +844,7 @@ PROMPT;
             ['role' => 'system', 'content' => 'You return valid JSON only. No markdown fences.'],
             ['role' => 'user',   'content' => $prompt],
         ];
-        $opts = ['json' => true, 'temperature' => $temperature, 'max_tokens' => 3500, 'timeout' => 200];
+        $opts = ['json' => true, 'temperature' => $temperature, 'max_tokens' => 3000, 'timeout' => 200];
 
         $deployLabel = match ($engine) {
             'gpu'        => 'GPU (cuttlefish)',
@@ -853,10 +853,19 @@ PROMPT;
             default      => $this->azure->chatDeployment(),
         };
 
+        $raw = '';
         try {
             if ($engine === 'dbn_legal') {
-                $response = dbnToolsCallGpuLlm($messages, array_merge($opts, ['model' => 'dbn-legal-agent', 'timeout' => 200]));
-                $raw = (string)($response['choices'][0]['message']['content'] ?? '');
+                // dbn-legal-agent is slow (~6 t/s on cuttlefish). Stream the response and emit
+                // keepalive events every 15 s so the browser connection stays alive.
+                $raw = $this->callGpuLlmStream($messages, [
+                    'model'       => 'dbn-legal-agent',
+                    'temperature' => $temperature,
+                    'max_tokens'  => 2800,
+                    'timeout'     => 660,
+                ], $emit ? static function () use ($emit): void {
+                    $emit('progress', ['detail' => 'dbn-legal-agent generating…']);
+                } : null);
             } elseif ($engine === 'gpu') {
                 $response = dbnToolsCallGpuLlm($messages, $opts);
                 $raw = (string)($response['choices'][0]['message']['content'] ?? '');
@@ -885,6 +894,71 @@ PROMPT;
         return ['json' => $json, 'deploy_label' => $deployLabel];
     }
 
+    // ── GPU streaming helper (keeps browser connection alive during slow models) ──
+
+    /**
+     * Call the LiteLLM endpoint with streaming enabled and accumulate the full text.
+     * Every 15 seconds, calls $onProgress() so PHP can flush a keepalive event to the browser.
+     */
+    private function callGpuLlmStream(array $messages, array $options, ?callable $onProgress): string
+    {
+        $url     = 'http://10.0.1.10:4000/v1/chat/completions';
+        $apiKey  = (string)(dbnToolsEnv('LITELLM_MASTER_KEY') ?: 'sk-bnl-litellm-26xR9mK4qvN3wL8sTj7pB2d');
+        $timeout = (int)($options['timeout'] ?? 660);
+
+        $payload = [
+            'model'       => (string)($options['model'] ?? 'qwen2.5:14b'),
+            'messages'    => $messages,
+            'temperature' => $options['temperature'] ?? 0.1,
+            'max_tokens'  => $options['max_tokens'] ?? 2800,
+            'stream'      => true,
+        ];
+        $body    = json_encode($payload, JSON_UNESCAPED_UNICODE | JSON_UNESCAPED_SLASHES);
+        $headers = [
+            'Content-Type: application/json',
+            'Authorization: Bearer ' . $apiKey,
+        ];
+
+        $accumulated   = '';
+        $lastKeepalive = microtime(true);
+        $curlErr       = '';
+
+        $ch = curl_init($url);
+        curl_setopt_array($ch, [
+            CURLOPT_POST           => true,
+            CURLOPT_POSTFIELDS     => $body,
+            CURLOPT_HTTPHEADER     => $headers,
+            CURLOPT_TIMEOUT        => $timeout,
+            CURLOPT_RETURNTRANSFER => false,
+            CURLOPT_WRITEFUNCTION  => static function ($ch, $data) use (&$accumulated, &$lastKeepalive, $onProgress): int {
+                foreach (explode("\n", $data) as $line) {
+                    $trimmed = ltrim($line);
+                    if (!str_starts_with($trimmed, 'data: ')) continue;
+                    $json = substr($trimmed, 6);
+                    if (trim($json) === '[DONE]') continue;
+                    $chunk   = json_decode($json, true);
+                    $delta   = $chunk['choices'][0]['delta']['content'] ?? '';
+                    if ($delta !== '') $accumulated .= $delta;
+                }
+                if ($onProgress !== null && microtime(true) - $lastKeepalive >= 15.0) {
+                    $lastKeepalive = microtime(true);
+                    $onProgress();
+                    @flush();
+                }
+                return strlen($data);
+            },
+        ]);
+
+        curl_exec($ch);
+        $curlErr = curl_error($ch);
+        curl_close($ch);
+
+        if ($curlErr !== '') {
+            throw new RuntimeException('GPU stream request failed: ' . $curlErr);
+        }
+        return trim($accumulated);
+    }
+
     // ── Shared helpers (copied from DbnDeepResearchAgent) ────────────────────
 
     private function splitIntoChunks(string $text, string $filename, int $fileIdx): array