feat: seed Ilia Dobkin AI search profile and keyword set

Adds an AI Engineer profile/resume path and keyword terms for LLM/MCP/RAG role discovery alongside the existing SDET sets.

orchestrator/src/server/db/migrate.ts

@@ -98,6 +98,44 @@ const ILIA_DOBKIN_US_KEYWORD_TERMS = [
   "TN SDET",
 ];
 
+/** AI engineering / AI enablement — agents, MCP, RAG, evals, local LLM serving. */
+const ILIA_DOBKIN_AI_TARGET_ROLES = [
+  "AI Engineer",
+  "Senior AI Engineer",
+  "Staff AI Engineer",
+  "AI Automation Engineer",
+  "Applied AI Engineer",
+  "LLM Engineer",
+  "Generative AI Engineer",
+  "GenAI Engineer",
+  "AI Platform Engineer",
+  "AI Solutions Engineer",
+  "AI Enablement Lead",
+  "AI Enablement Engineer",
+  "AI Agent Engineer",
+  "ML Engineer",
+  "Machine Learning Engineer",
+  "Prompt Engineer",
+  "RAG Engineer",
+];
+
+const ILIA_DOBKIN_AI_KEYWORD_TERMS = [
+  ...ILIA_DOBKIN_AI_TARGET_ROLES.map((role) => role.toLowerCase()),
+  "LLM agents",
+  "MCP engineer",
+  "LangGraph",
+  "RAG engineer",
+  "prompt engineering",
+  "Ollama",
+  "AI enablement",
+  "AI automation remote",
+  "contract AI engineer",
+  "GenAI remote",
+  "LLM evals",
+  "promptfoo",
+  "multi-agent",
+];
+
 const migrations = [
   `CREATE TABLE IF NOT EXISTS jobs (
     id TEXT PRIMARY KEY,
@@ -1142,6 +1180,105 @@ const migrations = [
      '685b0000-0000-4000-8000-000000009901',
      '685b0000-0000-4000-8000-000000009902'
    )`,
+  // AI engineering profile — agents, MCP, RAG, evals (paired with same login as Canada/US).
+  sqlInsertSearchProfileSeed({
+    id: "685b0000-0000-4000-8000-000000000004",
+    name: "Ilia Dobkin (AI)",
+    profile: {
+      targetRoles: ILIA_DOBKIN_AI_TARGET_ROLES,
+      experienceLevel: "Senior",
+      mustHaveSkills: [
+        "Python",
+        "LLM",
+        "RAG",
+        "MCP",
+        "Agents",
+        "FastAPI",
+        "Prompt engineering",
+      ],
+      niceToHaveSkills: [
+        "LangGraph",
+        "Ollama",
+        "promptfoo",
+        "TypeScript",
+        "Playwright",
+        "Ansible",
+        "Docker",
+      ],
+      dealBreakers: [],
+      preferredWorkArrangement: ["remote", "hybrid"],
+      preferredLocations: [
+        "Toronto",
+        "Ontario",
+        "GTA",
+        "Greater Toronto Area",
+        "Canada",
+        "Remote Canada",
+        "Remote",
+      ],
+      minimumSalary: "",
+      industriesToTarget: [
+        "Software",
+        "AI / ML",
+        "Enterprise SaaS",
+        "FinTech",
+        "Developer tools",
+      ],
+      industriesToAvoid: [],
+      aboutMe:
+        "Ilia Dobkin (AI) — AI Automation Engineer / LLM agents, MCP, RAG & evals; AI enablement lead experience. Switch to this profile for AI-role discovery (same login as Canada/US). Resume: ilia-dobkin-ai.json.",
+      basicAuthUser: "ilia,dobkin",
+      resumeLocalPath: "../data/resumes/ilia-dobkin-ai.json",
+    },
+  }),
+  `INSERT OR IGNORE INTO keyword_sets (id, owner_profile_id, name, terms, is_active, created_at, updated_at)
+   VALUES (
+     'ilia-dobkin-ai-keyword-set',
+     '685b0000-0000-4000-8000-000000000004',
+     'AI Engineer',
+     '${sqlJsonLiteral(ILIA_DOBKIN_AI_KEYWORD_TERMS)}',
+     1,
+     datetime('now'),
+     datetime('now')
+   )`,
+  `UPDATE search_profiles
+   SET data = json_set(
+         json_set(
+           json_set(data, '$.basicAuthUser', 'ilia,dobkin'),
+           '$.resumeLocalPath',
+           '../data/resumes/ilia-dobkin-ai.json'
+         ),
+         '$.aboutMe',
+         'Ilia Dobkin (AI) — AI Automation Engineer / LLM agents, MCP, RAG & evals; AI enablement lead experience. Switch to this profile for AI-role discovery (same login as Canada/US). Resume: ilia-dobkin-ai.json.'
+       ),
+       updated_at = datetime('now')
+   WHERE id = '685b0000-0000-4000-8000-000000000004'`,
+  `UPDATE search_profiles
+   SET data = json_set(data, '$.targetRoles', '${sqlJsonLiteral(ILIA_DOBKIN_AI_TARGET_ROLES)}'),
+       updated_at = datetime('now')
+   WHERE id = '685b0000-0000-4000-8000-000000000004'`,
+  `UPDATE keyword_sets
+   SET terms = '${sqlJsonLiteral(ILIA_DOBKIN_AI_KEYWORD_TERMS)}',
+       name = 'AI Engineer',
+       is_active = 1,
+       updated_at = datetime('now')
+   WHERE id = 'ilia-dobkin-ai-keyword-set'`,
+  // Also add AI Engineer as an inactive keyword set on the Canada SDET profile
+  // (same pattern as Caseware / Lead) so it can be flipped without switching profiles.
+  `INSERT OR IGNORE INTO keyword_sets (id, owner_profile_id, name, terms, is_active, created_at, updated_at)
+   VALUES (
+     'ilia-dobkin-ai',
+     '685b0000-0000-4000-8000-000000000001',
+     'AI Engineer',
+     '${sqlJsonLiteral(ILIA_DOBKIN_AI_KEYWORD_TERMS)}',
+     0,
+     datetime('now'),
+     datetime('now')
+   )`,
+  `UPDATE keyword_sets
+   SET terms = '${sqlJsonLiteral(ILIA_DOBKIN_AI_KEYWORD_TERMS)}',
+       updated_at = datetime('now')
+   WHERE id = 'ilia-dobkin-ai'`,
 ];
 
 console.log("🔧 Running database migrations...");