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diff --git a/_legacy/package.json b/_legacy/package.json
new file mode 100644
index 00000000..f2671920
--- /dev/null
+++ b/_legacy/package.json
@@ -0,0 +1,30 @@
+{
+  "name": "curatedotfun",
+  "version": "1.0.0",
+  "devDependencies": {
+    "@types/node": "^22.15.33",
+    "concurrently": "^9.2.0",
+    "prettier": "^3.6.0",
+    "turbo": "latest"
+  },
+  "packageManager": "pnpm@10.11.0",
+  "private": true,
+  "scripts": {
+    "dev": "./scripts/dev.sh",
+    "dev:fresh": "./scripts/dev.sh --fresh",
+    "dev:frontend": "turbo run dev --filter=@curatedotfun/app",
+    "build": "turbo run build",
+    "start": "docker-compose --profile prod up -d --build postgres_prod && docker-compose --profile prod run --rm db-init-prod && docker-compose --profile prod up -d --build app",
+    "test": "docker-compose --profile test up -d postgres_test && docker-compose --profile test run --rm db-init-test && turbo run test --filter=@curatedotfun/api || true && docker-compose --profile test down -v",
+    "test:ci": "turbo run test --filter=@curatedotfun/api",
+    "lint": "turbo run lint",
+    "clean": "turbo run clean",
+    "fmt": "prettier --write '**/*.{js,jsx,ts,tsx,json}'",
+    "fmt:check": "prettier --check '**/*.{js,jsx,ts,tsx,json}'",
+    "db:generate": "pnpm --filter @curatedotfun/shared-db run db:generate",
+    "db:migrate": "pnpm --filter @curatedotfun/shared-db run db:migrate",
+    "db:studio": "pnpm --filter @curatedotfun/shared-db run db:studio",
+    "db:seed:dev": "pnpm --filter @curatedotfun/shared-db run seed:dev"
+  },
+  "type": "module"
+}
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diff --git a/_legacy/tsconfig.json b/_legacy/tsconfig.json
new file mode 100644
index 00000000..ed925142
--- /dev/null
+++ b/_legacy/tsconfig.json
@@ -0,0 +1,27 @@
+{
+  "files": [],
+  "references": [
+    // Remember to add reference here when adding a new app or package
+    { "path": "./apps/api" },
+    { "path": "./apps/app" },
+    { "path": "./packages/core-services" },
+    { "path": "./packages/types" },
+    { "path": "./packages/shared-db" },
+    { "path": "./packages/shared-queue" },
+    { "path": "./packages/utils" }
+  ],
+  "compilerOptions": {
+    "target": "es2022",
+    "module": "ESNext",
+    "moduleResolution": "bundler",
+    "lib": ["es2022", "dom"], // Broad libs for general compatibility (DOM for frontend)
+    "strict": true,
+    "esModuleInterop": true,
+    "skipLibCheck": true,
+    "forceConsistentCasingInFileNames": true,
+    "noEmit": false,
+    "declaration": true,
+    "declarationMap": true,
+    "composite": true
+  }
+}
diff --git a/turbo.json b/_legacy/turbo.json
similarity index 100%
rename from turbo.json
rename to _legacy/turbo.json
diff --git a/database.db b/database.db
new file mode 100644
index 00000000..400ec03d
Binary files /dev/null and b/database.db differ
diff --git a/drizzle.config.ts b/drizzle.config.ts
new file mode 100644
index 00000000..3ad40ce2
--- /dev/null
+++ b/drizzle.config.ts
@@ -0,0 +1,12 @@
+import type { Config } from "drizzle-kit";
+
+export default {
+	schema: "./schemas/database.ts",
+	out: "./drizzle",
+	dialect: "sqlite",
+	dbCredentials: {
+		url: "file:./database.db",
+	},
+	verbose: true,
+	strict: true,
+} satisfies Config;
diff --git a/drizzle/0000_complete_lifeguard.sql b/drizzle/0000_complete_lifeguard.sql
new file mode 100644
index 00000000..5c47c9a8
--- /dev/null
+++ b/drizzle/0000_complete_lifeguard.sql
@@ -0,0 +1,45 @@
+CREATE TABLE IF NOT EXISTS `items` (
+	`id` integer PRIMARY KEY AUTOINCREMENT NOT NULL,
+	`external_id` text NOT NULL,
+	`platform` text NOT NULL CHECK (platform IN ('twitter', 'tiktok', 'reddit')),
+	`content` text NOT NULL,
+	`content_type` text,
+	`conversation_id` text,
+	`original_author_username` text,
+	`original_author_id` text,
+	`curator_username` text,
+	`created_at` text,
+	`ingested_at` text DEFAULT CURRENT_TIMESTAMP,
+	`url` text,
+	`raw_data` text
+);
+--> statement-breakpoint
+CREATE UNIQUE INDEX IF NOT EXISTS `external_id_idx` ON `items` (`external_id`);--> statement-breakpoint
+CREATE INDEX IF NOT EXISTS `conversation_idx` ON `items` (`conversation_id`);--> statement-breakpoint
+CREATE INDEX IF NOT EXISTS `curator_idx` ON `items` (`curator_username`);--> statement-breakpoint
+CREATE INDEX IF NOT EXISTS `ingested_at_idx` ON `items` (`ingested_at`);--> statement-breakpoint
+CREATE TABLE IF NOT EXISTS `processing_queue` (
+	`id` integer PRIMARY KEY AUTOINCREMENT NOT NULL,
+	`item_id` integer NOT NULL,
+	`submission_type` text NOT NULL CHECK (submission_type IN ('submit')),
+	`status` text DEFAULT 'pending' CHECK (status IN ('pending', 'processing', 'completed', 'failed')),
+	`attempts` integer DEFAULT 0,
+	`worker_id` text,
+	`error_message` text,
+	`created_at` text DEFAULT CURRENT_TIMESTAMP,
+	`updated_at` text DEFAULT CURRENT_TIMESTAMP,
+	FOREIGN KEY (`item_id`) REFERENCES `items`(`id`) ON UPDATE no action ON DELETE cascade
+);
+--> statement-breakpoint
+CREATE INDEX IF NOT EXISTS `status_idx` ON `processing_queue` (`status`);--> statement-breakpoint
+CREATE INDEX IF NOT EXISTS `worker_idx` ON `processing_queue` (`worker_id`);--> statement-breakpoint
+CREATE TABLE IF NOT EXISTS `stream_state` (
+	`id` integer PRIMARY KEY AUTOINCREMENT NOT NULL,
+	`phase` text NOT NULL CHECK (phase IN ('initial', 'backfill', 'live')),
+	`most_recent_id` text,
+	`oldest_seen_id` text,
+	`backfill_done` integer DEFAULT 0,
+	`total_processed` integer DEFAULT 0,
+	`next_poll_ms` integer,
+	`updated_at` text DEFAULT CURRENT_TIMESTAMP
+);
diff --git a/drizzle/0001_lethal_wolf_cub.sql b/drizzle/0001_lethal_wolf_cub.sql
new file mode 100644
index 00000000..b305ff56
--- /dev/null
+++ b/drizzle/0001_lethal_wolf_cub.sql
@@ -0,0 +1,3 @@
+ALTER TABLE `stream_state` DROP COLUMN `phase`;--> statement-breakpoint
+ALTER TABLE `stream_state` DROP COLUMN `backfill_done`;--> statement-breakpoint
+ALTER TABLE `stream_state` DROP COLUMN `next_poll_ms`;
\ No newline at end of file
diff --git a/drizzle/meta/0000_snapshot.json b/drizzle/meta/0000_snapshot.json
new file mode 100644
index 00000000..595c2474
--- /dev/null
+++ b/drizzle/meta/0000_snapshot.json
@@ -0,0 +1,324 @@
+{
+  "version": "6",
+  "dialect": "sqlite",
+  "id": "90935091-b904-4eba-9748-1a11c7822eb3",
+  "prevId": "00000000-0000-0000-0000-000000000000",
+  "tables": {
+    "items": {
+      "name": "items",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "integer",
+          "primaryKey": true,
+          "notNull": true,
+          "autoincrement": true
+        },
+        "external_id": {
+          "name": "external_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "platform": {
+          "name": "platform",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "content": {
+          "name": "content",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "content_type": {
+          "name": "content_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "conversation_id": {
+          "name": "conversation_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "original_author_username": {
+          "name": "original_author_username",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "original_author_id": {
+          "name": "original_author_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "curator_username": {
+          "name": "curator_username",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "ingested_at": {
+          "name": "ingested_at",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": "CURRENT_TIMESTAMP"
+        },
+        "url": {
+          "name": "url",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "raw_data": {
+          "name": "raw_data",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        }
+      },
+      "indexes": {
+        "external_id_idx": {
+          "name": "external_id_idx",
+          "columns": [
+            "external_id"
+          ],
+          "isUnique": true
+        },
+        "conversation_idx": {
+          "name": "conversation_idx",
+          "columns": [
+            "conversation_id"
+          ],
+          "isUnique": false
+        },
+        "curator_idx": {
+          "name": "curator_idx",
+          "columns": [
+            "curator_username"
+          ],
+          "isUnique": false
+        },
+        "ingested_at_idx": {
+          "name": "ingested_at_idx",
+          "columns": [
+            "ingested_at"
+          ],
+          "isUnique": false
+        }
+      },
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "checkConstraints": {}
+    },
+    "processing_queue": {
+      "name": "processing_queue",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "integer",
+          "primaryKey": true,
+          "notNull": true,
+          "autoincrement": true
+        },
+        "item_id": {
+          "name": "item_id",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "submission_type": {
+          "name": "submission_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": "'pending'"
+        },
+        "attempts": {
+          "name": "attempts",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": 0
+        },
+        "worker_id": {
+          "name": "worker_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "error_message": {
+          "name": "error_message",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": "CURRENT_TIMESTAMP"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": "CURRENT_TIMESTAMP"
+        }
+      },
+      "indexes": {
+        "status_idx": {
+          "name": "status_idx",
+          "columns": [
+            "status"
+          ],
+          "isUnique": false
+        },
+        "worker_idx": {
+          "name": "worker_idx",
+          "columns": [
+            "worker_id"
+          ],
+          "isUnique": false
+        }
+      },
+      "foreignKeys": {
+        "processing_queue_item_id_items_id_fk": {
+          "name": "processing_queue_item_id_items_id_fk",
+          "tableFrom": "processing_queue",
+          "tableTo": "items",
+          "columnsFrom": [
+            "item_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "checkConstraints": {}
+    },
+    "stream_state": {
+      "name": "stream_state",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "integer",
+          "primaryKey": true,
+          "notNull": true,
+          "autoincrement": true
+        },
+        "phase": {
+          "name": "phase",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "most_recent_id": {
+          "name": "most_recent_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "oldest_seen_id": {
+          "name": "oldest_seen_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "backfill_done": {
+          "name": "backfill_done",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": false
+        },
+        "total_processed": {
+          "name": "total_processed",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": 0
+        },
+        "next_poll_ms": {
+          "name": "next_poll_ms",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": "CURRENT_TIMESTAMP"
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "checkConstraints": {}
+    }
+  },
+  "views": {},
+  "enums": {},
+  "_meta": {
+    "schemas": {},
+    "tables": {},
+    "columns": {}
+  },
+  "internal": {
+    "indexes": {}
+  }
+}
\ No newline at end of file
diff --git a/drizzle/meta/0001_snapshot.json b/drizzle/meta/0001_snapshot.json
new file mode 100644
index 00000000..04091a18
--- /dev/null
+++ b/drizzle/meta/0001_snapshot.json
@@ -0,0 +1,302 @@
+{
+  "version": "6",
+  "dialect": "sqlite",
+  "id": "92a24588-1d24-4dc9-b871-116a6d6dd318",
+  "prevId": "90935091-b904-4eba-9748-1a11c7822eb3",
+  "tables": {
+    "items": {
+      "name": "items",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "integer",
+          "primaryKey": true,
+          "notNull": true,
+          "autoincrement": true
+        },
+        "external_id": {
+          "name": "external_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "platform": {
+          "name": "platform",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "content": {
+          "name": "content",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "content_type": {
+          "name": "content_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "conversation_id": {
+          "name": "conversation_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "original_author_username": {
+          "name": "original_author_username",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "original_author_id": {
+          "name": "original_author_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "curator_username": {
+          "name": "curator_username",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "ingested_at": {
+          "name": "ingested_at",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": "CURRENT_TIMESTAMP"
+        },
+        "url": {
+          "name": "url",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "raw_data": {
+          "name": "raw_data",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        }
+      },
+      "indexes": {
+        "external_id_idx": {
+          "name": "external_id_idx",
+          "columns": [
+            "external_id"
+          ],
+          "isUnique": true
+        },
+        "conversation_idx": {
+          "name": "conversation_idx",
+          "columns": [
+            "conversation_id"
+          ],
+          "isUnique": false
+        },
+        "curator_idx": {
+          "name": "curator_idx",
+          "columns": [
+            "curator_username"
+          ],
+          "isUnique": false
+        },
+        "ingested_at_idx": {
+          "name": "ingested_at_idx",
+          "columns": [
+            "ingested_at"
+          ],
+          "isUnique": false
+        }
+      },
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "checkConstraints": {}
+    },
+    "processing_queue": {
+      "name": "processing_queue",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "integer",
+          "primaryKey": true,
+          "notNull": true,
+          "autoincrement": true
+        },
+        "item_id": {
+          "name": "item_id",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "submission_type": {
+          "name": "submission_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "autoincrement": false
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": "'pending'"
+        },
+        "attempts": {
+          "name": "attempts",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": 0
+        },
+        "worker_id": {
+          "name": "worker_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "error_message": {
+          "name": "error_message",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": "CURRENT_TIMESTAMP"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": "CURRENT_TIMESTAMP"
+        }
+      },
+      "indexes": {
+        "status_idx": {
+          "name": "status_idx",
+          "columns": [
+            "status"
+          ],
+          "isUnique": false
+        },
+        "worker_idx": {
+          "name": "worker_idx",
+          "columns": [
+            "worker_id"
+          ],
+          "isUnique": false
+        }
+      },
+      "foreignKeys": {
+        "processing_queue_item_id_items_id_fk": {
+          "name": "processing_queue_item_id_items_id_fk",
+          "tableFrom": "processing_queue",
+          "tableTo": "items",
+          "columnsFrom": [
+            "item_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "checkConstraints": {}
+    },
+    "stream_state": {
+      "name": "stream_state",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "integer",
+          "primaryKey": true,
+          "notNull": true,
+          "autoincrement": true
+        },
+        "most_recent_id": {
+          "name": "most_recent_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "oldest_seen_id": {
+          "name": "oldest_seen_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false
+        },
+        "total_processed": {
+          "name": "total_processed",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": 0
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "autoincrement": false,
+          "default": "CURRENT_TIMESTAMP"
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "checkConstraints": {}
+    }
+  },
+  "views": {},
+  "enums": {},
+  "_meta": {
+    "schemas": {},
+    "tables": {},
+    "columns": {}
+  },
+  "internal": {
+    "indexes": {}
+  }
+}
\ No newline at end of file
diff --git a/drizzle/meta/_journal.json b/drizzle/meta/_journal.json
new file mode 100644
index 00000000..bc8d8e51
--- /dev/null
+++ b/drizzle/meta/_journal.json
@@ -0,0 +1,20 @@
+{
+  "version": "7",
+  "dialect": "sqlite",
+  "entries": [
+    {
+      "idx": 0,
+      "version": "6",
+      "when": 1757531295273,
+      "tag": "0000_complete_lifeguard",
+      "breakpoints": true
+    },
+    {
+      "idx": 1,
+      "version": "6",
+      "when": 1759778771560,
+      "tag": "0001_lethal_wolf_cub",
+      "breakpoints": true
+    }
+  ]
+}
\ No newline at end of file
diff --git a/inspect-db.ts b/inspect-db.ts
new file mode 100644
index 00000000..a925c18d
--- /dev/null
+++ b/inspect-db.ts
@@ -0,0 +1,56 @@
+#!/usr/bin/env bun
+
+import { Effect, Logger, LogLevel } from "effect";
+import { DatabaseService, DatabaseServiceLive } from "./services/db.service";
+
+// Simple database inspection utility
+const inspectDatabase = Effect.gen(function* () {
+  const db = yield* DatabaseService;
+  
+  console.log("📊 Database Inspection\n");
+  
+  // Get recent items
+  const recentItems = yield* db.getRecentItems(10);
+  console.log(`📝 Recent Items (${recentItems.length}):`);
+  recentItems.forEach((item, i) => {
+    const curator = item.curatorUsername ? ` (curator: ${item.curatorUsername})` : '';
+    console.log(`  ${i + 1}. @${item.originalAuthorUsername} - ${item.externalId}${curator}`);
+    console.log(`     "${item.content.substring(0, 80)}..."`);
+    console.log(`     Platform: ${item.platform}, Ingested: ${item.ingestedAt}\n`);
+  });
+  
+  // Get pending tasks
+  const pendingTask = yield* db.getNextPendingTask();
+  if (pendingTask) {
+    console.log("⏳ Next Pending Task:");
+    console.log(`   Task ID: ${pendingTask.id}, Item ID: ${pendingTask.itemId}`);
+    console.log(`   Type: ${pendingTask.submissionType}, Status: ${pendingTask.status}`);
+    console.log(`   Created: ${pendingTask.createdAt}\n`);
+  } else {
+    console.log("✅ No pending tasks in queue\n");
+  }
+  
+  // Get stream state
+  const streamState = yield* db.loadStreamState();
+  if (streamState) {
+    console.log("🔄 Stream State:");
+    console.log(`   Phase: ${streamState.phase}`);
+    console.log(`   Total Processed: ${streamState.totalProcessed}`);
+    console.log(`   Most Recent ID: ${streamState.mostRecentId}`);
+    console.log(`   Oldest Seen ID: ${streamState.oldestSeenId}`);
+    console.log(`   Backfill Done: ${streamState.backfillDone}`);
+    console.log(`   Next Poll: ${streamState.nextPollMs}ms`);
+    console.log(`   Updated: ${streamState.updatedAt}\n`);
+  } else {
+    console.log("❌ No stream state found\n");
+  }
+});
+
+// Main program
+const program = inspectDatabase.pipe(
+  Effect.provide(Logger.minimumLogLevel(LogLevel.Info)),
+  Effect.provide(DatabaseServiceLive)
+);
+
+// Run the inspection
+await Effect.runPromise(program);
diff --git a/main.ts b/main.ts
new file mode 100644
index 00000000..40ab4446
--- /dev/null
+++ b/main.ts
@@ -0,0 +1,187 @@
+#!/usr/bin/env bun
+
+import { Effect, Logger, LogLevel, Stream } from "every-plugin/effect";
+import type { GopherResult } from "../../plugins/gopher-ai/src/contract";
+import { plugins, runtime } from "./plugins";
+import type { NewItem } from "./schemas/database";
+import { DatabaseService } from "./services/db.service";
+
+// State type for stream persistence
+type StreamState = {
+  mostRecentId?: string;
+  oldestSeenId?: string;
+  totalProcessed?: number;
+};
+
+// Configuration constants
+const BASE_QUERY = "@curatedotfun";
+
+// Helper to extract curator username from content mentioning @curatedotfun
+const extractCuratorUsername = (item: GopherResult): string | undefined => {
+  // For items mentioning @curatedotfun, the curator is typically the author
+  // For Twitter: author_username field comes through catchall
+  if (item.content.includes(BASE_QUERY)) {
+    return item.author_username;
+  }
+  return undefined;
+};
+
+// Helper to detect !submit commands in content
+const detectSubmissionCommands = (content: string): boolean => {
+  return content.toLowerCase().includes("!submit");
+}
+
+const convertToDbItem = (item: GopherResult): NewItem => {
+  return {
+    externalId: item.id,
+    platform: item.source,
+    content: item.content,
+    contentType: "text", // Default, since this isn't in the base schema
+    conversationId: item.conversation_id || item.metadata?.conversation_id, // Access via catchall
+    originalAuthorUsername: item.author_username, // Access via catchall
+    originalAuthorId: item.author_id, // Access via catchall
+    curatorUsername: extractCuratorUsername(item),
+    createdAt: item.created_at || new Date().toISOString(), // Access via catchall or fallback
+    url: item.tweet_url || `https://twitter.com/${item.author_username}/status/${item.id}`, // Construct URL if not available
+    rawData: item, // Store the entire raw item
+  };
+};
+
+// Enhanced item processing with database storage
+const processItem = (item: GopherResult, itemNumber: number) =>
+  Effect.gen(function* () {
+    const db = yield* DatabaseService;
+
+    // Convert and insert item into database
+    const dbItem = convertToDbItem(item);
+    const itemId = yield* db.insertItem(dbItem);
+
+    if (itemId === 0) {
+      // Duplicate item, skip processing
+      console.log(`${itemNumber}. Duplicate item skipped: ${item.id}`);
+      return;
+    }
+
+    // Check for !submit commands and enqueue for processing
+    if (detectSubmissionCommands(item.content)) {
+      yield* db.enqueueProcessing(itemId, "submit");
+      console.log(`📝 Queued !submit for processing: ${item.id}`);
+    }
+
+    // Console output for monitoring
+    const tweetId = item.id;
+    const timestamp = item.created_at || item.updated_at || new Date().toISOString();
+    const username = (item.author_username) || 'unknown';
+    const curator = dbItem.curatorUsername ? ` (curator: ${dbItem.curatorUsername})` : '';
+
+    console.log(`${itemNumber}. @${username} (${tweetId}) - ${timestamp}${curator}`);
+  });
+
+// State persistence using database
+const saveState = (state: StreamState) =>
+  Effect.gen(function* () {
+    const db = yield* DatabaseService;
+    yield* db.saveStreamState({
+      mostRecentId: state.mostRecentId,
+      oldestSeenId: state.oldestSeenId,
+      totalProcessed: state.totalProcessed,
+    });
+  });
+
+const loadState = () =>
+  Effect.gen(function* () {
+    const db = yield* DatabaseService;
+    const state = yield* db.loadStreamState();
+
+    if (!state) return null;
+
+    return {
+      mostRecentId: state.mostRecentId ?? undefined,
+      oldestSeenId: state.oldestSeenId ?? undefined,
+      totalProcessed: state.totalProcessed ?? 0,
+    };
+  });
+
+// Stream creation and processing function
+const createAndProcessGopherStream = () =>
+  Effect.gen(function* () {
+    const db = yield* DatabaseService;
+    const { client } = plugins.gopherAi;
+
+    // Load initial state from database
+    const initialState = yield* loadState();
+
+    if (initialState) {
+      console.log(`📂 Resuming from saved state (${initialState.totalProcessed || 0} items total)`);
+    } else {
+      console.log('📂 Starting fresh historical backfill');
+    }
+
+    // Create stream
+    const streamResult = yield* Effect.promise(() =>
+      client.search({
+        query: BASE_QUERY,
+        sourceType: 'twitter',
+        sinceId: initialState?.mostRecentId ?? undefined,
+        enableLive: true
+      })
+    );
+
+    let itemCount = 0;
+    let currentMostRecentId = initialState?.mostRecentId;
+    let currentOldestSeenId = initialState?.oldestSeenId;
+
+    yield* Stream.fromAsyncIterable(streamResult, (error) => error).pipe(
+      Stream.tap((item) =>
+        Effect.gen(function* () {
+          itemCount++;
+          yield* processItem(item, itemCount);
+
+          // Update mostRecentId (for live mode cursor)
+          const itemId = BigInt(item.id);
+          if (!currentMostRecentId || itemId > BigInt(currentMostRecentId)) {
+            currentMostRecentId = item.id;
+          }
+
+          // Update oldestSeenId (for backfill cursor)
+          if (!currentOldestSeenId || itemId < BigInt(currentOldestSeenId)) {
+            currentOldestSeenId = item.id;
+          }
+
+          // Periodically save state every 10 items
+          if (itemCount % 10 === 0) {
+            yield* saveState({
+              mostRecentId: currentMostRecentId,
+              oldestSeenId: currentOldestSeenId,
+              totalProcessed: (initialState?.totalProcessed || 0) + itemCount
+            });
+            console.log(`💾 State saved (${itemCount} items in this session)`);
+          }
+        })
+      ),
+      Stream.runDrain
+    );
+
+    // Save final state before shutdown
+    yield* saveState({
+      mostRecentId: currentMostRecentId,
+      oldestSeenId: currentOldestSeenId,
+      totalProcessed: (initialState?.totalProcessed || 0) + itemCount
+    });
+    console.log(`\n💾 Final state saved (${itemCount} items processed)`);
+  });
+
+// Main program
+const program = Effect.gen(function* () {
+  console.log('🚀 Starting Twitter streaming with database storage...\n');
+  yield* createAndProcessGopherStream();
+  yield* Effect.sync(() => runtime.shutdown());
+});
+
+// Run the program with database service
+await Effect.runPromise(
+  program.pipe(
+    Effect.provide(DatabaseService.Default),
+    Effect.provide(Logger.minimumLogLevel(LogLevel.Info))
+  )
+);
diff --git a/package.json b/package.json
index f2671920..a9b87418 100644
--- a/package.json
+++ b/package.json
@@ -1,30 +1,28 @@
 {
-  "name": "curatedotfun",
-  "version": "1.0.0",
-  "devDependencies": {
-    "@types/node": "^22.15.33",
-    "concurrently": "^9.2.0",
-    "prettier": "^3.6.0",
-    "turbo": "latest"
-  },
-  "packageManager": "pnpm@10.11.0",
-  "private": true,
-  "scripts": {
-    "dev": "./scripts/dev.sh",
-    "dev:fresh": "./scripts/dev.sh --fresh",
-    "dev:frontend": "turbo run dev --filter=@curatedotfun/app",
-    "build": "turbo run build",
-    "start": "docker-compose --profile prod up -d --build postgres_prod && docker-compose --profile prod run --rm db-init-prod && docker-compose --profile prod up -d --build app",
-    "test": "docker-compose --profile test up -d postgres_test && docker-compose --profile test run --rm db-init-test && turbo run test --filter=@curatedotfun/api || true && docker-compose --profile test down -v",
-    "test:ci": "turbo run test --filter=@curatedotfun/api",
-    "lint": "turbo run lint",
-    "clean": "turbo run clean",
-    "fmt": "prettier --write '**/*.{js,jsx,ts,tsx,json}'",
-    "fmt:check": "prettier --check '**/*.{js,jsx,ts,tsx,json}'",
-    "db:generate": "pnpm --filter @curatedotfun/shared-db run db:generate",
-    "db:migrate": "pnpm --filter @curatedotfun/shared-db run db:migrate",
-    "db:studio": "pnpm --filter @curatedotfun/shared-db run db:studio",
-    "db:seed:dev": "pnpm --filter @curatedotfun/shared-db run seed:dev"
-  },
-  "type": "module"
+	"name": "@examples/curatedotfun",
+	"private": true,
+	"scripts": {
+		"start": "bun run main.ts",
+		"dev": "bun run --watch main.ts",
+		"worker": "bun run workers/submission.worker.ts",
+		"worker:dev": "bun run --watch workers/submission.worker.ts",
+		"inspect": "bun run inspect-db.ts",
+		"db:generate": "drizzle-kit generate",
+		"db:migrate": "drizzle-kit migrate",
+		"db:studio": "drizzle-kit studio"
+	},
+	"devDependencies": {
+		"@types/bun": "latest",
+		"better-sqlite3": "^12.2.0",
+		"drizzle-kit": "^0.31.4"
+	},
+	"peerDependencies": {
+		"typescript": "^5.6.0"
+	},
+	"dependencies": {
+		"@orpc/server": "^1.10.0",
+		"drizzle-orm": "^0.44.5",
+		"every-plugin": "0.4.4",
+		"hono": "^4.9.8"
+	}
 }
diff --git a/plugins.ts b/plugins.ts
new file mode 100644
index 00000000..a792c72c
--- /dev/null
+++ b/plugins.ts
@@ -0,0 +1,34 @@
+import type GopherAIPlugin from "@curatedotfun/gopher-ai";
+import { createPluginRuntime } from "every-plugin/runtime";
+
+// Module augmentation for type safety
+declare module "every-plugin" {
+  interface RegisteredPlugins {
+    "@curatedotfun/gopher-ai": typeof GopherAIPlugin;
+  }
+}
+
+// Create and export runtime
+export const runtime = createPluginRuntime({
+  registry: {
+    "@curatedotfun/gopher-ai": {
+      remoteUrl: "https://elliot-braem-159-curatedotfun-gopher-ai-every-plu-bf7adf22c-ze.zephyrcloud.app/remoteEntry.js",
+    }
+  },
+  secrets: {
+    GOPHERAI_API_KEY: Bun.env.GOPHERAI_API_KEY || "your-masa-api-key-here"
+  }
+});
+
+// Initialize and export plugin
+const gopherAi = await runtime.usePlugin(
+  "@curatedotfun/gopher-ai",
+  {
+    secrets: { apiKey: "{{GOPHERAI_API_KEY}}" },
+    variables: { baseUrl: "https://data.gopher-ai.com/api/v1", timeout: 30000 }
+  }
+);
+
+export const plugins = {
+  gopherAi
+};
diff --git a/schemas/database.ts b/schemas/database.ts
new file mode 100644
index 00000000..82160475
--- /dev/null
+++ b/schemas/database.ts
@@ -0,0 +1,75 @@
+import { sql } from "drizzle-orm";
+import { index, integer, sqliteTable, text, uniqueIndex } from "drizzle-orm/sqlite-core";
+
+// Main items table - stores all scraped social content
+export const items = sqliteTable(
+  "items",
+  {
+    id: integer("id").primaryKey({ autoIncrement: true }),
+    externalId: text("external_id").notNull(),
+    platform: text("platform", { enum: ["twitter", "tiktok", "reddit", "web"] }).notNull(),
+    content: text("content").notNull(),
+    contentType: text("content_type"),
+    conversationId: text("conversation_id"),
+    originalAuthorUsername: text("original_author_username"),
+    originalAuthorId: text("original_author_id"),
+    curatorUsername: text("curator_username"), // Who mentioned/submitted this
+    createdAt: text("created_at"), // When content was posted
+    ingestedAt: text("ingested_at").default(sql`CURRENT_TIMESTAMP`),
+    url: text("url"),
+    rawData: text("raw_data", { mode: "json" }), // Full JSON from Source
+  },
+  (table) => ([
+    // Unique constraint on external_id to prevent duplicates
+    uniqueIndex("external_id_idx").on(table.externalId),
+    // Index for conversation lookups
+    index("conversation_idx").on(table.conversationId),
+    // Index for curator lookups
+    index("curator_idx").on(table.curatorUsername),
+    // Index for ingestion time queries
+    index("ingested_at_idx").on(table.ingestedAt),
+  ])
+);
+
+// Processing queue for items that need analysis (!submit, etc.)
+export const processingQueue = sqliteTable(
+  "processing_queue",
+  {
+    id: integer("id").primaryKey({ autoIncrement: true }),
+    itemId: integer("item_id")
+      .notNull()
+      .references(() => items.id, { onDelete: "cascade" }),
+    submissionType: text("submission_type", { enum: ["submit"] }).notNull(),
+    status: text("status", {
+      enum: ["pending", "processing", "completed", "failed"]
+    }).default("pending"),
+    attempts: integer("attempts").default(0),
+    workerId: text("worker_id"),
+    errorMessage: text("error_message"),
+    createdAt: text("created_at").default(sql`CURRENT_TIMESTAMP`),
+    updatedAt: text("updated_at").default(sql`CURRENT_TIMESTAMP`),
+  },
+  (table) => ([
+    // Index for status queries
+    index("status_idx").on(table.status),
+    // Index for worker assignment
+    index("worker_idx").on(table.workerId),
+  ])
+);
+
+// Stream state persistence (replaces JSON file)
+export const streamState = sqliteTable("stream_state", {
+  id: integer("id").primaryKey({ autoIncrement: true }),
+  mostRecentId: text("most_recent_id"),
+  oldestSeenId: text("oldest_seen_id"),
+  totalProcessed: integer("total_processed").default(0),
+  updatedAt: text("updated_at").default(sql`CURRENT_TIMESTAMP`),
+});
+
+// Export types for use in services
+export type Item = typeof items.$inferSelect;
+export type NewItem = typeof items.$inferInsert;
+export type ProcessingTask = typeof processingQueue.$inferSelect;
+export type NewProcessingTask = typeof processingQueue.$inferInsert;
+export type StreamState = typeof streamState.$inferSelect;
+export type NewStreamState = typeof streamState.$inferInsert;
diff --git a/services/db.service.ts b/services/db.service.ts
new file mode 100644
index 00000000..dc1e0804
--- /dev/null
+++ b/services/db.service.ts
@@ -0,0 +1,162 @@
+import { Database } from "bun:sqlite";
+import { and, asc, desc, eq } from "drizzle-orm";
+import { drizzle } from "drizzle-orm/bun-sqlite";
+import { migrate } from 'drizzle-orm/bun-sqlite/migrator';
+import { Effect } from "every-plugin/effect";
+import { items, type NewItem, type NewStreamState, processingQueue, streamState } from "../schemas/database";
+
+export class DatabaseService extends Effect.Service<DatabaseService>()(
+  "DatabaseService",
+  {
+    effect: Effect.gen(function* () {
+      // Initialize SQLite database
+      const sqlite = new Database("./database.db");
+      const db = drizzle(sqlite);
+
+      // Run migrations (idempotent table creation)
+      yield* Effect.sync(() => migrate(db, { migrationsFolder: './drizzle' }));
+
+      return {
+        insertItem: (item: NewItem) =>
+          Effect.tryPromise({
+            try: async () => {
+              const result = await db.insert(items).values({
+                ...item,
+                rawData: item.rawData ? JSON.stringify(item.rawData) : null,
+              }).onConflictDoNothing().returning({ id: items.id });
+
+              return result[0]?.id || 0; // Return 0 if duplicate (no insert)
+            },
+            catch: (error) => new Error(`Failed to insert item: ${error}`)
+          }),
+
+        getItem: (id: number) =>
+          Effect.tryPromise({
+            try: async () => {
+              const result = await db.select().from(items).where(eq(items.id, id)).limit(1);
+              return result[0] || null;
+            },
+            catch: (error) => new Error(`Failed to get item: ${error}`)
+          }),
+
+        getItemByExternalId: (externalId: string) =>
+          Effect.tryPromise({
+            try: async () => {
+              const result = await db.select().from(items).where(eq(items.externalId, externalId)).limit(1);
+              return result[0] || null;
+            },
+            catch: (error) => new Error(`Failed to get item by external ID: ${error}`)
+          }),
+
+        enqueueProcessing: (itemId: number, submissionType: "submit") =>
+          Effect.tryPromise({
+            try: async () => {
+              await db.insert(processingQueue).values({
+                itemId,
+                submissionType,
+              }).onConflictDoNothing();
+            },
+            catch: (error) => new Error(`Failed to enqueue processing: ${error}`)
+          }),
+
+        getNextPendingTask: () =>
+          Effect.tryPromise({
+            try: async () => {
+              const result = await db.select()
+                .from(processingQueue)
+                .where(eq(processingQueue.status, "pending"))
+                .orderBy(asc(processingQueue.createdAt))
+                .limit(1);
+              return result[0] || null;
+            },
+            catch: (error) => new Error(`Failed to get next pending task: ${error}`)
+          }),
+
+        markTaskProcessing: (taskId: number, workerId: string) =>
+          Effect.tryPromise({
+            try: async () => {
+              await db.update(processingQueue)
+                .set({
+                  status: "processing",
+                  workerId,
+                  updatedAt: new Date().toISOString()
+                })
+                .where(and(
+                  eq(processingQueue.id, taskId),
+                  eq(processingQueue.status, "pending")
+                ));
+              return true;
+            },
+            catch: (error) => new Error(`Failed to mark task processing: ${error}`)
+          }),
+
+        markTaskCompleted: (taskId: number) =>
+          Effect.tryPromise({
+            try: async () => {
+              await db.update(processingQueue)
+                .set({
+                  status: "completed",
+                  updatedAt: new Date().toISOString()
+                })
+                .where(eq(processingQueue.id, taskId));
+            },
+            catch: (error) => new Error(`Failed to mark task completed: ${error}`)
+          }),
+
+        markTaskFailed: (taskId: number, errorMessage: string) =>
+          Effect.tryPromise({
+            try: async () => {
+              const existing = await db.select({ attempts: processingQueue.attempts })
+                .from(processingQueue)
+                .where(eq(processingQueue.id, taskId))
+                .limit(1);
+              const currentAttempts = existing[0]?.attempts || 0;
+
+              await db.update(processingQueue)
+                .set({
+                  status: "failed",
+                  errorMessage,
+                  attempts: currentAttempts + 1,
+                  updatedAt: new Date().toISOString()
+                })
+                .where(eq(processingQueue.id, taskId));
+            },
+            catch: (error) => new Error(`Failed to mark task failed: ${error}`)
+          }),
+
+        saveStreamState: (state: Omit<NewStreamState, 'id'>) =>
+          Effect.tryPromise({
+            try: async () => {
+              // Delete existing state and insert new one (simple approach)
+              await db.delete(streamState);
+              await db.insert(streamState).values(state);
+            },
+            catch: (error) => new Error(`Failed to save stream state: ${error}`)
+          }),
+
+        loadStreamState: () =>
+          Effect.tryPromise({
+            try: async () => {
+              const result = await db.select()
+                .from(streamState)
+                .orderBy(desc(streamState.updatedAt))
+                .limit(1);
+              return result[0] || null;
+            },
+            catch: (error) => new Error(`Failed to load stream state: ${error}`)
+          }),
+
+        getRecentItems: (limit: number) =>
+          Effect.tryPromise({
+            try: async () => {
+              return await db.select()
+                .from(items)
+                .orderBy(desc(items.ingestedAt))
+                .limit(limit);
+            },
+            catch: (error) => new Error(`Failed to get recent items: ${error}`)
+          }),
+      };
+    })
+  }
+) { }
diff --git a/tsconfig.json b/tsconfig.json
index ed925142..37235e78 100644
--- a/tsconfig.json
+++ b/tsconfig.json
@@ -1,27 +1,34 @@
 {
-  "files": [],
-  "references": [
-    // Remember to add reference here when adding a new app or package
-    { "path": "./apps/api" },
-    { "path": "./apps/app" },
-    { "path": "./packages/core-services" },
-    { "path": "./packages/types" },
-    { "path": "./packages/shared-db" },
-    { "path": "./packages/shared-queue" },
-    { "path": "./packages/utils" }
-  ],
-  "compilerOptions": {
-    "target": "es2022",
-    "module": "ESNext",
-    "moduleResolution": "bundler",
-    "lib": ["es2022", "dom"], // Broad libs for general compatibility (DOM for frontend)
-    "strict": true,
-    "esModuleInterop": true,
-    "skipLibCheck": true,
-    "forceConsistentCasingInFileNames": true,
-    "noEmit": false,
-    "declaration": true,
-    "declarationMap": true,
-    "composite": true
-  }
+	"compilerOptions": {
+		// Environment setup & latest features
+		"lib": ["ESNext"],
+		"target": "ESNext",
+		"module": "Preserve",
+		"moduleDetection": "force",
+		"jsx": "react-jsx",
+		"allowJs": true,
+
+		// Bundler mode
+		"moduleResolution": "bundler",
+		"allowImportingTsExtensions": true,
+		"verbatimModuleSyntax": true,
+		"noEmit": true,
+
+		// Best practices
+		"strict": true,
+		"skipLibCheck": true,
+		"noFallthroughCasesInSwitch": true,
+		"noUncheckedIndexedAccess": true,
+		"noImplicitOverride": true,
+
+		// Some stricter flags (disabled by default)
+		"noUnusedLocals": false,
+		"noUnusedParameters": false,
+		"noPropertyAccessFromIndexSignature": false,
+
+		// Path aliases for workspace plugins
+		"paths": {
+			"@curatedotfun/gopher-ai": ["../../plugins/gopher-ai/src"]
+		}
+	}
 }
diff --git a/workers/submission.worker.ts b/workers/submission.worker.ts
new file mode 100644
index 00000000..d85f3084
--- /dev/null
+++ b/workers/submission.worker.ts
@@ -0,0 +1,287 @@
+#!/usr/bin/env bun
+
+import { Duration, Effect, Logger, LogLevel } from "every-plugin/effect";
+import type { GopherResult } from "../../../plugins/gopher-ai/src/contract";
+import { plugins } from "../plugins";
+import { DatabaseService } from "../services/db.service";
+
+// Worker ID for tracking which worker is processing tasks
+const WORKER_ID = `worker-${process.pid}-${Date.now()}`;
+
+// Content categorization types
+interface CuratedContent {
+  originalPost: {
+    externalId: string;
+    content: string;
+    author: { username?: string; id?: string; displayName?: string } | null;
+    createdAt?: string;
+    url?: string;
+  } | null;
+  threadContent: Array<{
+    externalId: string;
+    content: string;
+    author: { username?: string; id?: string; displayName?: string } | null;
+    createdAt?: string;
+  }>;
+  conversationalContext: Array<{
+    externalId: string;
+    content: string;
+    author: { username?: string; id?: string; displayName?: string } | null;
+    createdAt?: string;
+  }>;
+  curatorNotes?: string;
+  hashtags: string[];
+  curatorUsername: string;
+}
+
+// Extract curator notes and hashtags from !submit command
+const parseCuratorSubmission = (content: string) => {
+  const submitMatch = content.match(/!submit\s+(.+)/i);
+  const curatorNotes = submitMatch ? submitMatch[1]?.trim() : "";
+  const hashtags = curatorNotes?.match(/#\w+/g) || [];
+
+  return { curatorNotes, hashtags };
+};
+
+// Categorize content based on authorship
+const categorizeContent = (
+  replies: GopherResult[],
+  originalAuthorUsername?: string
+): { threadContent: GopherResult[]; conversationalContext: GopherResult[] } => {
+  const threadContent: GopherResult[] = [];
+  const conversationalContext: GopherResult[] = [];
+
+  for (const reply of replies) {
+    // Access author_username via catchall since it's not in base schema
+    const replyAuthor = reply.author_username;
+
+    if (replyAuthor === originalAuthorUsername) {
+      // This is additional content from the original author
+      threadContent.push(reply);
+    } else {
+      // This is conversational context from other users
+      conversationalContext.push(reply);
+    }
+  }
+
+  return { threadContent, conversationalContext };
+};
+
+// Perform structured analysis on curated content
+const analyzeContent = (content: CuratedContent) => {
+  console.log(`🎯 Content Analysis Summary:`);
+  console.log(`   Original Post: @${content.originalPost?.author?.username} - "${content.originalPost?.content.substring(0, 80)}..."`);
+  console.log(`   Thread Posts: ${content.threadContent.length} additional posts from original author`);
+  console.log(`   Community Replies: ${content.conversationalContext.length} replies from other users`);
+  console.log(`   Curator: @${content.curatorUsername}`);
+  console.log(`   Curator Notes: "${content.curatorNotes}"`);
+  console.log(`   Hashtags: ${content.hashtags.join(", ")}`);
+
+  // Here you could implement more sophisticated analysis:
+  // - Sentiment analysis on original content vs community responses
+  // - Topic extraction and categorization
+  // - Quality scoring based on engagement patterns
+  // - Content similarity analysis between curator notes and original content
+
+  return {
+    summary: {
+      originalAuthor: content.originalPost?.author?.username,
+      curator: content.curatorUsername,
+      totalThreadPosts: content.threadContent.length + 1, // +1 for original
+      communityEngagement: content.conversationalContext.length,
+      categories: content.hashtags,
+      curatorAnalysis: content.curatorNotes
+    }
+  };
+};
+
+
+// Process a single submission task
+const processSubmissionTask = (task: any) =>
+  Effect.gen(function* () {
+    const db = yield* DatabaseService;
+    const { client } = plugins.gopherAi;
+
+    console.log(`🔄 Processing submission task ${task.id} for item ${task.itemId}`);
+
+    // Get the item that contains the !submit
+    const item = yield* db.getItem(task.itemId);
+
+    if (!item) {
+      yield* db.markTaskFailed(task.id, "Item not found");
+      return;
+    }
+
+    console.log(`📝 Found !submit from @${item.originalAuthorUsername}: "${item.content.substring(0, 100)}..."`);
+
+    // Parse curator submission
+    const { curatorNotes, hashtags } = parseCuratorSubmission(item.content);
+    console.log(`📋 Curator notes: "${curatorNotes}"`);
+    console.log(`🏷️ Hashtags: ${hashtags.join(", ")}`);
+
+    // Initialize curated content structure
+    const curatedContent: CuratedContent = {
+      originalPost: null,
+      threadContent: [],
+      conversationalContext: [],
+      curatorNotes,
+      hashtags,
+      curatorUsername: item.originalAuthorUsername || 'unknown'
+    };
+
+    // If we have a conversation_id, fetch the original post and its replies
+    if (item.conversationId) {
+      console.log(`🔍 Fetching original post for ID: ${item.conversationId}`);
+
+      // First, get the original post being curated
+      const originalPostResult = yield* Effect.promise(() =>
+        client.getById({
+          id: item.conversationId!,
+          sourceType: 'twitter' as const
+        })
+      ).pipe(
+        Effect.catchAll((error: unknown) => {
+          console.error(`Failed to fetch original post: ${error}`);
+          return Effect.succeed({ item: null });
+        })
+      );
+
+      if (originalPostResult.item) {
+        const originalPost: GopherResult = originalPostResult.item;
+        curatedContent.originalPost = {
+          externalId: originalPost.id, // Changed from externalId
+          content: originalPost.content,
+          author: {
+            username: originalPost.author_username,
+            id: originalPost.author_id,
+            displayName: originalPost.author_username
+          },
+          createdAt: originalPost.created_at || originalPost.updated_at,
+          url: originalPost.tweet_url || `https://twitter.com/${originalPost.author_username}/status/${originalPost.id}`
+        };
+
+        console.log(`📝 Original post: @${curatedContent.originalPost.author?.username}: "${curatedContent.originalPost.content.substring(0, 100)}..."`);
+
+        // Now get all replies to understand the full conversation
+        console.log(`🔍 Fetching replies for conversation ID: ${item.conversationId}`);
+
+        const repliesResult = yield* Effect.promise(() =>
+          client.getReplies({
+            conversationId: item.conversationId!,
+            sourceType: 'twitter' as const,
+            maxResults: 50
+          })
+        ).pipe(
+          Effect.catchAll((error: unknown) => {
+            console.error(`Failed to fetch replies: ${error}`);
+            return Effect.succeed({ replies: [] });
+          })
+        );
+
+        console.log(`📄 Retrieved ${repliesResult.replies.length} replies`);
+
+        // Categorize the replies
+        const { threadContent, conversationalContext } = categorizeContent(
+          repliesResult.replies,
+          curatedContent.originalPost.author?.username
+        );
+
+        curatedContent.threadContent = threadContent.map(reply => ({
+          externalId: reply.id,
+          content: reply.content,
+          author: {
+            username: reply.author_username,
+            id: reply.author_id,
+            displayName: reply.author_username
+          },
+          createdAt: reply.created_at || reply.updated_at
+        }));
+
+        curatedContent.conversationalContext = conversationalContext.map(reply => ({
+          externalId: reply.id,
+          content: reply.content,
+          author: {
+            username: reply.author_username,
+            id: reply.author_id,
+            displayName: reply.author_username
+          },
+          createdAt: reply.created_at || reply.updated_at
+        }));
+
+        // Perform analysis
+        const analysis = analyzeContent(curatedContent);
+        console.log(`✨ Analysis completed:`, analysis.summary);
+
+      } else {
+        console.log(`⚠️ Could not fetch original post for ID: ${item.conversationId}`);
+      }
+    } else {
+      console.log(`⚠️ No conversation_id found, processing as standalone submission`);
+    }
+
+    // Mark as completed
+    yield* db.markTaskCompleted(task.id);
+    console.log(`✅ Completed submission task ${task.id}`);
+  });
+
+// Main worker loop
+const workerLoop = Effect.gen(function* () {
+  const db = yield* DatabaseService;
+
+  console.log(`🚀 Starting submission worker ${WORKER_ID}`);
+
+  // Continuous processing loop
+  yield* Effect.forever(
+    Effect.gen(function* () {
+      // Get next pending task
+      const task = yield* db.getNextPendingTask();
+
+      if (!task) {
+        // No tasks available, wait before checking again
+        yield* Effect.sleep(Duration.seconds(5));
+        return;
+      }
+
+      // Try to claim the task
+      const claimed = yield* db.markTaskProcessing(task.id, WORKER_ID);
+
+      if (!claimed) {
+        // Another worker claimed it, continue
+        return;
+      }
+
+      // Process the task with error handling
+      yield* processSubmissionTask(task).pipe(
+        Effect.catchAll((error: unknown) =>
+          Effect.gen(function* () {
+            console.error(`❌ Failed to process task ${task.id}:`, error);
+            yield* db.markTaskFailed(task.id, error instanceof Error ? error.message : String(error));
+          })
+        )
+      );
+    })
+  );
+});
+
+// Graceful shutdown handler
+const setupShutdown = Effect.gen(function* () {
+  const shutdown = () => {
+    console.log(`\n🛑 Shutting down worker ${WORKER_ID}...`);
+    process.exit(0);
+  };
+
+  process.on('SIGINT', shutdown);
+  process.on('SIGTERM', shutdown);
+});
+
+// Main program
+const program = Effect.gen(function* () {
+  yield* setupShutdown;
+  yield* workerLoop;
+}).pipe(
+  Effect.provide(Logger.minimumLogLevel(LogLevel.Info)),
+  Effect.provide(DatabaseService.Default)
+);
+
+// Run the worker
+await Effect.runPromise(program);