diff --git a/ads.py b/ads.py
new file mode 100644
index 0000000..2c4a2ec
--- /dev/null
+++ b/ads.py
@@ -0,0 +1,335 @@
+import re
+import json
+from uuid import uuid4
+from datetime import datetime, timezone
+from typing import Any, Dict, Iterable, List, Optional, AsyncGenerator
+from pathlib import Path
+import aiosqlite
+import unittest
+from types import SimpleNamespace
+import asyncio
+
+
+class AsyncDataSetConnector:
+
+    _KV_TABLE = "__kv_store"
+
+    def __init__(self, file: str):
+        self._file = file
+
+    @staticmethod
+    def _utc_iso() -> str:
+        return (
+            datetime.now(timezone.utc)
+            .replace(microsecond=0)
+            .isoformat()
+            .replace("+00:00", "Z")
+        )
+
+    @staticmethod
+    def _py_to_sqlite_type(value: Any) -> str:
+        if value is None:
+            return "TEXT"
+        if isinstance(value, bool):
+            return "INTEGER"
+        if isinstance(value, int):
+            return "INTEGER"
+        if isinstance(value, float):
+            return "REAL"
+        if isinstance(value, (bytes, bytearray, memoryview)):
+            return "BLOB"
+        return "TEXT"
+
+    async def _ensure_column(self, table: str, name: str, value: Any) -> None:
+        col_type = self._py_to_sqlite_type(value)
+        async with aiosqlite.connect(self._file) as db:
+            await db.execute(f"ALTER TABLE {table} ADD COLUMN `{name}` {col_type}")
+            await db.commit()
+
+    async def _ensure_table(self, table: str, col_sources: Dict[str, Any]) -> None:
+        cols: Dict[str, str] = {
+            "uid": "TEXT PRIMARY KEY",
+            "created_at": "TEXT",
+            "updated_at": "TEXT",
+            "deleted_at": "TEXT",
+        }
+        for key, val in col_sources.items():
+            if key not in cols:
+                cols[key] = self._py_to_sqlite_type(val)
+        columns_sql = ", ".join(f"`{k}` {t}" for k, t in cols.items())
+        async with aiosqlite.connect(self._file) as db:
+            await db.execute(f"CREATE TABLE IF NOT EXISTS {table} ({columns_sql})")
+            await db.commit()
+
+    _RE_NO_COLUMN = re.compile(r"(?:no such column:|has no column named) (\w+)")
+    _RE_NO_TABLE = re.compile(r"no such table: (\w+)")
+
+    @classmethod
+    def _missing_column_from_error(
+        cls, err: aiosqlite.OperationalError
+    ) -> Optional[str]:
+        m = cls._RE_NO_COLUMN.search(str(err))
+        return m.group(1) if m else None
+
+    @classmethod
+    def _missing_table_from_error(
+        cls, err: aiosqlite.OperationalError
+    ) -> Optional[str]:
+        m = cls._RE_NO_TABLE.search(str(err))
+        return m.group(1) if m else None
+
+    async def _safe_execute(
+        self,
+        table: str,
+        sql: str,
+        params: Iterable[Any],
+        col_sources: Dict[str, Any],
+    ) -> aiosqlite.Cursor:
+        while True:
+            try:
+                async with aiosqlite.connect(self._file) as db:
+                    cursor = await db.execute(sql, params)
+                    await db.commit()
+                    return cursor
+            except aiosqlite.OperationalError as err:
+                col = self._missing_column_from_error(err)
+                if col:
+                    if col not in col_sources:
+                        raise
+                    await self._ensure_column(table, col, col_sources[col])
+                    continue
+                tbl = self._missing_table_from_error(err)
+                if tbl:
+                    await self._ensure_table(tbl, col_sources)
+                    continue
+                raise
+
+    async def _safe_query(
+        self,
+        table: str,
+        sql: str,
+        params: Iterable[Any],
+        col_sources: Dict[str, Any],
+    ) -> AsyncGenerator[Dict[str, Any], None]:
+        while True:
+            try:
+                async with aiosqlite.connect(self._file) as db:
+                    db.row_factory = aiosqlite.Row
+                    async with db.execute(sql, params) as cursor:
+                        async for row in cursor:
+                            yield dict(row)
+                        return
+            except aiosqlite.OperationalError as err:
+                tbl = self._missing_table_from_error(err)
+                if tbl:
+                    await self._ensure_table(tbl, col_sources)
+                    continue
+                raise
+
+    @staticmethod
+    def _build_where(where: Optional[Dict[str, Any]]) -> tuple[str, List[Any]]:
+        if not where:
+            return "", []
+        clauses, vals = zip(*[(f"`{k}` = ?", v) for k, v in where.items()])
+        return " WHERE " + " AND ".join(clauses), list(vals)
+
+    async def insert(self, table: str, args: Dict[str, Any]) -> str:
+        uid = str(uuid4())
+        now = self._utc_iso()
+        record = {
+            "uid": uid,
+            "created_at": now,
+            "updated_at": now,
+            "deleted_at": None,
+            **args,
+        }
+        cols = "`" +  "`, `".join(record) + "`"
+        qs = ", ".join(["?"] * len(record))
+        sql = f"INSERT INTO {table} ({cols}) VALUES ({qs})"
+        await self._safe_execute(table, sql, list(record.values()), record)
+        return uid
+
+    async def update(
+        self,
+        table: str,
+        args: Dict[str, Any],
+        where: Optional[Dict[str, Any]] = None,
+    ) -> int:
+        if not args:
+            return 0
+        args["updated_at"] = self._utc_iso()
+        set_clause = ", ".join(f"`{k}` = ?" for k in args)
+        where_clause, where_params = self._build_where(where)
+        sql = f"UPDATE {table} SET {set_clause}{where_clause}"
+        params = list(args.values()) + where_params
+        cur = await self._safe_execute(table, sql, params, {**args, **(where or {})})
+        return cur.rowcount
+
+    async def delete(self, table: str, where: Optional[Dict[str, Any]] = None) -> int:
+        where_clause, where_params = self._build_where(where)
+        sql = f"DELETE FROM {table}{where_clause}"
+        cur = await self._safe_execute(table, sql, where_params, where or {})
+        return cur.rowcount
+
+    async def upsert(
+        self,
+        table: str,
+        args: Dict[str, Any],
+        where: Optional[Dict[str, Any]] = None,
+    ) -> str | None:
+        affected = await self.update(table, args, where)
+        if affected:
+            rec = await self.get(table, where)
+            return rec.get("uid") if rec else None
+        merged = {**(where or {}), **args}
+        return await self.insert(table, merged)
+
+    async def get(
+        self, table: str, where: Optional[Dict[str, Any]] = None
+    ) -> Optional[Dict[str, Any]]:
+        where_clause, where_params = self._build_where(where)
+        sql = f"SELECT * FROM {table}{where_clause} LIMIT 1"
+        async for row in self._safe_query(table, sql, where_params, where or {}):
+            return row
+        return None
+
+    async def find(
+        self,
+        table: str,
+        where: Optional[Dict[str, Any]] = None,
+        *,
+        limit: int = 0,
+        offset: int = 0,
+    ) -> List[Dict[str, Any]]:
+        where_clause, where_params = self._build_where(where)
+        extra = (f" LIMIT {limit}" if limit else "") + (
+            f" OFFSET {offset}" if offset else ""
+        )
+        sql = f"SELECT * FROM {table}{where_clause}{extra}"
+        return [
+            row async for row in self._safe_query(table, sql, where_params, where or {})
+        ]
+
+    async def count(self, table: str, where: Optional[Dict[str, Any]] = None) -> int:
+        where_clause, where_params = self._build_where(where)
+        sql = f"SELECT COUNT(*) FROM {table}{where_clause}"
+        gen = self._safe_query(table, sql, where_params, where or {})
+        async for row in gen:
+            return next(iter(row.values()), 0)
+        return 0
+
+    async def exists(self, table: str, where: Dict[str, Any]) -> bool:
+        return (await self.count(table, where)) > 0
+
+    async def kv_set(
+        self,
+        key: str,
+        value: Any,
+        *,
+        table: str | None = None,
+    ) -> None:
+        tbl = table or self._KV_TABLE
+        json_val = json.dumps(value, default=str)
+        await self.upsert(tbl, {"value": json_val}, {"key": key})
+
+    async def kv_get(
+        self,
+        key: str,
+        *,
+        default: Any = None,
+        table: str | None = None,
+    ) -> Any:
+        tbl = table or self._KV_TABLE
+        row = await self.get(tbl, {"key": key})
+        if not row:
+            return default
+        try:
+            return json.loads(row["value"])
+        except Exception:
+            return default
+
+
+
+
+
+class TestAsyncDataSetConnector(unittest.IsolatedAsyncioTestCase):
+
+    async def asyncSetUp(self):
+        self.db_path = Path("temp_test.db")
+        if self.db_path.exists():
+            self.db_path.unlink()
+        self.connector = AsyncDataSetConnector(str(self.db_path))
+
+    async def test_insert_and_get(self):
+        await self.connector.insert("people", {"name": "John Doe", "age": 30})
+        rec = await self.connector.get("people", {"name": "John Doe"})
+        self.assertIsNotNone(rec)
+        self.assertEqual(rec["name"], "John Doe")
+
+    async def test_get_nonexistent(self):
+        result = await self.connector.get("people", {"name": "Jane Doe"})
+        self.assertIsNone(result)
+
+    async def test_update(self):
+        await self.connector.insert("people", {"name": "John Doe", "age": 30})
+        await self.connector.update("people", {"age": 31}, {"name": "John Doe"})
+        rec = await self.connector.get("people", {"name": "John Doe"})
+        self.assertEqual(rec["age"], 31)
+
+    async def test_upsert_insert(self):
+        uid = await self.connector.upsert("people", {"age": 22}, {"name": "Alice"})
+        rec = await self.connector.get("people", {"uid": uid})
+        self.assertEqual(rec["name"], "Alice")
+        self.assertEqual(rec["age"], 22)
+        self.alice_uid = uid
+
+    async def test_upsert_update(self):
+        uid = await self.connector.upsert("people", {"age": 22}, {"name": "Alice"})
+        uid_same = await self.connector.upsert("people", {"age": 23}, {"name": "Alice"})
+        self.assertEqual(uid_same, uid)
+        rec = await self.connector.get("people", {"uid": uid})
+        self.assertEqual(rec["age"], 23)
+
+    async def test_count_and_exists(self):
+        await self.connector.insert("people", {"name": "John Doe", "age": 30})
+        await self.connector.insert("people", {"name": "Alice", "age": 23})
+        total = await self.connector.count("people")
+        self.assertEqual(total, 2)
+        self.assertTrue(await self.connector.exists("people", {"name": "Alice"}))
+        self.assertFalse(await self.connector.exists("people", {"name": "Nobody"}))
+
+    async def test_find_pagination(self):
+        await self.connector.insert("people", {"name": "John Doe", "age": 30})
+        await self.connector.insert("people", {"name": "Alice", "age": 23})
+        rows = await self.connector.find("people", limit=1, offset=1)
+        self.assertEqual(len(rows), 1)
+        self.assertIn(rows[0]["name"], {"John Doe", "Alice"})
+
+    async def test_kv_set_and_get(self):
+        await self.connector.kv_set("config:threshold", {"limit": 10, "mode": "fast"})
+        cfg = await self.connector.kv_get("config:threshold")
+        self.assertEqual(cfg, {"limit": 10, "mode": "fast"})
+
+    async def test_delete(self):
+        await self.connector.insert("people", {"name": "John Doe", "age": 30})
+        await self.connector.insert("people", {"name": "Alice", "age": 23})
+        await self.connector.delete("people", {"name": "John Doe"})
+        self.assertIsNone(await self.connector.get("people", {"name": "John Doe"}))
+        count = await self.connector.count("people")
+        self.assertEqual(count, 1)
+
+    async def test_inject(self):
+        await self.connector.insert("people", {"name": "John Doe", "index": 30})
+        await self.connector.insert("people", {"name": "Alice", "index": 23})
+        await self.connector.delete("people", {"name": "John Doe","index": 30})
+        self.assertIsNone(await self.connector.get("people", {"name": "John Doe"}))
+        count = await self.connector.count("people")
+        self.assertEqual(count, 1)
+
+
+    async def test_insert_binary(self):
+        await self.connector.insert("binaries",{"data":b"1234"})
+        print(await self.connector.get("binaries",{"data":b"1234"}))
+
+if __name__ == "__main__":
+    unittest.main()