diff --git a/README.md b/README.md
index 44e0723..5f15b88 100644
--- a/README.md
+++ b/README.md
@@ -91,3 +91,4 @@ scripts/
 ```
 
 Each round's `data/` directory is generated locally and gitignored.
+This is Venkat's PR
diff --git a/pyproject.toml b/pyproject.toml
index b854c3c..2559e5b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,10 @@ version = "0.1.0"
 description = "Python Performance Lab: Sharpening Your Instincts — PyCon US 2026 tutorial"
 readme = "README.md"
 requires-python = ">=3.13"
-dependencies = ["numpy>=2.0"]
+dependencies = [
+    "numpy>=2.0",
+    "regex>=2026.5.9",
+]
 
 [dependency-groups]
 dev = ["pytest>=8.0", "pytest-codspeed>=5.0.1"]
diff --git a/rounds/1_histogram/solution.py b/rounds/1_histogram/solution.py
index dffbee5..b110736 100644
--- a/rounds/1_histogram/solution.py
+++ b/rounds/1_histogram/solution.py
@@ -8,7 +8,14 @@
 
 def compute_histogram(path: str) -> dict[bytes, int]:
     """Frequency of every 2-byte bigram in the file at ``path``."""
-    # TODO: remove this delegation and write your own implementation here.
-    from .baseline import compute_histogram as _baseline
+    with open(path, "rb") as f:
+        data = f.read()
 
-    return _baseline(path)
+    bytes_mat = [[0] * 256 for _ in range(256)]
+
+    for i in range(len(data) - 1):
+        bytes_mat[data[i]][data[i + 1]] += 1
+
+    counts = {bytes([i, j]): c for i in range(256) for j in range(256) if (c := bytes_mat[i][j])}
+
+    return counts
diff --git a/rounds/3_dna/solution.py b/rounds/3_dna/solution.py
index 8b917da..1a09608 100644
--- a/rounds/3_dna/solution.py
+++ b/rounds/3_dna/solution.py
@@ -6,6 +6,24 @@
 """
 
 from .baseline import find_matches as _baseline
+import regex
+from multiprocessing.pool import ThreadPool
+
+def match(record, pattern_str):
+    if not record.strip():
+        return None, []
+
+    # split record ID
+    lines = record.split("\n")
+    record_id = lines[0].strip()
+    sequence = "".join(lines[1:]).replace(" ", "")
+
+    # regex pattern match, get position if match
+    match_inds = []
+    for match in regex.finditer(pattern_str, sequence, overlapped=True):
+        match_inds.append(match.start())
+    
+    return record_id, match_inds
 
 
 def find_matches(fasta_path: str, pattern: bytes) -> list[tuple[str, list[int]]]:
@@ -13,5 +31,19 @@ def find_matches(fasta_path: str, pattern: bytes) -> list[tuple[str, list[int]]]
 
     Returns ``[(record_id, [positions...]), ...]`` in file order.
     """
-    # TODO: remove this delegation and write your own implementation here.
-    return _baseline(fasta_path, pattern)
+    pattern_str = pattern.decode("ascii")
+    with open(fasta_path, "r") as f:
+        text = f.read()
+
+    results = []
+    records = text.split(">")
+    args = [(record, pattern_str) for record in records]
+
+    with ThreadPool(10) as pool:
+
+        for record_id, match_inds in pool.starmap(match, args):
+            if len(match_inds) > 0:
+                # append to results
+                results.append((record_id, match_inds))
+
+    return results
diff --git a/uv.lock b/uv.lock
index dced559..1fb9f43 100644
--- a/uv.lock
+++ b/uv.lock
@@ -115,6 +115,7 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "numpy" },
+    { name = "regex" },
 ]
 
 [package.dev-dependencies]
@@ -124,7 +125,10 @@ dev = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "numpy", specifier = ">=2.0" }]
+requires-dist = [
+    { name = "numpy", specifier = ">=2.0" },
+    { name = "regex", specifier = ">=2026.5.9" },
+]
 
 [package.metadata.requires-dev]
 dev = [
@@ -185,6 +189,78 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/4a/0e/d749912e343564cc1d844d7c2235de3d7a651516b084e02682793044a8de/pytest_codspeed-5.0.1-py3-none-any.whl", hash = "sha256:1bb87b732823096c9252f659e6026028d2bb40e1e962bdc5c448118da8be5bfd", size = 73545, upload-time = "2026-05-13T03:32:12.28Z" },
 ]
 
+[[package]]
+name = "regex"
+version = "2026.5.9"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/dc/0e/49aee608ad09480e7fd276898c99ec6192985fa331abe4eb3a986094490b/regex-2026.5.9.tar.gz", hash = "sha256:a8234aa23ec39894bfe4a3f1b85616a7032481964a13ac6fc9f10de4f6fca270", size = 416074, upload-time = "2026-05-09T23:15:19.37Z" }
+wheels = [
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