From 5e55c0df54f8f6fc3bda632176bb8000758be815 Mon Sep 17 00:00:00 2001
From: Yiorgis Gozadinos <ggozadinos@gmail.com>
Date: Mon, 19 Jan 2026 15:50:14 +0200
Subject: [PATCH 1/3] replace pyright with ty type checker

---
 .github/workflows/test.yml                    |  2 +-
 .pre-commit-config.yaml                       | 10 +++--
 CHANGELOG.md                                  |  6 +++
 app/backend/main.py                           |  2 +-
 evaluations/evaluations/datasets/hotpotqa.py  |  6 +--
 evaluations/evaluations/datasets/repliqa.py   |  8 ++--
 evaluations/evaluations/datasets/wix.py       | 12 +++---
 evaluations/evaluations/evaluators/judge.py   |  2 +-
 haiku_rag_slim/haiku/rag/agents/qa/agent.py   |  7 ++--
 .../haiku/rag/agents/research/graph.py        | 13 +++---
 haiku_rag_slim/haiku/rag/app.py               |  2 +-
 haiku_rag_slim/haiku/rag/chat/app.py          |  2 +-
 haiku_rag_slim/haiku/rag/inspector/app.py     |  2 +-
 haiku_rag_slim/haiku/rag/store/engine.py      |  4 +-
 haiku_rag_slim/haiku/rag/utils.py             |  4 +-
 pyproject.toml                                | 12 +++---
 tests/agents/chat/test_chat_agent.py          |  2 +-
 tests/conftest.py                             |  6 +--
 tests/test_client.py                          |  2 +-
 tests/test_mcp.py                             | 32 +++++---------
 tests/test_rebuild.py                         |  2 +-
 tests/test_search.py                          |  4 +-
 tests/test_versioning.py                      | 10 ++---
 uv.lock                                       | 42 ++++++++++++-------
 24 files changed, 104 insertions(+), 90 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 79a9ed52..eac409f0 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -23,7 +23,7 @@ jobs:
       - name: Lint
         run: uv run ruff check
       - name: Type check
-        run: uv run pyright
+        run: uv run ty check
 
   lint-frontend:
     runs-on: ubuntu-latest
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 46a4d4a1..8261b617 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,10 +16,14 @@ repos:
       # Run the formatter.
       - id: ruff-format
 
-  - repo: https://github.com/RobertCraigie/pyright-python
-    rev: v1.1.407
+  - repo: local
     hooks:
-      - id: pyright
+      - id: ty
+        name: ty check
+        entry: uvx ty check
+        language: system
+        types: [python]
+        pass_filenames: false
 
   - repo: local
     hooks:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7d056a5c..393fa96c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,12 @@
 # Changelog
 ## [Unreleased]
 
+### Changed
+
+- **Type Checker**: Replaced pyright with [ty](https://github.com/astral-sh/ty), Astral's extremely fast Python type checker
+  - Added explicit `Agent[Deps, Output]` type annotations to all pydantic-ai agents for better type inference
+  - Removed ~24 unnecessary `# type: ignore` comments that ty correctly infers
+
 ## [0.26.6] - 2026-01-19
 
 ### Changed
diff --git a/app/backend/main.py b/app/backend/main.py
index e8c4309a..6288f75e 100644
--- a/app/backend/main.py
+++ b/app/backend/main.py
@@ -226,7 +226,7 @@ app = Starlette(
     ],
     middleware=[
         Middleware(
-            CORSMiddleware,
+            CORSMiddleware,  # type: ignore[invalid-argument-type]
             allow_origins=["http://localhost:3000", "http://frontend:3000"],
             allow_credentials=True,
             allow_methods=["*"],
diff --git a/evaluations/evaluations/datasets/hotpotqa.py b/evaluations/evaluations/datasets/hotpotqa.py
index 2f0a9b1c..d47f939e 100644
--- a/evaluations/evaluations/datasets/hotpotqa.py
+++ b/evaluations/evaluations/datasets/hotpotqa.py
@@ -1,7 +1,7 @@
 from collections.abc import Mapping
 from typing import Any, cast
 
-from datasets import Dataset, DatasetDict, load_dataset
+from datasets import Dataset, load_dataset
 from pydantic_evals import Case
 
 from evaluations.config import DatasetSpec, DocumentPayload, RetrievalSample
@@ -9,8 +9,8 @@ from evaluations.evaluators import MAPEvaluator
 
 
 def load_hotpotqa_validation() -> Dataset:
-    dataset_dict = cast(DatasetDict, load_dataset("hotpotqa/hotpot_qa", "distractor"))
-    return cast(Dataset, dataset_dict["validation"])
+    dataset_dict = load_dataset("hotpotqa/hotpot_qa", "distractor")
+    return dataset_dict["validation"]
 
 
 def extract_unique_documents(dataset: Dataset) -> list[dict[str, Any]]:
diff --git a/evaluations/evaluations/datasets/repliqa.py b/evaluations/evaluations/datasets/repliqa.py
index 16ef964e..ba6a1ec8 100644
--- a/evaluations/evaluations/datasets/repliqa.py
+++ b/evaluations/evaluations/datasets/repliqa.py
@@ -1,7 +1,7 @@
 from collections.abc import Mapping
-from typing import Any, cast
+from typing import Any
 
-from datasets import Dataset, DatasetDict, load_dataset
+from datasets import Dataset, load_dataset
 from pydantic_evals import Case
 
 from evaluations.config import DatasetSpec, DocumentPayload, RetrievalSample
@@ -9,8 +9,8 @@ from evaluations.evaluators import MRREvaluator
 
 
 def load_repliqa_corpus() -> Dataset:
-    dataset_dict = cast(DatasetDict, load_dataset("ServiceNow/repliqa"))
-    dataset = cast(Dataset, dataset_dict["repliqa_3"])
+    dataset_dict = load_dataset("ServiceNow/repliqa")
+    dataset = dataset_dict["repliqa_3"]
     return dataset.filter(lambda doc: doc["document_topic"] == "News Stories")
 
 
diff --git a/evaluations/evaluations/datasets/wix.py b/evaluations/evaluations/datasets/wix.py
index c6f01c3f..7e81fb8f 100644
--- a/evaluations/evaluations/datasets/wix.py
+++ b/evaluations/evaluations/datasets/wix.py
@@ -1,8 +1,8 @@
 import json
 from collections.abc import Iterable, Mapping
-from typing import Any, cast
+from typing import Any
 
-from datasets import Dataset, DatasetDict, load_dataset
+from datasets import Dataset, load_dataset
 from pydantic_evals import Case
 
 from evaluations.config import DatasetSpec, DocumentPayload, RetrievalSample
@@ -10,8 +10,8 @@ from evaluations.evaluators import MAPEvaluator
 
 
 def load_wix_corpus() -> Dataset:
-    dataset_dict = cast(DatasetDict, load_dataset("Wix/WixQA", "wix_kb_corpus"))
-    return cast(Dataset, dataset_dict["train"])
+    dataset_dict = load_dataset("Wix/WixQA", "wix_kb_corpus")
+    return dataset_dict["train"]
 
 
 def map_wix_document(doc: Mapping[str, Any]) -> DocumentPayload:
@@ -35,8 +35,8 @@ def map_wix_document(doc: Mapping[str, Any]) -> DocumentPayload:
 
 
 def load_wix_qa() -> Dataset:
-    dataset_dict = cast(DatasetDict, load_dataset("Wix/WixQA", "wixqa_expertwritten"))
-    return cast(Dataset, dataset_dict["train"])
+    dataset_dict = load_dataset("Wix/WixQA", "wixqa_expertwritten")
+    return dataset_dict["train"]
 
 
 def map_wix_retrieval(doc: Mapping[str, Any]) -> RetrievalSample | None:
diff --git a/evaluations/evaluations/evaluators/judge.py b/evaluations/evaluations/evaluators/judge.py
index e2b020ad..df471484 100644
--- a/evaluations/evaluations/evaluators/judge.py
+++ b/evaluations/evaluations/evaluators/judge.py
@@ -40,7 +40,7 @@ class LLMJudge:
         model_obj = get_model(model_config, config)
 
         # Create Pydantic AI agent
-        self._agent = Agent(
+        self._agent: Agent[None, LLMJudgeResponseSchema] = Agent(
             model=model_obj,
             output_type=LLMJudgeResponseSchema,
             system_prompt=ANSWER_EQUIVALENCE_RUBRIC,
diff --git a/haiku_rag_slim/haiku/rag/agents/qa/agent.py b/haiku_rag_slim/haiku/rag/agents/qa/agent.py
index d2b5194b..18be8a77 100644
--- a/haiku_rag_slim/haiku/rag/agents/qa/agent.py
+++ b/haiku_rag_slim/haiku/rag/agents/qa/agent.py
@@ -32,7 +32,7 @@ class QuestionAnswerAgent:
         self._client = client
         model_obj = get_model(model_config, config)
 
-        self._agent = Agent(
+        self._agent: Agent[Dependencies, RawSearchAnswer] = Agent(
             model=model_obj,
             deps_type=Dependencies,
             output_type=ToolOutput(RawSearchAnswer, max_retries=3),
@@ -75,5 +75,6 @@ class QuestionAnswerAgent:
         """
         deps = Dependencies(client=self._client, search_filter=filter)
         result = await self._agent.run(question, deps=deps)
-        citations = resolve_citations(result.output.cited_chunks, deps.search_results)
-        return result.output.answer, citations
+        output = result.output
+        citations = resolve_citations(output.cited_chunks, deps.search_results)
+        return output.answer, citations
diff --git a/haiku_rag_slim/haiku/rag/agents/research/graph.py b/haiku_rag_slim/haiku/rag/agents/research/graph.py
index 8023ba52..13e958f9 100644
--- a/haiku_rag_slim/haiku/rag/agents/research/graph.py
+++ b/haiku_rag_slim/haiku/rag/agents/research/graph.py
@@ -105,7 +105,7 @@ async def _plan_step_logic(
         else plan_prompt
     )
 
-    plan_agent = Agent(
+    plan_agent: Agent[ResearchDependencies, ResearchPlan] = Agent(
         model=get_model(model_config, config),
         output_type=ResearchPlan,
         instructions=effective_plan_prompt,
@@ -151,7 +151,8 @@ async def _plan_step_logic(
 
     agent_deps = ResearchDependencies(client=deps.client, context=state.context)
     plan_result = await plan_agent.run(prompt, deps=agent_deps)
-    state.context.sub_questions = list(plan_result.output.sub_questions)
+    output = plan_result.output
+    state.context.sub_questions = list(output.sub_questions)
 
 
 async def _search_one_step_logic(
@@ -168,7 +169,7 @@ async def _search_one_step_logic(
         deps.semaphore = asyncio.Semaphore(state.max_concurrency)
 
     async with deps.semaphore:
-        agent = Agent(
+        agent: Agent[ResearchDependencies, RawSearchAnswer] = Agent(
             model=get_model(model_config, config),
             output_type=ToolOutput(RawSearchAnswer, max_retries=3),
             instructions=search_prompt,
@@ -289,7 +290,7 @@ def build_research_graph(
         state = ctx.state
         deps = ctx.deps
 
-        agent = Agent(
+        agent: Agent[ResearchDependencies, EvaluationResult] = Agent(
             model=get_model(model_config, config),
             output_type=EvaluationResult,
             instructions=decision_prompt,
@@ -350,7 +351,7 @@ def build_research_graph(
         state = ctx.state
         deps = ctx.deps
 
-        agent = Agent(
+        agent: Agent[ResearchDependencies, ResearchReport] = Agent(
             model=get_model(model_config, config),
             output_type=ResearchReport,
             instructions=synthesis_prompt,
@@ -488,7 +489,7 @@ def build_conversational_graph(
         state = ctx.state
         deps = ctx.deps
 
-        agent = Agent(
+        agent: Agent[ResearchDependencies, ConversationalAnswer] = Agent(
             model=get_model(config.research.model, config),
             output_type=ConversationalAnswer,
             instructions=conversational_prompt,
diff --git a/haiku_rag_slim/haiku/rag/app.py b/haiku_rag_slim/haiku/rag/app.py
index 48a31a44..ece96e40 100644
--- a/haiku_rag_slim/haiku/rag/app.py
+++ b/haiku_rag_slim/haiku/rag/app.py
@@ -494,7 +494,7 @@ class HaikuRAGApp:
 
             # Confidence (from last evaluation)
             if state.last_eval:
-                conf = state.last_eval.confidence_score  # type: ignore[attr-defined]
+                conf = state.last_eval.confidence_score
                 self.console.print(f"[bold cyan]Confidence:[/bold cyan] {conf:.1%}")
                 self.console.print()
 
diff --git a/haiku_rag_slim/haiku/rag/chat/app.py b/haiku_rag_slim/haiku/rag/chat/app.py
index 24365fb4..c4fa7f9a 100644
--- a/haiku_rag_slim/haiku/rag/chat/app.py
+++ b/haiku_rag_slim/haiku/rag/chat/app.py
@@ -51,7 +51,7 @@ except ImportError:
     App = object  # type: ignore
 
 
-class ChatApp(App):  # type: ignore[misc]
+class ChatApp(App):
     """Textual TUI for conversational RAG."""
 
     TITLE = "haiku.rag Chat"
diff --git a/haiku_rag_slim/haiku/rag/inspector/app.py b/haiku_rag_slim/haiku/rag/inspector/app.py
index fd1b761d..67c45dda 100644
--- a/haiku_rag_slim/haiku/rag/inspector/app.py
+++ b/haiku_rag_slim/haiku/rag/inspector/app.py
@@ -26,7 +26,7 @@ except ImportError:
     App = object  # type: ignore
 
 
-class InspectorApp(App):  # type: ignore[misc]  # pragma: no cover
+class InspectorApp(App):  # pragma: no cover
     """Textual TUI for inspecting LanceDB data."""
 
     TITLE = "haiku.rag DB Inspector"
diff --git a/haiku_rag_slim/haiku/rag/store/engine.py b/haiku_rag_slim/haiku/rag/store/engine.py
index f89acd4e..305271cd 100644
--- a/haiku_rag_slim/haiku/rag/store/engine.py
+++ b/haiku_rag_slim/haiku/rag/store/engine.py
@@ -258,7 +258,7 @@ class Store:
         }
 
         # Documents table stats
-        doc_stats: dict = self.documents_table.stats()  # type: ignore[assignment]
+        doc_stats: dict = self.documents_table.stats()
         stats_dict["documents"] = {
             "exists": True,
             "num_rows": doc_stats.get("num_rows", 0),
@@ -266,7 +266,7 @@ class Store:
         }
 
         # Chunks table stats
-        chunk_stats: dict = self.chunks_table.stats()  # type: ignore[assignment]
+        chunk_stats: dict = self.chunks_table.stats()
         stats_dict["chunks"] = {
             "exists": True,
             "num_rows": chunk_stats.get("num_rows", 0),
diff --git a/haiku_rag_slim/haiku/rag/utils.py b/haiku_rag_slim/haiku/rag/utils.py
index 49424643..f51770f7 100644
--- a/haiku_rag_slim/haiku/rag/utils.py
+++ b/haiku_rag_slim/haiku/rag/utils.py
@@ -185,11 +185,11 @@ def get_model(
         if model_config.enable_thinking is not None:
             if model_config.enable_thinking:
                 anthropic_settings = AnthropicModelSettings(
-                    anthropic_thinking={"type": "enabled", "budget_tokens": 4096}
+                    anthropic_thinking={"type": "enabled", "budget_tokens": 4096}  # ty: ignore[invalid-argument-type]
                 )
             else:
                 anthropic_settings = AnthropicModelSettings(
-                    anthropic_thinking={"type": "disabled"}
+                    anthropic_thinking={"type": "disabled"}  # ty: ignore[invalid-argument-type]
                 )
 
         anthropic_settings = apply_common_settings(
diff --git a/pyproject.toml b/pyproject.toml
index 816ddf80..c107078e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -75,7 +75,7 @@ dev = [
     "pydantic-ai-slim[bedrock]",
     "pydantic-ai-slim[google]",
     "pydantic-ai-slim[groq]",
-    "pyright>=1.1.408",
+    "ty>=0.0.1a17",
     "pytest>=9.0.2",
     "pytest-asyncio>=1.3.0",
     "pytest-cov>=7.0.0",
@@ -110,10 +110,12 @@ indent-style = "space"
 skip-magic-trailing-comma = false
 line-ending = "auto"
 
-[tool.pyright]
-venvPath = "."
-venv = ".venv"
-pythonVersion = "3.12"
+[tool.ty.src]
+exclude = ["examples/**"]
+
+[tool.ty.environment]
+python-version = "3.12"
+python = ".venv"
 
 [tool.pytest.ini_options]
 asyncio_default_fixture_loop_scope = "session"
diff --git a/tests/agents/chat/test_chat_agent.py b/tests/agents/chat/test_chat_agent.py
index 2592002c..0dba3637 100644
--- a/tests/agents/chat/test_chat_agent.py
+++ b/tests/agents/chat/test_chat_agent.py
@@ -83,7 +83,7 @@ def test_chat_agent_has_dynamic_system_prompt():
     # (the add_background_context function)
     assert len(agent._system_prompt_functions) >= 1
     # Verify it's the add_background_context function
-    func_names = [r.function.__name__ for r in agent._system_prompt_functions]
+    func_names = [r.function.__name__ for r in agent._system_prompt_functions]  # ty: ignore[unresolved-attribute]
     assert "add_background_context" in func_names
 
 
diff --git a/tests/conftest.py b/tests/conftest.py
index 796745bd..c92956b4 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -26,7 +26,7 @@ from datasets import Dataset, load_dataset, load_from_disk  # noqa: E402
 if TYPE_CHECKING:
     from vcr import VCR
 
-pydantic_ai.models.ALLOW_MODEL_REQUESTS = False
+pydantic_ai.models.ALLOW_MODEL_REQUESTS = False  # ty: ignore[invalid-assignment]
 logging.getLogger("vcr.cassette").setLevel(logging.WARNING)
 
 
@@ -35,10 +35,10 @@ def qa_corpus() -> Dataset:
     ds_path = Path(__file__).parent / "data" / "dataset"
     ds_path.mkdir(parents=True, exist_ok=True)
     try:
-        ds: Dataset = load_from_disk(ds_path)  # type: ignore
+        ds: Dataset = load_from_disk(ds_path)  # ty: ignore[invalid-assignment]
         return ds
     except FileNotFoundError:
-        ds: Dataset = load_dataset("ServiceNow/repliqa")["repliqa_3"]  # type: ignore
+        ds: Dataset = load_dataset("ServiceNow/repliqa")["repliqa_3"]
         corpus = ds.filter(lambda doc: doc["document_topic"] == "News Stories")
         corpus.save_to_disk(ds_path)
         return corpus
diff --git a/tests/test_client.py b/tests/test_client.py
index b4099636..198c0b30 100644
--- a/tests/test_client.py
+++ b/tests/test_client.py
@@ -58,7 +58,7 @@ async def test_client_document_crud(qa_corpus: Dataset, temp_db_path):
 
         # Test update_document
         updated_doc = await client.update_document(
-            document_id=retrieved_doc.id,  # type: ignore[arg-type]
+            document_id=retrieved_doc.id,
             content="Updated content",
         )
         assert updated_doc.content == "Updated content"
diff --git a/tests/test_mcp.py b/tests/test_mcp.py
index cae8c528..dee34e18 100644
--- a/tests/test_mcp.py
+++ b/tests/test_mcp.py
@@ -30,8 +30,7 @@ async def test_mcp_add_document_from_file():
                 t for t in tools.values() if t.name == "add_document_from_file"
             )
 
-            result = await add_file_tool.fn(file_path="/test.txt")  # type: ignore[attr-defined]
-
+            result = await add_file_tool.fn(file_path="/test.txt")
             assert result == "doc123"
             mock_rag.create_document_from_source.assert_called_once()
 
@@ -52,9 +51,7 @@ async def test_mcp_ask_question():
             tools = await mcp.get_tools()
             ask_tool = next(t for t in tools.values() if t.name == "ask_question")
 
-            result = await ask_tool.fn(  # type: ignore[attr-defined]
-                question="What is this?", cite=False, deep=False
-            )
+            result = await ask_tool.fn(question="What is this?", cite=False, deep=False)
 
             assert result == "This is the answer"
             mock_rag.ask.assert_called_once_with("What is this?")
@@ -81,8 +78,7 @@ async def test_mcp_add_document_from_url():
                 t for t in tools.values() if t.name == "add_document_from_url"
             )
 
-            result = await add_url_tool.fn(url="https://example.com")  # type: ignore[attr-defined]
-
+            result = await add_url_tool.fn(url="https://example.com")
             assert result == "doc456"
             mock_rag.create_document_from_source.assert_called_once()
 
@@ -108,9 +104,7 @@ async def test_mcp_add_document_from_text():
                 t for t in tools.values() if t.name == "add_document_from_text"
             )
 
-            result = await add_text_tool.fn(  # type: ignore[attr-defined]
-                content="test content", uri="text://test"
-            )
+            result = await add_text_tool.fn(content="test content", uri="text://test")
 
             assert result == "doc789"
             mock_rag.create_document.assert_called_once()
@@ -141,8 +135,7 @@ async def test_mcp_search_documents():
                 t for t in tools.values() if t.name == "search_documents"
             )
 
-            result = await search_tool.fn(query="test query", limit=5)  # type: ignore[attr-defined]
-
+            result = await search_tool.fn(query="test query", limit=5)
             assert len(result) == 2
             assert result[0].document_id == "doc1"
             assert result[0].content == "Result 1"
@@ -174,8 +167,7 @@ async def test_mcp_get_document():
             tools = await mcp.get_tools()
             get_tool = next(t for t in tools.values() if t.name == "get_document")
 
-            result = await get_tool.fn(document_id="doc123")  # type: ignore[attr-defined]
-
+            result = await get_tool.fn(document_id="doc123")
             assert result is not None
             assert result.id == "doc123"
             assert result.content == "test"
@@ -211,8 +203,7 @@ async def test_mcp_list_documents():
             tools = await mcp.get_tools()
             list_tool = next(t for t in tools.values() if t.name == "list_documents")
 
-            result = await list_tool.fn(limit=10, offset=0)  # type: ignore[attr-defined]
-
+            result = await list_tool.fn(limit=10, offset=0)
             assert len(result) == 2
             assert result[0].id == "doc1"
             assert result[1].id == "doc2"
@@ -235,8 +226,7 @@ async def test_mcp_delete_document():
             tools = await mcp.get_tools()
             delete_tool = next(t for t in tools.values() if t.name == "delete_document")
 
-            result = await delete_tool.fn(document_id="doc123")  # type: ignore[attr-defined]
-
+            result = await delete_tool.fn(document_id="doc123")
             assert result is True
             mock_rag.delete_document.assert_called_once_with("doc123")
 
@@ -268,9 +258,7 @@ async def test_mcp_ask_question_deep():
             ask_tool = next(t for t in tools.values() if t.name == "ask_question")
 
             # cite=False to avoid citation formatting in output
-            result = await ask_tool.fn(  # type: ignore[attr-defined]
-                question="Deep question?", cite=False, deep=True
-            )
+            result = await ask_tool.fn(question="Deep question?", cite=False, deep=True)
 
             assert result == "Deep answer from research"
             mock_graph.run.assert_called_once()
@@ -311,7 +299,7 @@ async def test_mcp_research_question():
                 t for t in tools.values() if t.name == "research_question"
             )
 
-            result = await research_tool.fn(  # type: ignore[attr-defined]
+            result = await research_tool.fn(
                 question="Research question?",
             )
 
diff --git a/tests/test_rebuild.py b/tests/test_rebuild.py
index 2e33e962..6dfa0b90 100644
--- a/tests/test_rebuild.py
+++ b/tests/test_rebuild.py
@@ -167,7 +167,7 @@ async def test_rebuild_embed_only_with_changed_vector_dim(
             content=c["content"],
             content_fts=c["content_fts"],
             metadata=c["metadata"],
-            order=c["order"],
+            order=c["order"],  # ty: ignore[invalid-argument-type]
             vector=[0.1] * 4096,
         )
         for c in chunk_data
diff --git a/tests/test_search.py b/tests/test_search.py
index ff81b4da..c302d25e 100644
--- a/tests/test_search.py
+++ b/tests/test_search.py
@@ -19,8 +19,8 @@ async def test_search_qa_corpus(qa_corpus: Dataset, temp_db_path):
     for doc_data in qa_corpus:
         if len(seen_documents) >= 10:
             break
-        document_text = doc_data["document_extracted"]  # type: ignore
-        document_id = doc_data.get("document_id", "")  # type: ignore
+        document_text = doc_data["document_extracted"]
+        document_id = doc_data.get("document_id", "")
 
         if document_id in seen_documents:
             continue
diff --git a/tests/test_versioning.py b/tests/test_versioning.py
index 2a302a61..2e7be9f6 100644
--- a/tests/test_versioning.py
+++ b/tests/test_versioning.py
@@ -14,7 +14,7 @@ async def test_version_rollback_on_create_failure(temp_db_path):
             await orig_create(chunks)
             raise RuntimeError("boom")
 
-        client.chunk_repository.create = succeed_then_fail  # type: ignore[method-assign]
+        client.chunk_repository.create = succeed_then_fail
 
         # Attempt to create document; expect failure and rollback
         content = "Hello, rollback!"
@@ -43,20 +43,20 @@ async def test_version_rollback_on_update_failure(temp_db_path):
             await orig_create(chunks)
             raise RuntimeError("update fail")
 
-        client.chunk_repository.create = succeed_then_fail  # type: ignore[method-assign]
+        client.chunk_repository.create = succeed_then_fail
 
         # Attempt update
         with pytest.raises(RuntimeError):
             await client.update_document(
-                document_id=created.id,  # type: ignore[arg-type]
+                document_id=created.id,
                 content="Updated content",
             )
 
         # Content and chunks should remain the original
-        persisted = await client.get_document_by_id(created.id)  # type: ignore[arg-type]
+        persisted = await client.get_document_by_id(created.id)
         assert persisted is not None
         assert persisted.content == base_content
-        original_chunks = await client.chunk_repository.get_by_document_id(created.id)  # type: ignore[arg-type]
+        original_chunks = await client.chunk_repository.get_by_document_id(created.id)
         assert len(original_chunks) > 0
 
 
diff --git a/uv.lock b/uv.lock
index 79879e9e..c94f642e 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1304,12 +1304,12 @@ dev = [
     { name = "mkdocs-material" },
     { name = "pre-commit" },
     { name = "pydantic-ai-slim", extra = ["anthropic", "bedrock", "google", "groq"] },
-    { name = "pyright" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
     { name = "pytest-cov" },
     { name = "pytest-recording" },
     { name = "ruff" },
+    { name = "ty" },
 ]
 
 [package.metadata]
@@ -1330,12 +1330,12 @@ dev = [
     { name = "pydantic-ai-slim", extras = ["bedrock"] },
     { name = "pydantic-ai-slim", extras = ["google"] },
     { name = "pydantic-ai-slim", extras = ["groq"] },
-    { name = "pyright", specifier = ">=1.1.408" },
     { name = "pytest", specifier = ">=9.0.2" },
     { name = "pytest-asyncio", specifier = ">=1.3.0" },
     { name = "pytest-cov", specifier = ">=7.0.0" },
     { name = "pytest-recording", specifier = ">=0.13.4" },
     { name = "ruff", specifier = ">=0.14.11" },
+    { name = "ty", specifier = ">=0.0.1a17" },
 ]
 
 [[package]]
@@ -3843,19 +3843,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/df/80/fc9d01d5ed37ba4c42ca2b55b4339ae6e200b456be3a1aaddf4a9fa99b8c/pyperclip-1.11.0-py3-none-any.whl", hash = "sha256:299403e9ff44581cb9ba2ffeed69c7aa96a008622ad0c46cb575ca75b5b84273", size = 11063, upload-time = "2025-09-26T14:40:36.069Z" },
 ]
 
-[[package]]
-name = "pyright"
-version = "1.1.408"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "nodeenv" },
-    { name = "typing-extensions" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/74/b2/5db700e52554b8f025faa9c3c624c59f1f6c8841ba81ab97641b54322f16/pyright-1.1.408.tar.gz", hash = "sha256:f28f2321f96852fa50b5829ea492f6adb0e6954568d1caa3f3af3a5f555eb684", size = 4400578, upload-time = "2026-01-08T08:07:38.795Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/0c/82/a2c93e32800940d9573fb28c346772a14778b84ba7524e691b324620ab89/pyright-1.1.408-py3-none-any.whl", hash = "sha256:090b32865f4fdb1e0e6cd82bf5618480d48eecd2eb2e70f960982a3d9a4c17c1", size = 6399144, upload-time = "2026-01-08T08:07:37.082Z" },
-]
-
 [[package]]
 name = "pytest"
 version = "9.0.2"
@@ -4992,6 +4979,31 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/16/b5/b0d3d8b901b6a04ca38df5e24c27e53afb15b93624d7fd7d658c7cd9352a/triton-3.5.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bac7f7d959ad0f48c0e97d6643a1cc0fd5786fe61cb1f83b537c6b2d54776478", size = 170582192, upload-time = "2025-11-11T17:41:23.963Z" },
 ]
 
+[[package]]
+name = "ty"
+version = "0.0.12"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b5/78/ba1a4ad403c748fbba8be63b7e774a90e80b67192f6443d624c64fe4aaab/ty-0.0.12.tar.gz", hash = "sha256:cd01810e106c3b652a01b8f784dd21741de9fdc47bd595d02c122a7d5cefeee7", size = 4981303, upload-time = "2026-01-14T22:30:48.537Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7d/8f/c21314d074dda5fb13d3300fa6733fd0d8ff23ea83a721818740665b6314/ty-0.0.12-py3-none-linux_armv6l.whl", hash = "sha256:eb9da1e2c68bd754e090eab39ed65edf95168d36cbeb43ff2bd9f86b4edd56d1", size = 9614164, upload-time = "2026-01-14T22:30:44.016Z" },
+    { url = "https://files.pythonhosted.org/packages/09/28/f8a4d944d13519d70c486e8f96d6fa95647ac2aa94432e97d5cfec1f42f6/ty-0.0.12-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:c181f42aa19b0ed7f1b0c2d559980b1f1d77cc09419f51c8321c7ddf67758853", size = 9542337, upload-time = "2026-01-14T22:30:05.687Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/9c/f576e360441de7a8201daa6dc4ebc362853bc5305e059cceeb02ebdd9a48/ty-0.0.12-py3-none-macosx_11_0_arm64.whl", hash = "sha256:1f829e1eecd39c3e1b032149db7ae6a3284f72fc36b42436e65243a9ed1173db", size = 8909582, upload-time = "2026-01-14T22:30:46.089Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/13/0898e494032a5d8af3060733d12929e3e7716db6c75eac63fa125730a3e7/ty-0.0.12-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f45162e7826e1789cf3374627883cdeb0d56b82473a0771923e4572928e90be3", size = 9384932, upload-time = "2026-01-14T22:30:13.769Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/1a/b35b6c697008a11d4cedfd34d9672db2f0a0621ec80ece109e13fca4dfef/ty-0.0.12-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:d11fec40b269bec01e751b2337d1c7ffa959a2c2090a950d7e21c2792442cccd", size = 9453140, upload-time = "2026-01-14T22:30:11.131Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/1e/71c9edbc79a3c88a0711324458f29c7dbf6c23452c6e760dc25725483064/ty-0.0.12-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:09d99e37e761a4d2651ad9d5a610d11235fbcbf35dc6d4bc04abf54e7cf894f1", size = 9960680, upload-time = "2026-01-14T22:30:33.621Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/75/39375129f62dd22f6ad5a99cd2a42fd27d8b91b235ce2db86875cdad397d/ty-0.0.12-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:d9ca0cdb17bd37397da7b16a7cd23423fc65c3f9691e453ad46c723d121225a1", size = 10904518, upload-time = "2026-01-14T22:30:08.464Z" },
+    { url = "https://files.pythonhosted.org/packages/32/5e/26c6d88fafa11a9d31ca9f4d12989f57782ec61e7291d4802d685b5be118/ty-0.0.12-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fcf2757b905e7eddb7e456140066335b18eb68b634a9f72d6f54a427ab042c64", size = 10525001, upload-time = "2026-01-14T22:30:16.454Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/a5/2f0b91894af13187110f9ad7ee926d86e4e6efa755c9c88a820ed7f84c85/ty-0.0.12-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:00cf34c1ebe1147efeda3021a1064baa222c18cdac114b7b050bbe42deb4ca80", size = 10307103, upload-time = "2026-01-14T22:30:41.221Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/77/13d0410827e4bc713ebb7fdaf6b3590b37dcb1b82e0a81717b65548f2442/ty-0.0.12-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2bb3a655bd869352e9a22938d707631ac9fbca1016242b1f6d132d78f347c851", size = 10072737, upload-time = "2026-01-14T22:30:51.783Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/dd/fc36d8bac806c74cf04b4ca735bca14d19967ca84d88f31e121767880df1/ty-0.0.12-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:4658e282c7cb82be304052f8f64f9925f23c3c4f90eeeb32663c74c4b095d7ba", size = 9368726, upload-time = "2026-01-14T22:30:18.683Z" },
+    { url = "https://files.pythonhosted.org/packages/54/70/9e8e461647550f83e2fe54bc632ccbdc17a4909644783cdbdd17f7296059/ty-0.0.12-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:c167d838eaaa06e03bb66a517f75296b643d950fbd93c1d1686a187e5a8dbd1f", size = 9454704, upload-time = "2026-01-14T22:30:22.759Z" },
+    { url = "https://files.pythonhosted.org/packages/04/9b/6292cf7c14a0efeca0539cf7d78f453beff0475cb039fbea0eb5d07d343d/ty-0.0.12-py3-none-musllinux_1_2_i686.whl", hash = "sha256:2956e0c9ab7023533b461d8a0e6b2ea7b78e01a8dde0688e8234d0fce10c4c1c", size = 9649829, upload-time = "2026-01-14T22:30:31.234Z" },
+    { url = "https://files.pythonhosted.org/packages/49/bd/472a5d2013371e4870886cff791c94abdf0b92d43d305dd0f8e06b6ff719/ty-0.0.12-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:5c6a3fd7479580009f21002f3828320621d8a82d53b7ba36993234e3ccad58c8", size = 10162814, upload-time = "2026-01-14T22:30:36.174Z" },
+    { url = "https://files.pythonhosted.org/packages/31/e9/2ecbe56826759845a7c21d80aa28187865ea62bc9757b056f6cbc06f78ed/ty-0.0.12-py3-none-win32.whl", hash = "sha256:a91c24fd75c0f1796d8ede9083e2c0ec96f106dbda73a09fe3135e075d31f742", size = 9140115, upload-time = "2026-01-14T22:30:38.903Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/6d/d9531eff35a5c0ec9dbc10231fac21f9dd6504814048e81d6ce1c84dc566/ty-0.0.12-py3-none-win_amd64.whl", hash = "sha256:df151894be55c22d47068b0f3b484aff9e638761e2267e115d515fcc9c5b4a4b", size = 9884532, upload-time = "2026-01-14T22:30:25.112Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/f3/20b49e75967023b123a221134548ad7000f9429f13fdcdda115b4c26305f/ty-0.0.12-py3-none-win_arm64.whl", hash = "sha256:cea99d334b05629de937ce52f43278acf155d3a316ad6a35356635f886be20ea", size = 9313974, upload-time = "2026-01-14T22:30:27.44Z" },
+]
+
 [[package]]
 name = "typer"
 version = "0.19.2"

From f05159859cf2320763751891be67e4e912cf91a2 Mon Sep 17 00:00:00 2001
From: Yiorgis Gozadinos <ggozadinos@gmail.com>
Date: Mon, 19 Jan 2026 16:00:18 +0200
Subject: [PATCH 2/3] Additional fixes to remove type ignores

---
 haiku_rag_slim/haiku/rag/utils.py    | 15 ++++++++++++--
 tests/agents/chat/test_chat_agent.py |  5 +++--
 tests/conftest.py                    |  7 +++----
 tests/test_rebuild.py                | 31 +++++++++++++++++++---------
 4 files changed, 40 insertions(+), 18 deletions(-)

diff --git a/haiku_rag_slim/haiku/rag/utils.py b/haiku_rag_slim/haiku/rag/utils.py
index f51770f7..b038dde0 100644
--- a/haiku_rag_slim/haiku/rag/utils.py
+++ b/haiku_rag_slim/haiku/rag/utils.py
@@ -177,6 +177,10 @@ def get_model(
         return OpenAIChatModel(model_name=model, settings=openai_settings)
 
     elif provider == "anthropic":
+        from anthropic.types.beta import (
+            BetaThinkingConfigDisabledParam,
+            BetaThinkingConfigEnabledParam,
+        )
         from pydantic_ai.models.anthropic import AnthropicModel, AnthropicModelSettings
 
         anthropic_settings: Any = None
@@ -184,12 +188,19 @@ def get_model(
         # Apply thinking control
         if model_config.enable_thinking is not None:
             if model_config.enable_thinking:
+                thinking_config: BetaThinkingConfigEnabledParam = {
+                    "type": "enabled",
+                    "budget_tokens": 4096,
+                }
                 anthropic_settings = AnthropicModelSettings(
-                    anthropic_thinking={"type": "enabled", "budget_tokens": 4096}  # ty: ignore[invalid-argument-type]
+                    anthropic_thinking=thinking_config
                 )
             else:
+                thinking_disabled: BetaThinkingConfigDisabledParam = {
+                    "type": "disabled"
+                }
                 anthropic_settings = AnthropicModelSettings(
-                    anthropic_thinking={"type": "disabled"}  # ty: ignore[invalid-argument-type]
+                    anthropic_thinking=thinking_disabled
                 )
 
         anthropic_settings = apply_common_settings(
diff --git a/tests/agents/chat/test_chat_agent.py b/tests/agents/chat/test_chat_agent.py
index 0dba3637..392ced22 100644
--- a/tests/agents/chat/test_chat_agent.py
+++ b/tests/agents/chat/test_chat_agent.py
@@ -81,9 +81,10 @@ def test_chat_agent_has_dynamic_system_prompt():
     agent = create_chat_agent(Config)
     # The agent should have at least one system prompt function registered
     # (the add_background_context function)
-    assert len(agent._system_prompt_functions) >= 1
+    system_prompt_functions = getattr(agent, "_system_prompt_functions")
+    assert len(system_prompt_functions) >= 1
     # Verify it's the add_background_context function
-    func_names = [r.function.__name__ for r in agent._system_prompt_functions]  # ty: ignore[unresolved-attribute]
+    func_names = [r.function.__name__ for r in system_prompt_functions]
     assert "add_background_context" in func_names
 
 
diff --git a/tests/conftest.py b/tests/conftest.py
index c92956b4..5362a6cf 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -2,7 +2,7 @@ import logging
 import os
 import tempfile
 from pathlib import Path
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING, Any, cast
 
 # Prevent tests from loading user's local haiku.rag.yaml by setting env var
 # to a test config file BEFORE any haiku.rag imports.
@@ -26,7 +26,7 @@ from datasets import Dataset, load_dataset, load_from_disk  # noqa: E402
 if TYPE_CHECKING:
     from vcr import VCR
 
-pydantic_ai.models.ALLOW_MODEL_REQUESTS = False  # ty: ignore[invalid-assignment]
+setattr(pydantic_ai.models, "ALLOW_MODEL_REQUESTS", False)
 logging.getLogger("vcr.cassette").setLevel(logging.WARNING)
 
 
@@ -35,8 +35,7 @@ def qa_corpus() -> Dataset:
     ds_path = Path(__file__).parent / "data" / "dataset"
     ds_path.mkdir(parents=True, exist_ok=True)
     try:
-        ds: Dataset = load_from_disk(ds_path)  # ty: ignore[invalid-assignment]
-        return ds
+        return cast(Dataset, load_from_disk(ds_path))
     except FileNotFoundError:
         ds: Dataset = load_dataset("ServiceNow/repliqa")["repliqa_3"]
         corpus = ds.filter(lambda doc: doc["document_topic"] == "News Stories")
diff --git a/tests/test_rebuild.py b/tests/test_rebuild.py
index 6dfa0b90..43e56304 100644
--- a/tests/test_rebuild.py
+++ b/tests/test_rebuild.py
@@ -1,9 +1,20 @@
+from typing import TypedDict
+
 import pytest
 from datasets import Dataset
 
 from haiku.rag.client import HaikuRAG, RebuildMode
 
 
+class ChunkData(TypedDict):
+    id: str
+    document_id: str
+    content: str
+    content_fts: str
+    metadata: str
+    order: int
+
+
 @pytest.mark.vcr()
 async def test_rebuild_full(qa_corpus: Dataset, temp_db_path):
     """Test full rebuild: converts, chunks, and embeds all documents."""
@@ -132,15 +143,15 @@ async def test_rebuild_embed_only_with_changed_vector_dim(
 
         chunks_before = await client.chunk_repository.get_by_document_id(doc.id)
         assert len(chunks_before) > 0
-        chunk_data = [
-            {
-                "id": c.id,
-                "document_id": c.document_id,
-                "content": c.content,
-                "content_fts": c.content,
-                "metadata": json.dumps(c.metadata),
-                "order": c.order,
-            }
+        chunk_data: list[ChunkData] = [
+            ChunkData(
+                id=c.id or "",
+                document_id=c.document_id or "",
+                content=c.content,
+                content_fts=c.content,
+                metadata=json.dumps(c.metadata),
+                order=c.order,
+            )
             for c in chunks_before
         ]
 
@@ -167,7 +178,7 @@ async def test_rebuild_embed_only_with_changed_vector_dim(
             content=c["content"],
             content_fts=c["content_fts"],
             metadata=c["metadata"],
-            order=c["order"],  # ty: ignore[invalid-argument-type]
+            order=c["order"],
             vector=[0.1] * 4096,
         )
         for c in chunk_data

From 1022d5dafdd42b02c70b3ec0848d1d7d6ec1f446 Mon Sep 17 00:00:00 2001
From: Yiorgis Gozadinos <ggozadinos@gmail.com>
Date: Mon, 19 Jan 2026 16:23:26 +0200
Subject: [PATCH 3/3] Update dependencies

---
 CHANGELOG.md                        |   8 ++
 evaluations/pyproject.toml          |   4 +-
 haiku_rag_slim/haiku/rag/monitor.py |   5 +-
 haiku_rag_slim/pyproject.toml       |   8 +-
 pyproject.toml                      |   6 +-
 uv.lock                             | 119 ++++++++++++++--------------
 6 files changed, 79 insertions(+), 71 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 393fa96c..11441fc6 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,14 @@
 - **Type Checker**: Replaced pyright with [ty](https://github.com/astral-sh/ty), Astral's extremely fast Python type checker
   - Added explicit `Agent[Deps, Output]` type annotations to all pydantic-ai agents for better type inference
   - Removed ~24 unnecessary `# type: ignore` comments that ty correctly infers
+- **Dependencies**: Updated to latest versions
+  - `pydantic-ai-slim`: 1.39.0 → 1.44.0
+  - `docling`: 2.67.0 → 2.68.0
+  - `pathspec`: 0.12.1 → 1.0.3
+  - `textual`: 7.0.0 → 7.3.0
+  - `datasets`: 4.4.2 → 4.5.0
+  - `ruff`: 0.14.11 → 0.14.13
+  - `opencv-python-headless`: 4.12.0.88 → 4.13.0.90
 
 ## [0.26.6] - 2026-01-19
 
diff --git a/evaluations/pyproject.toml b/evaluations/pyproject.toml
index 160082fd..d8e4f2d2 100644
--- a/evaluations/pyproject.toml
+++ b/evaluations/pyproject.toml
@@ -9,8 +9,8 @@ requires-python = ">=3.12"
 
 dependencies = [
     "haiku.rag-slim",
-    "pydantic-ai-slim[evals,logfire]>=1.39.0",
-    "datasets>=4.4.2",
+    "pydantic-ai-slim[evals,logfire]>=1.44.0",
+    "datasets>=4.5.0",
     "typer>=0.19.2,<0.20.0",
     "python-dotenv>=1.2.1",
 ]
diff --git a/haiku_rag_slim/haiku/rag/monitor.py b/haiku_rag_slim/haiku/rag/monitor.py
index 45a1178e..a8ca8bdb 100644
--- a/haiku_rag_slim/haiku/rag/monitor.py
+++ b/haiku_rag_slim/haiku/rag/monitor.py
@@ -4,7 +4,6 @@ from pathlib import Path
 from typing import TYPE_CHECKING
 
 import pathspec
-from pathspec.patterns.gitwildmatch import GitWildMatchPattern
 from watchfiles import Change, DefaultFilter, awatch
 
 from haiku.rag.client import HaikuRAG
@@ -37,12 +36,12 @@ class FileFilter(DefaultFilter):
 
         self.extensions = tuple(supported_extensions)
         self.ignore_spec = (
-            pathspec.PathSpec.from_lines(GitWildMatchPattern, ignore_patterns)
+            pathspec.PathSpec.from_lines("gitwildmatch", ignore_patterns)
             if ignore_patterns
             else None
         )
         self.include_spec = (
-            pathspec.PathSpec.from_lines(GitWildMatchPattern, include_patterns)
+            pathspec.PathSpec.from_lines("gitwildmatch", include_patterns)
             if include_patterns
             else None
         )
diff --git a/haiku_rag_slim/pyproject.toml b/haiku_rag_slim/pyproject.toml
index a90c676e..6f141517 100644
--- a/haiku_rag_slim/pyproject.toml
+++ b/haiku_rag_slim/pyproject.toml
@@ -25,9 +25,9 @@ dependencies = [
     "docling-core==2.59.0",
     "httpx>=0.28.1",
     "lancedb==0.26.1",
-    "pathspec>=0.12.1",
+    "pathspec>=1.0.3",
     "pydantic>=2.12.5",
-    "pydantic-ai-slim[openai,fastmcp,logfire,ag-ui]>=1.39.0",
+    "pydantic-ai-slim[openai,fastmcp,logfire,ag-ui]>=1.44.0",
     "python-dotenv>=1.2.1",
     "pyyaml>=6.0.3",
     "rich>=14.2.0",
@@ -37,7 +37,7 @@ dependencies = [
 
 [project.optional-dependencies]
 # Document processing
-docling = ["docling==2.67.0", "opencv-python-headless>=4.12.0.88"]
+docling = ["docling==2.68.0", "opencv-python-headless>=4.13.0.90"]
 # Embedding providers
 voyageai = ["voyageai>=0.3.7"]
 # Rerankers
@@ -45,7 +45,7 @@ mxbai = ["mxbai-rerank>=0.1.6"]
 cohere = ["cohere>=5.20.1"]
 zeroentropy = ["zeroentropy>=0.1.0a7"]
 # TUI (chat and inspect commands)
-tui = ["textual>=7.0.0", "textual-image>=0.8.5"]
+tui = ["textual>=7.3.0", "textual-image>=0.8.5"]
 # Model providers (delegated to pydantic-ai-slim)
 anthropic = ["pydantic-ai-slim[anthropic]"]
 groq = ["pydantic-ai-slim[groq]"]
diff --git a/pyproject.toml b/pyproject.toml
index c107078e..16b4f2eb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -67,7 +67,7 @@ members = ["haiku_rag_slim", "evaluations"]
 [dependency-groups]
 dev = [
     "haiku.rag-evals",
-    "datasets>=4.4.2",
+    "datasets>=4.5.0",
     "mkdocs>=1.6.1",
     "mkdocs-material>=9.7.1",
     "pre-commit>=4.5.1",
@@ -75,12 +75,12 @@ dev = [
     "pydantic-ai-slim[bedrock]",
     "pydantic-ai-slim[google]",
     "pydantic-ai-slim[groq]",
-    "ty>=0.0.1a17",
+    "ty>=0.0.12",
     "pytest>=9.0.2",
     "pytest-asyncio>=1.3.0",
     "pytest-cov>=7.0.0",
     "pytest-recording>=0.13.4",
-    "ruff>=0.14.11",
+    "ruff>=0.14.13",
 ]
 
 [tool.ruff]
diff --git a/uv.lock b/uv.lock
index c94f642e..b00e6910 100644
--- a/uv.lock
+++ b/uv.lock
@@ -659,7 +659,7 @@ wheels = [
 
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-version = "4.4.2"
+version = "4.5.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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@@ -677,9 +677,9 @@ dependencies = [
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+sdist = { url = "https://files.pythonhosted.org/packages/55/bf/bb927bde63d649296c83e883171ae77074717c1b80fe2868b328bd0dbcbb/datasets-4.5.0.tar.gz", hash = "sha256:00c698ce1c2452e646cc5fad47fef39d3fe78dd650a8a6eb205bb45eb63cd500", size = 588384, upload-time = "2026-01-14T18:27:54.297Z" }
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@@ -741,7 +741,7 @@ wheels = [
 
 [[package]]
 name = "docling"
-version = "2.67.0"
+version = "2.68.0"
 source = { registry = "https://pypi.org/simple" }
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@@ -773,9 +773,9 @@ dependencies = [
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 [[package]]
@@ -1321,7 +1321,7 @@ provides-extras = ["tui"]
 
 [package.metadata.requires-dev]
 dev = [
-    { name = "datasets", specifier = ">=4.4.2" },
+    { name = "datasets", specifier = ">=4.5.0" },
     { name = "haiku-rag-evals", editable = "evaluations" },
     { name = "mkdocs", specifier = ">=1.6.1" },
     { name = "mkdocs-material", specifier = ">=9.7.1" },
@@ -1334,8 +1334,8 @@ dev = [
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     { name = "pytest-cov", specifier = ">=7.0.0" },
     { name = "pytest-recording", specifier = ">=0.13.4" },
-    { name = "ruff", specifier = ">=0.14.11" },
-    { name = "ty", specifier = ">=0.0.1a17" },
+    { name = "ruff", specifier = ">=0.14.13" },
+    { name = "ty", specifier = ">=0.0.12" },
 ]
 
 [[package]]
@@ -1352,9 +1352,9 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = ">=4.4.2" },
+    { name = "datasets", specifier = ">=4.5.0" },
     { name = "haiku-rag-slim", editable = "haiku_rag_slim" },
-    { name = "pydantic-ai-slim", extras = ["evals", "logfire"], specifier = ">=1.39.0" },
+    { name = "pydantic-ai-slim", extras = ["evals", "logfire"], specifier = ">=1.44.0" },
     { name = "python-dotenv", specifier = ">=1.2.1" },
     { name = "typer", specifier = ">=0.19.2,<0.20.0" },
 ]
@@ -1420,25 +1420,25 @@ zeroentropy = [
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 requires-dist = [
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-    { name = "docling", marker = "extra == 'docling'", specifier = "==2.67.0" },
+    { name = "docling", marker = "extra == 'docling'", specifier = "==2.68.0" },
     { name = "docling-core", specifier = "==2.59.0" },
     { name = "httpx", specifier = ">=0.28.1" },
     { name = "lancedb", specifier = "==0.26.1" },
     { name = "mxbai-rerank", marker = "extra == 'mxbai'", specifier = ">=0.1.6" },
-    { name = "opencv-python-headless", marker = "extra == 'docling'", specifier = ">=4.12.0.88" },
-    { name = "pathspec", specifier = ">=0.12.1" },
+    { name = "opencv-python-headless", marker = "extra == 'docling'", specifier = ">=4.13.0.90" },
+    { name = "pathspec", specifier = ">=1.0.3" },
     { name = "pydantic", specifier = ">=2.12.5" },
     { name = "pydantic-ai-slim", extras = ["anthropic"], marker = "extra == 'anthropic'" },
     { name = "pydantic-ai-slim", extras = ["bedrock"], marker = "extra == 'bedrock'" },
     { name = "pydantic-ai-slim", extras = ["google"], marker = "extra == 'google'" },
     { name = "pydantic-ai-slim", extras = ["groq"], marker = "extra == 'groq'" },
     { name = "pydantic-ai-slim", extras = ["mistral"], marker = "extra == 'mistral'" },
-    { name = "pydantic-ai-slim", extras = ["openai", "fastmcp", "logfire", "ag-ui"], specifier = ">=1.39.0" },
+    { name = "pydantic-ai-slim", extras = ["openai", "fastmcp", "logfire", "ag-ui"], specifier = ">=1.44.0" },
     { name = "pydantic-ai-slim", extras = ["vertexai"], marker = "extra == 'vertexai'" },
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     { name = "pyyaml", specifier = ">=6.0.3" },
     { name = "rich", specifier = ">=14.2.0" },
-    { name = "textual", marker = "extra == 'tui'", specifier = ">=7.0.0" },
+    { name = "textual", marker = "extra == 'tui'", specifier = ">=7.3.0" },
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     { name = "voyageai", marker = "extra == 'voyageai'", specifier = ">=0.3.7" },
@@ -2773,19 +2773,20 @@ wheels = [
 
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