diff --git a/pyproject.toml b/pyproject.toml
index 058cdd19..0e649ae8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,7 @@ requires-python = ">=3.10"
 dependencies = [
     "numpy>=1.22.0",
     "scipy>=1.13.1",
-    "kirin-toolchain>=0.21.0,<0.23.0",
+    "kirin-toolchain~=0.22.2",
     "rich>=13.9.4",
     "pydantic>=1.3.0,<2.11.0",
     "pandas>=2.2.3",
diff --git a/src/bloqade/gemini/analysis/logical_validation/__init__.py b/src/bloqade/gemini/analysis/logical_validation/__init__.py
index dc0d77ef..29ee73a1 100644
--- a/src/bloqade/gemini/analysis/logical_validation/__init__.py
+++ b/src/bloqade/gemini/analysis/logical_validation/__init__.py
@@ -1,2 +1,2 @@
-from . import impls as impls  # NOTE: register methods
-from .analysis import GeminiLogicalValidationAnalysis as GeminiLogicalValidationAnalysis
+from . import impls as impls, analysis as analysis  # NOTE: register methods
+from .analysis import GeminiLogicalValidation as GeminiLogicalValidation
diff --git a/src/bloqade/gemini/analysis/logical_validation/analysis.py b/src/bloqade/gemini/analysis/logical_validation/analysis.py
index 4cf2d7a2..2b98672b 100644
--- a/src/bloqade/gemini/analysis/logical_validation/analysis.py
+++ b/src/bloqade/gemini/analysis/logical_validation/analysis.py
@@ -1,17 +1,40 @@
+from typing import Any
+from dataclasses import dataclass
+
 from kirin import ir
+from kirin.lattice import EmptyLattice
+from kirin.analysis import Forward, ForwardFrame
+from kirin.validation import ValidationPass
 
 from bloqade import squin
-from bloqade.validation.analysis import ValidationFrame, ValidationAnalysis
 
 
-class GeminiLogicalValidationAnalysis(ValidationAnalysis):
+class _GeminiLogicalValidationAnalysis(Forward[EmptyLattice]):
     keys = ["gemini.validate.logical"]
 
     first_gate = True
+    lattice = EmptyLattice
 
-    def eval_fallback(self, frame: ValidationFrame, node: ir.Statement):
+    def eval_fallback(self, frame: ForwardFrame, node: ir.Statement):
         if isinstance(node, squin.gate.stmts.Gate):
             # NOTE: to validate that only the first encountered gate can be non-Clifford, we need to track this here
             self.first_gate = False
 
-        return super().eval_fallback(frame, node)
+        return tuple(self.lattice.bottom() for _ in range(len(node.results)))
+
+    def method_self(self, method: ir.Method) -> EmptyLattice:
+        return self.lattice.bottom()
+
+
+@dataclass
+class GeminiLogicalValidation(ValidationPass):
+    """Validates a logical gemini program"""
+
+    def name(self) -> str:
+        return "Gemini Logical Validation"
+
+    def run(self, method: ir.Method) -> tuple[Any, list[ir.ValidationError]]:
+        analysis = _GeminiLogicalValidationAnalysis(method.dialects)
+        frame, _ = analysis.run(method)
+
+        return frame, analysis.get_validation_errors()
diff --git a/src/bloqade/gemini/analysis/logical_validation/impls.py b/src/bloqade/gemini/analysis/logical_validation/impls.py
index cf4bd87b..c576ef0d 100644
--- a/src/bloqade/gemini/analysis/logical_validation/impls.py
+++ b/src/bloqade/gemini/analysis/logical_validation/impls.py
@@ -1,12 +1,10 @@
 from kirin import ir, interp as _interp
-from kirin.analysis import const
+from kirin.analysis import ForwardFrame, const
 from kirin.dialects import scf, func
 
 from bloqade.squin import gate
-from bloqade.validation.analysis import ValidationFrame
-from bloqade.validation.analysis.lattice import Error
 
-from .analysis import GeminiLogicalValidationAnalysis
+from .analysis import _GeminiLogicalValidationAnalysis
 
 
 @scf.dialect.register(key="gemini.validate.logical")
@@ -15,43 +13,36 @@ class __ScfGeminiLogicalValidation(_interp.MethodTable):
     @_interp.impl(scf.IfElse)
     def if_else(
         self,
-        interp: GeminiLogicalValidationAnalysis,
-        frame: ValidationFrame,
+        interp: _GeminiLogicalValidationAnalysis,
+        frame: ForwardFrame,
         stmt: scf.IfElse,
     ):
-        frame.errors.append(
+        interp.add_validation_error(
+            stmt,
             ir.ValidationError(
                 stmt, "If statements are not supported in logical Gemini programs!"
-            )
-        )
-        return (
-            Error(
-                message="If statements are not supported in logical Gemini programs!"
             ),
         )
+        return (interp.lattice.bottom(),)
 
     @_interp.impl(scf.For)
     def for_loop(
         self,
-        interp: GeminiLogicalValidationAnalysis,
-        frame: ValidationFrame,
+        interp: _GeminiLogicalValidationAnalysis,
+        frame: ForwardFrame,
         stmt: scf.For,
     ):
-        if isinstance(stmt.iterable.hints.get("const"), const.Value):
-            return (interp.lattice.top(),)
+        if not isinstance(stmt.iterable.hints.get("const"), const.Value):
 
-        frame.errors.append(
-            ir.ValidationError(
+            interp.add_validation_error(
                 stmt,
-                "Non-constant iterable in for loop is not supported in Gemini logical programs!",
+                ir.ValidationError(
+                    stmt,
+                    "Non-constant iterable in for loop is not supported in Gemini logical programs!",
+                ),
             )
-        )
 
-        return (
-            Error(
-                message="Non-constant iterable in for loop is not supported in Gemini logical programs!"
-            ),
-        )
+        return (interp.lattice.bottom(),)
 
 
 @func.dialect.register(key="gemini.validate.logical")
@@ -59,43 +50,45 @@ class __FuncGeminiLogicalValidation(_interp.MethodTable):
     @_interp.impl(func.Invoke)
     def invoke(
         self,
-        interp: GeminiLogicalValidationAnalysis,
-        frame: ValidationFrame,
+        interp: _GeminiLogicalValidationAnalysis,
+        frame: ForwardFrame,
         stmt: func.Invoke,
     ):
-        frame.errors.append(
+        interp.add_validation_error(
+            stmt,
             ir.ValidationError(
                 stmt,
                 "Function invocations not supported in logical Gemini program!",
                 help="Make sure to decorate your function with `@logical(inline = True)` or `@logical(aggressive_unroll = True)` to inline function calls",
-            )
+            ),
         )
 
-        return tuple(
-            Error(
-                message="Function invocations not supported in logical Gemini program!"
-            )
-            for _ in stmt.results
-        )
+        return tuple(interp.lattice.bottom() for _ in stmt.results)
 
 
 @gate.dialect.register(key="gemini.validate.logical")
 class __GateGeminiLogicalValidation(_interp.MethodTable):
+
     @_interp.impl(gate.stmts.U3)
-    def u3(
+    @_interp.impl(gate.stmts.T)
+    @_interp.impl(gate.stmts.Rx)
+    @_interp.impl(gate.stmts.Ry)
+    @_interp.impl(gate.stmts.Rz)
+    def non_clifford(
         self,
-        interp: GeminiLogicalValidationAnalysis,
-        frame: ValidationFrame,
-        stmt: gate.stmts.U3,
+        interp: _GeminiLogicalValidationAnalysis,
+        frame: ForwardFrame,
+        stmt: gate.stmts.SingleQubitGate | gate.stmts.RotationGate,
     ):
         if interp.first_gate:
             interp.first_gate = False
             return ()
 
-        frame.errors.append(
+        interp.add_validation_error(
+            stmt,
             ir.ValidationError(
                 stmt,
-                "U3 gate can only be used for initial state preparation, i.e. as the first gate!",
-            )
+                f"Non-clifford gate {stmt.name} can only be used for initial state preparation, i.e. as the first gate!",
+            ),
         )
         return ()
diff --git a/src/bloqade/gemini/dialects/logical/groups.py b/src/bloqade/gemini/dialects/logical/groups.py
index dea43e91..b9258aae 100644
--- a/src/bloqade/gemini/dialects/logical/groups.py
+++ b/src/bloqade/gemini/dialects/logical/groups.py
@@ -4,13 +4,13 @@
 from kirin.passes import Default
 from kirin.prelude import structural_no_opt
 from kirin.dialects import py, func, ilist
+from kirin.validation import ValidationSuite
 from typing_extensions import Doc
 from kirin.passes.inline import InlinePass
 
 from bloqade.squin import gate, qubit
-from bloqade.validation import KernelValidation
 from bloqade.rewrite.passes import AggressiveUnroll
-from bloqade.gemini.analysis.logical_validation import GeminiLogicalValidationAnalysis
+from bloqade.gemini.analysis.logical_validation import GeminiLogicalValidation
 
 from ._dialect import dialect
 
@@ -63,8 +63,9 @@ def run_pass(
             default_pass.fixpoint(mt)
 
         if verify:
-            validator = KernelValidation(GeminiLogicalValidationAnalysis)
-            validator.run(mt, no_raise=no_raise)
+            validator = ValidationSuite([GeminiLogicalValidation])
+            validation_result = validator.validate(mt)
+            validation_result.raise_if_invalid()
             mt.verify()
 
     return run_pass
diff --git a/src/bloqade/validation/__init__.py b/src/bloqade/validation/__init__.py
deleted file mode 100644
index e0992c23..00000000
--- a/src/bloqade/validation/__init__.py
+++ /dev/null
@@ -1,2 +0,0 @@
-from . import analysis as analysis
-from .kernel_validation import KernelValidation as KernelValidation
diff --git a/src/bloqade/validation/analysis/__init__.py b/src/bloqade/validation/analysis/__init__.py
deleted file mode 100644
index fc9a0b49..00000000
--- a/src/bloqade/validation/analysis/__init__.py
+++ /dev/null
@@ -1,5 +0,0 @@
-from . import lattice as lattice
-from .analysis import (
-    ValidationFrame as ValidationFrame,
-    ValidationAnalysis as ValidationAnalysis,
-)
diff --git a/src/bloqade/validation/analysis/analysis.py b/src/bloqade/validation/analysis/analysis.py
deleted file mode 100644
index 19220b73..00000000
--- a/src/bloqade/validation/analysis/analysis.py
+++ /dev/null
@@ -1,41 +0,0 @@
-from abc import ABC
-from dataclasses import field, dataclass
-
-from kirin import ir
-from kirin.analysis import ForwardExtra, ForwardFrame
-
-from .lattice import ErrorType
-
-
-@dataclass
-class ValidationFrame(ForwardFrame[ErrorType]):
-    # NOTE: cannot be set[Error] since that's not hashable
-    errors: list[ir.ValidationError] = field(default_factory=list)
-    """List of all ecnountered errors.
-
-    Append a `kirin.ir.ValidationError` to this list in the method implementation
-    in order for it to get picked up by the `KernelValidation` run.
-    """
-
-
-@dataclass
-class ValidationAnalysis(ForwardExtra[ValidationFrame, ErrorType], ABC):
-    """Analysis pass that indicates errors in the IR according to the respective method tables.
-
-    If you need to implement validation for a dialect shared by many groups (for example, if you need to ascertain if statements have a specific form)
-    you'll need to inherit from this class.
-    """
-
-    lattice = ErrorType
-
-    def eval_fallback(self, frame: ValidationFrame, node: ir.Statement):
-        # NOTE: default to no errors
-        return tuple(self.lattice.top() for _ in node.results)
-
-    def initialize_frame(
-        self, node: ir.Statement, *, has_parent_access: bool = False
-    ) -> ValidationFrame:
-        return ValidationFrame(node, has_parent_access=has_parent_access)
-
-    def method_self(self, method: ir.Method) -> ErrorType:
-        return self.lattice.top()
diff --git a/src/bloqade/validation/analysis/lattice.py b/src/bloqade/validation/analysis/lattice.py
deleted file mode 100644
index d4c46469..00000000
--- a/src/bloqade/validation/analysis/lattice.py
+++ /dev/null
@@ -1,58 +0,0 @@
-from typing import final
-from dataclasses import dataclass
-
-from kirin.lattice import (
-    SingletonMeta,
-    BoundedLattice,
-    IsSubsetEqMixin,
-    SimpleJoinMixin,
-    SimpleMeetMixin,
-)
-
-
-@dataclass
-class ErrorType(
-    SimpleJoinMixin["ErrorType"],
-    SimpleMeetMixin["ErrorType"],
-    IsSubsetEqMixin["ErrorType"],
-    BoundedLattice["ErrorType"],
-):
-
-    @classmethod
-    def bottom(cls) -> "ErrorType":
-        return InvalidErrorType()
-
-    @classmethod
-    def top(cls) -> "ErrorType":
-        return NoError()
-
-
-@final
-@dataclass
-class InvalidErrorType(ErrorType, metaclass=SingletonMeta):
-    """Bottom to represent when we encounter an error running the analysis.
-
-    When this is encountered, it means there might be an error, but we were unable to tell.
-    """
-
-    pass
-
-
-@final
-@dataclass
-class Error(ErrorType):
-    """Indicates an error in the IR."""
-
-    message: str = ""
-    """Optional error message to show in the IR.
-
-    NOTE: this is just to show a message when printing the IR. Actual errors
-    are collected by appending ir.ValidationError to the frame in the method
-    implementation.
-    """
-
-
-@final
-@dataclass
-class NoError(ErrorType, metaclass=SingletonMeta):
-    pass
diff --git a/src/bloqade/validation/kernel_validation.py b/src/bloqade/validation/kernel_validation.py
deleted file mode 100644
index d3f82774..00000000
--- a/src/bloqade/validation/kernel_validation.py
+++ /dev/null
@@ -1,77 +0,0 @@
-import sys
-from dataclasses import dataclass
-
-from kirin import ir, exception
-from rich.console import Console
-
-from .analysis import ValidationAnalysis
-
-
-class ValidationErrorGroup(BaseException):
-    def __init__(self, *args: object, errors=[]) -> None:
-        super().__init__(*args)
-        self.errors = errors
-
-
-# TODO: this overrides kirin's exception handler and should be upstreamed
-def exception_handler(exc_type, exc_value, exc_tb):
-    if issubclass(exc_type, ValidationErrorGroup):
-        console = Console(force_terminal=True)
-        for i, err in enumerate(exc_value.errors):
-            with console.capture() as capture:
-                console.print(f"==== Error {i} ====")
-                console.print(f"[bold red]{type(err).__name__}:[/bold red]", end="")
-            print(capture.get(), *err.args, file=sys.stderr)
-            if err.source:
-                print("Source Traceback:", file=sys.stderr)
-                print(err.hint(), file=sys.stderr, end="")
-        console.print("=" * 40)
-        console.print(
-            "[bold red]Kernel validation failed:[/bold red] There were multiple errors encountered during validation, see above"
-        )
-        return
-
-    return exception.exception_handler(exc_type, exc_value, exc_tb)
-
-
-sys.excepthook = exception_handler
-
-
-@dataclass
-class KernelValidation:
-    """Validate a kernel according to a `ValidationAnalysis`.
-
-    This is a simple wrapper around the analysis that runs the analysis, checks
-    the `ValidationFrame` for errors and throws them if there are any.
-    """
-
-    validation_analysis_cls: type[ValidationAnalysis]
-    """The analysis that you want to run in order to validate the kernel."""
-
-    def run(self, mt: ir.Method, no_raise: bool = True) -> None:
-        """Run the kernel validation analysis and raise any errors found.
-
-        Args:
-            mt (ir.Method): The method to validate
-            no_raise (bool): Whether or not to raise errors when running the analysis.
-                This is only to make sure the analysis works. Errors found during
-                the analysis will be raised regardless of this setting. Defaults to `True`.
-
-        """
-
-        validation_analysis = self.validation_analysis_cls(mt.dialects)
-
-        if no_raise:
-            validation_frame, _ = validation_analysis.run_no_raise(mt)
-        else:
-            validation_frame, _ = validation_analysis.run(mt)
-
-        errors = validation_frame.errors
-
-        if len(errors) == 0:
-            # Valid program
-            return
-        elif len(errors) == 1:
-            raise errors[0]
-        else:
-            raise ValidationErrorGroup(errors=errors)
diff --git a/test/gemini/test_logical_validation.py b/test/gemini/test_logical_validation.py
index 34917778..b814b04a 100644
--- a/test/gemini/test_logical_validation.py
+++ b/test/gemini/test_logical_validation.py
@@ -1,11 +1,14 @@
 import pytest
 from kirin import ir
+from kirin.validation import ValidationSuite
+from kirin.ir.exception import ValidationErrorGroup
 
 from bloqade import squin, gemini
 from bloqade.types import Qubit
-from bloqade.validation import KernelValidation
-from bloqade.validation.kernel_validation import ValidationErrorGroup
-from bloqade.gemini.analysis.logical_validation import GeminiLogicalValidationAnalysis
+from bloqade.gemini.analysis.logical_validation.analysis import (
+    GeminiLogicalValidation,
+    _GeminiLogicalValidationAnalysis,
+)
 
 
 def test_if_stmt_invalid():
@@ -30,14 +33,15 @@ def main():
         if m2:
             squin.y(q[2])
 
-    frame, _ = GeminiLogicalValidationAnalysis(main.dialects).run_no_raise(main)
+    frame, _ = _GeminiLogicalValidationAnalysis(main.dialects).run_no_raise(main)
 
     main.print(analysis=frame.entries)
 
-    validator = KernelValidation(GeminiLogicalValidationAnalysis)
+    validator = ValidationSuite([GeminiLogicalValidation])
+    validation_result = validator.validate(main)
 
     with pytest.raises(ValidationErrorGroup):
-        validator.run(main, no_raise=False)
+        validation_result.raise_if_invalid()
 
 
 def test_for_loop():
@@ -51,7 +55,7 @@ def valid_loop():
 
     valid_loop.print()
 
-    with pytest.raises(ir.ValidationError):
+    with pytest.raises(ValidationErrorGroup):
 
         @gemini.logical.kernel
         def invalid_loop(n: int):
@@ -92,7 +96,7 @@ def main():
         squin.h(q[0])
         squin.cx(q[0], q[1])
 
-    with pytest.raises(ir.ValidationError):
+    with pytest.raises(ValidationErrorGroup):
 
         @gemini.logical.kernel(no_raise=False)
         def invalid():
@@ -102,7 +106,7 @@ def invalid():
             squin.cx(q[0], q[1])
             squin.u3(0.123, 0.253, 1.2, q[0])
 
-        frame, _ = GeminiLogicalValidationAnalysis(invalid.dialects).run_no_raise(
+        frame, _ = _GeminiLogicalValidationAnalysis(invalid.dialects).run_no_raise(
             invalid
         )
 
@@ -128,7 +132,7 @@ def invalid():
             another_m = gemini.logical.terminal_measure(q)
             return m, another_m
 
-        frame, _ = GeminiLogicalValidationAnalysis(invalid.dialects).run_no_raise(
+        frame, _ = _GeminiLogicalValidationAnalysis(invalid.dialects).run_no_raise(
             invalid
         )
 
@@ -137,6 +141,7 @@ def invalid():
 
 def test_multiple_errors():
     did_error = False
+
     try:
 
         @gemini.logical.kernel
diff --git a/uv.lock b/uv.lock
index d79ed423..b4ba0b58 100644
--- a/uv.lock
+++ b/uv.lock
@@ -33,11 +33,11 @@ wheels = [
 
 [[package]]
 name = "asttokens"
-version = "3.0.0"
+version = "3.0.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/4a/e7/82da0a03e7ba5141f05cce0d302e6eed121ae055e0456ca228bf693984bc/asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7", size = 61978, upload-time = "2024-11-30T04:30:14.439Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/be/a5/8e3f9b6771b0b408517c82d97aed8f2036509bc247d46114925e32fe33f0/asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7", size = 62308, upload-time = "2025-11-15T16:43:48.578Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2", size = 26918, upload-time = "2024-11-30T04:30:10.946Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/39/e7eaf1799466a4aef85b6a4fe7bd175ad2b1c6345066aa33f1f58d4b18d0/asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a", size = 27047, upload-time = "2025-11-15T16:43:16.109Z" },
 ]
 
 [[package]]
@@ -51,25 +51,25 @@ wheels = [
 
 [[package]]
 name = "autoray"
-version = "0.8.0"
+version = "0.8.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/5a/fe/3272078bb25736ace584cc30adc934f4de8bce6b6fa639836594558dc321/autoray-0.8.0.tar.gz", hash = "sha256:5d0d71da03cb02d5bc590a1af64e0ba58589352d628843a0ecbcfe90040dc520", size = 1215812, upload-time = "2025-08-20T18:10:26.127Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/8e/69/83ad91aba8b0e1f6f8083f6a940b5b28a11073ee4072bc63c6de919b6e25/autoray-0.8.3.tar.gz", hash = "sha256:aff10b1f79778ea9f678df828f02b9c5c19c6f4e5b5b3095d9885bb41cd1da9d", size = 1181275, upload-time = "2025-11-24T22:33:38.348Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d6/83/943d67bf9acd863219616098bc18dbbdae51c8f83731a162628055edddd1/autoray-0.8.0-py3-none-any.whl", hash = "sha256:fda5e20b072d41818ccdf26c251dfde4c49595e7c323b141dc2640e52f5889c9", size = 934341, upload-time = "2025-08-20T18:10:24.447Z" },
+    { url = "https://files.pythonhosted.org/packages/38/41/4b5a0d5df0b125ca71320ba4b9100b7dd84666779e48f0007ea90f8caf49/autoray-0.8.3-py3-none-any.whl", hash = "sha256:fbb881a6e7f7727be67b660f27d4cace7727a90716effe262049bb1d59964eed", size = 936543, upload-time = "2025-11-24T22:33:36.66Z" },
 ]
 
 [[package]]
 name = "beartype"
-version = "0.22.4"
+version = "0.22.6"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e8/77/af43bdf737723b28130f2cb595ec0f23e0e757d211fe068fd0ccdb77d786/beartype-0.22.4.tar.gz", hash = "sha256:68284c7803efd190b1b4639a0ab1a17677af9571b8a2ef5a169d10cb8955b01f", size = 1578210, upload-time = "2025-10-26T03:30:50.352Z" }
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 [[package]]
 name = "bloqade-circuit"
-version = "0.8.0.dev0"
+version = "0.11.0.dev0"
 source = { editable = "." }
 dependencies = [
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-    { name = "numpy", version = "2.3.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "pandas" },
     { name = "pydantic" },
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     { name = "rich" },
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-    { name = "scipy", version = "1.16.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "scipy", version = "1.16.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
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 [package.optional-dependencies]
@@ -151,11 +155,11 @@ dev = [
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     { name = "coverage" },
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-    { name = "ipython", version = "9.6.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "ipython", version = "9.7.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "isort" },
     { name = "mypy" },
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-    { name = "numpy", version = "2.3.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "pre-commit" },
     { name = "pyright" },
     { name = "pytest" },
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