You are an expert Lean4 and formal verification agent proving a Lean4 theorem. Your output **must** strictly adhere to the specified format.

### Input Information
You will receive the following components, relevant to the target theorem:
* <used_lib_defs>...</used_lib_defs>: Imported library definitions directly used by the theorem.
* <used_repo_defs>...</used_repo_defs>: Definitions from the local project (but outside the current file), directly or transitively used by the theorem.
* <lib_lemmas>...</lib_lemmas>: Imported library lemmas/theorems that may assist the proof.
* <repo_lemmas>...</repo_lemmas>: Lemmas/theorems defined in the local project outside this file.
* <local_ctx>...</local_ctx>: The local file context (imports, namespaces, definitions, comments, etc.) from the top of the file up to—but not including—the target theorem or any previously defined local lemmas/theorems.
* <target_theorem>...</target_theorem>: The target theorem statement, ending with `:=`.

**Notes**
1. Definitions include their full bodies, but for definitions whose bodies contain proofs, the proof parts are replaced by `admit` (i.e., admit /- proof elided -/), while the rest of the definition is kept unchanged; lemmas include only their statements.
2. You may freely reference any definition or lemma contained in these tags without redefining them.
3. The tags for used definitions and helpful lemmas (used_lib_defs, used_repo_defs, lib_lemmas, repo_lemmas) may be omitted if empty.

### Output Format & Requirements
Your output MUST contain a complete, syntactically correct Lean 4 proof for the target theorem.

**Strict Output Structure:**
<reasoning> 
...
</reasoning> 

<lean4_invented_lemmas>
-- each lemma is a full Lean 4 declaration with a complete proof
...
</lean4_invented_lemmas>

<lean4_proof>
-- Lean 4 proof body of the target theorem
...
</lean4_proof>

**Requirements:**
1. <reasoning> and <lean4_invented_lemmas> are OPTIONAL. Include them only if they aid proof construction.
2. <lean4_proof> MUST contain only the proof body (tactics/terms), starting by "by", NOT the theorem declaration.
3. <lean4_invented_lemmas> (if present) MUST contain syntactically correct lemma declarations that type checks AND complete proof bodies. Defining a lemma using `axiom` is NOT allowed.
4. <reasoning> contains high-level proof planning.
5. If you create a lemma under <lean4_invented_lemmas> whose name is namespaced (e.g., X.Y.Z), you MUST always refer to it using its fully qualified name. Do NOT rely on shortened names. For example, write rw [X.Y.Z], not rw [Z] for invented lemmas.
6. All Lean 4 code MUST be syntactically correct. No `sorry`, `admit`, or non-Lean text. Comments allowed using `--` or `/- ... -/`.
7. Follow the tags and structure EXACTLY. No extra text before, between, or after the sections.
8. Do NOT wrap invented lemmas in a `mutual` block unless they have genuine mutual recursion. Declare each lemma independently.

### Examples are provided here (example input are under "User Prompt", and example assistant response are under "Agent Response"):
Example 1 ------------------- 
User Prompt:
<used_lib_defs>
structure BitVec (w : Nat) where
  /-- Construct a `BitVec w` from a number less than `2^w`.
  O(1), because we use `Fin` as the internal representation of a bitvector. -/
  ofFin ::

  /-- Interpret a bitvector as a number less than `2^w`.
  O(1), because we use `Fin` as the internal representation of a bitvector. -/
  toFin : Fin (hPow 2 w)
</used_lib_defs>

<repo_lemmas>
theorem List.getElem_append_left{α : Type u_1} {l₁ l₂ : List α} {i : Nat} (hn : i < l₁.length) :\n(l₁ ++ l₂)[i] = l₁[i]
</repo_lemmas>

<local_ctx>
import Mathlib.Computability.NFA
import Mathlib.Data.FinEnum
import Mathlib.Data.Rel
import Mathlib.Data.Vector.Basic
import Blase.AutoStructs.ForLean

open Set
open Mathlib
open SetRel

-- this is better because card is defeq to n
instance (α : Type) : Inter (Language α) := ⟨Set.inter⟩
instance (α : Type) : Union (Language α) := ⟨Set.union⟩

/--
The set of `n`-tuples of bit vectors of an arbitrary width.
-/
structure BitVecs (n : Nat) where
  w : Nat
  bvs : List.Vector (BitVec w) n

def BitVecs.cast (bvs : BitVecs n) (h : n = n') : BitVecs n' :=
  { w := bvs.w, bvs := h ▸ bvs.bvs }

abbrev BitVecs.empty : BitVecs n := ⟨0, List.Vector.replicate n .nil⟩
abbrev BitVecs.singleton {w : Nat} (bv : BitVec w) : BitVecs 1 := ⟨w, bv ::ᵥ .nil⟩
abbrev BitVecs.pair {w : Nat} (bv1 bv2 : BitVec w) : BitVecs 2 := ⟨w, bv1 ::ᵥ bv2 ::ᵥ .nil⟩

/--
The set of `n`-tuples of bit vectors of an arbitrary width, encoded as a list of
bit vectors of width `n`. The width of the encoded bit vectors is the length of
the list.
-/
abbrev BitVecs' (n : Nat) := List (BitVec n)

@[simps]
def dec (bvs' : BitVecs' n) : BitVecs n where
  w := bvs'.length
  bvs := List.Vector.ofFn fun k => BitVec.ofFn fun i => bvs'[i].getLsbD k

@[simp]
</local_ctx>

<target_theorem>
lemma dec_snoc n (bvs' : BitVecs' n) (a : BitVec n) :
  dec (bvs' ++ [a]) =
    { w := bvs'.length + 1
      bvs := List.Vector.ofFn fun k =>
        BitVec.cons (a.getLsbD k) ((dec bvs').bvs.get k) } :=
</target_theorem>

Agent Response:
<reasoning> 
The goal is to understand what `dec` does after appending one more bitvector `a` to `bvs'`. By definition, `dec` builds a width `= length` and a vector of bitvectors whose `i`-th bit at position `k` is `bvs'[i].getLsbD k`. So for `bvs' ++ [a]`, we expect the width to increase by 1 and each resulting bitvector to be `BitVec.cons` of the new bit coming from `a`.

First, I use `ext` twice: once on the record to focus on the `bvs` field, and once on the resulting bitvector. This reduces everything to a pointwise statement:
for fixed `k` and `i` with `i < bvs'.length + 1`,
the bit `(bvs' ++ [a])[i].getLsbD k` should match the bit at index `i` of `BitVec.cons (a.getLsbD k) ((dec bvs').bvs.get k)`.

At this point I need a clean description of indexing into `BitVec.cons`: if we have `x : BitVec n`, then `(cons b x)[i]` should give `b` at the new “last” index `n` and `x[i]` otherwise. That motivates an auxiliary lemma `getElem_cons` expressing exactly this behavior, proved via the `testBit`/`toNat` characterization and a case split on `i < n`, `i = n`, `i > n`.

Using `getElem_cons`, the RHS becomes an `if` on whether `i = bvs'.length`. So I split into cases:
- If `i = bvs'.length`, then `(bvs' ++ [a])[i]` is the appended `a`, so both sides reduce to `a.getLsbD k`.
- If `i ≠ bvs'.length`, the bound `i < bvs'.length + 1` forces `i < bvs'.length`. Then `(bvs' ++ [a])[i] = bvs'[i]` by `List.getElem_append_left`, and the RHS takes the “else” branch and likewise gives the bit from `bvs'[i]`. In both subcases, `simp` (plus the definition of `dec`) finishes.

So the whole proof is: `ext` to bit level, unfold `dec` with `simp_all`, rewrite with `getElem_cons`, split on the boundary index `i = length bvs'`, and in the “< length” branch use `List.getElem_append_left` and bounds to line up both sides.
</reasoning> 

<lean4_invented_lemmas>
@[grind =]
theorem getElem_cons {b : Bool} {n} {x : BitVec n} {i : Nat} (h : i < n + 1) :
    (cons b x)[i] = if h : i = n then b else x[i] := by
  simp only [BitVec.getElem_eq_testBit_toNat, BitVec.toNat_cons, Nat.testBit_or]
  rw [Nat.testBit_shiftLeft]
  rcases Nat.lt_trichotomy i n with i_lt_n | i_eq_n | n_lt_i
  · have p1 : ¬(n ≤ i) := by omega
    have p2 : i ≠ n := by omega
    simp [p1, p2]
  · simp only [i_eq_n, ge_iff_le, Nat.le_refl, decide_true, Nat.sub_self, Nat.testBit_zero,
    Bool.true_and, BitVec.testBit_toNat, BitVec.getLsbD_of_ge, Bool.or_false]
    cases b <;> trivial
  · have p1 : i ≠ n := by omega
    have p2 : i - n ≠ 0 := by omega
    simp [p1, p2, Nat.testBit_bool_toNat]
</lean4_invented_lemmas>

<lean4_proof>
by
  ext k i hi <;> simp_all
  rw [getElem_cons]
  split
  next heq => simp_all
  next h =>
    have hlt : i < List.length bvs' := by simp at hi; omega
    rw [List.getElem_append_left hlt]
    simp
</lean4_proof>

### Your task:
<used_lib_defs>
Cont in Mathlib.Control.Monad.Cont
liftM in Init.Prelude
CompleteLattice in Mathlib.Order.CompleteLattice.Defs
Monad in Init.Prelude
outParam in Init.Prelude
f in Test.SmtTranslation.Trigger
MonadLiftT in Init.Prelude
LE in Init.Prelude
OrderBot in Mathlib.Order.BoundedOrder.Basic
OrderTop in Mathlib.Order.BoundedOrder.Basic
ExceptT in Init.Control.Except
LawfulMonad in Init.Control.Lawful.Basic
ExceptT.mk in Init.Control.Except
MonadExceptOf in Init.Prelude
MonadExceptOf.throw in Init.Prelude
throwThe in Init.Prelude
error in Auto.Parser.TPTP
Except in Init.Prelude
Except.error in Init.Prelude
Except.bind in Init.Control.Except
ExceptT.bind in Init.Control.Except
ExceptT.bindCont in Init.Control.Except
ExceptT.instMonad in Init.Control.Except
Function.comp in Init.Prelude
Pi.hasLe in Mathlib.Order.Basic
le in Test.SmtTranslation.Names
</used_lib_defs>

<used_repo_defs>
macro "⌜" p:term "⌝" : term => `(LE.pure $p)

class MAlgOrdered (l : outParam (Type v)) [Monad m] [CompleteLattice l] where
  μ : m l -> l
  μ_ord_pure : ∀ l, μ (pure l) = l
  μ_ord_bind {α : Type v} :
    ∀ (f g : α -> m l), μ ∘ f ≤ μ ∘ g ->
      ∀ x : m α, μ (x >>= f) ≤ μ (x >>= g)

class MAlgLiftT
  (m : (Type u -> Type v)) (l : (Type u)) [Monad m] [CompleteLattice l] [MAlgOrdered m l]
  (n : (Type u -> Type w)) (k : outParam (Type u)) [Monad n] [CompleteLattice k] [MAlgOrdered n k]
  [MonadLiftT m n]
  where
    [cl : LogicLiftT l k]
    μ_lift (x : m α) : MAlg.lift (liftM (n := n) x) f = liftM (n := Cont k) (MAlg.lift x) f

abbrev MAlg.lift {m : Type u -> Type v} {l : Type u} [Monad m] [MAlg m l] :
  {α : Type u} -> m α -> Cont l α := fun x f => μ $ f <$> x

class MAlg [Monad m] (l : outParam (Type v)) where
  μ : m l -> l
  pure : ∀ l, μ (pure l) = l
  bind : ∀ {α : Type v} (x : m α) (f g : α -> m l),
    μ ∘ f = μ ∘ g ->
    μ (x >>= f) = μ (x >>= g)

class LogicLiftT (l : (Type u)) ( k : Type u) [CompleteLattice l] [CompleteLattice k] where
  [lift : MonadLiftT (Cont l) (Cont k)]
  lift_top {α : Type u} :
    monadLift (m := Cont l) (n := Cont k) (fun (_ : α -> l) => ⊤) = ⊤
  lift_bot {α : Type u} :
    monadLift (m := Cont l) (n := Cont k) (fun (_ : α -> l) => ⊥) = ⊥

class LogicLift (l : outParam (Type u)) ( k : Type u) [CompleteLattice l] [CompleteLattice k] where
  [lift : MonadLift (Cont l) (Cont k)]
  lift_top {α : Type u} :
    monadLift (m := Cont l) (n := Cont k) (fun (_ : α -> l) => ⊤) = ⊤
  lift_bot {α : Type u} :
    monadLift (m := Cont l) (n := Cont k) (fun (_ : α -> l) => ⊥) = ⊥

noncomputable def LE.pure {l : Type u} [inst: LE l] [OrderTop l] [OrderBot l] : Prop -> l := fun p =>
  if p then ⊤ else ⊥

class IsHandler {ε : Type*} (handler : outParam (ε -> Prop)) where

abbrev Except.getD {ε α} (default : ε -> α)  : Except ε α -> α
  | Except.ok p => p
  | Except.error e => default e

def MAlgExcept (ε : Type u) (df : ε -> Prop) (l : Type u) (m : Type u -> Type v)
  [CompleteLattice l]
  [Monad m] [LawfulMonad m] [inst: MAlgOrdered m l] : MAlgOrdered (ExceptT ε m) l where
  μ := fun e => inst.μ $ Except.getD (⌜df ·⌝) <$> e
  μ_ord_pure := by admit /- proof elided -/

abbrev Except.bind' {m : Type u -> Type v} {ε α β} [Monad m] : Except ε α -> (α -> ExceptT ε m β) -> ExceptT ε m β :=
  fun x f => bind (m := ExceptT ε m) (pure (f := m) x) f

instance OfHd {hd : ε -> Prop} [hdInst : IsHandler hd]
  [CompleteLattice l] [inst: MAlgOrdered m l] : MAlgOrdered (ExceptT ε m) l := MAlgExcept ε hd l m
</used_repo_defs>

<lib_lemmas>
ExceptT.ext in Init.Control.Lawful.Instances
</lib_lemmas>

<repo_lemmas>
lemma MAlg.lift_ExceptT ε (hd : ε -> Prop) [IsHandler hd] [CompleteLattice l] [inst: MAlgOrdered m l]
   (c : ExceptT ε m α) post :
  MAlg.lift c post = MAlg.lift (m := m) c (fun | .ok x => post x | .error e => ⌜hd e⌝)
</repo_lemmas>

<local_ctx>
import Loom.MonadAlgebras.Defs

import Loom.MonadAlgebras.Instances.Basic

import Loom.MonadAlgebras.Instances.ExceptT

import Loom.MonadAlgebras.Instances.StateT

import Loom.MonadAlgebras.Instances.ReaderT

import Loom.MonadAlgebras.Instances.Gen

variable {m : Type u -> Type v} [Monad m] [LawfulMonad m] {α : Type u} {l : Type u}

section

variable [CompleteLattice l]

section

variable [mprop : MAlgOrdered m l]

def wp (c : m α) (post : α -> l) : l := liftM (n := Cont l) c post

end

variable [MAlgOrdered m l]

end

section

variable [CompleteLattice l] [MAlgOrdered m l]

noncomputable

end

section Determinism

variable [inst: CompleteLattice l] [MAlgOrdered m l]

end Determinism

section Loops

open Lean.Order

variable [inst: _root_.CompleteLattice l] [MAlgOrdered m l]

namespace PartialCorrectness

variable [∀ α, CCPO (m α)] [MonoBind m] [MAlgPartial m]

end PartialCorrectness

namespace TotalCorrectness

variable [∀ α, CCPO (m α)] [MonoBind m]

variable [MAlgTotal m]

end TotalCorrectness

end Loops

section Lift

variable [inst: CompleteLattice l] [MAlgOrdered m l]

open ExceptionAsSuccess in

open ExceptionAsFailure in

open TotalCorrectness in

end Lift

section ExceptT

variable [inst: CompleteLattice l] [MAlgOrdered m l] [IsHandler (ε := ε) hd]
</local_ctx>

<target_theorem>
lemma MAlgLift.wp_throw
  [Monad n] [CompleteLattice k] [MAlgOrdered n k] [MonadLiftT m n]
  [MonadLiftT (ExceptT ε m) n]
  [inst: MAlgLiftT (ExceptT ε m) l n k] :
    wp (liftM (n := n) (throw (m := ExceptT ε m) e)) post = ⌜hd e⌝ :=
</target_theorem>

