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>
f in Test.SmtTranslation.Trigger
Decidable in Init.Prelude
PUnit in Init.Prelude
Option in Init.Prelude
Unit in Init.Prelude
inline in Init.Core
Pure in Init.Prelude
liftM in Init.Prelude
DecidablePred in Init.Prelude
Nat in Init.Prelude
Encodable in Mathlib.Logic.Encodable.Basic
Encodable.decode in Mathlib.Logic.Encodable.Basic
Lean.Order.CCPO in Init.Internal.Order.Basic
Lean.Order.bot in Init.Internal.Order.Basic
Cont in Mathlib.Control.Monad.Cont
Monad in Init.Prelude
CompleteLattice in Mathlib.Order.CompleteLattice.Defs
outParam in Init.Prelude
Lean.Order.CCPO.csup in Init.Internal.Order.Basic
Lean.Order.chain in Init.Internal.Order.Basic
Set in Mathlib.Data.Set.Defs
Nonempty in Init.Prelude
LawfulMonad in Init.Control.Lawful.Basic
id in Init.Prelude
Inhabited in Init.Prelude
Lean.MonadEnv in Lean.Environment
Lean.SimpleScopedEnvExtension in Lean.ScopedEnvExtension
Lean.SimplePersistentEnvExtension in Lean.EnvExtension
LE in Init.Prelude
OrderBot in Mathlib.Order.BoundedOrder.Basic
OrderTop in Mathlib.Order.BoundedOrder.Basic
</used_lib_defs>

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

class MonadNonDet (m : Type u → Type v) where
  pick : (τ : Type u) → [Inhabited τ] → m τ
  
  pickSuchThat : (τ : Type u) → (p : τ → Prop) → [Findable p] → m τ
  assume : (as : Prop) → [Decidable as] → m PUnit.{u+1}
  
  rep {α : Type u} : α → (α → m (ForInStep α)) → m α

inductive NonDetT (m : Type u -> Type v) : (α : Type u) -> Type _ where
  | pure {α} (ret : α) : NonDetT m α
  | vis {α} {β} (x : m β) (f : β → NonDetT m α) : NonDetT m α
  | pickCont {α} (τ : Type u) (p : τ -> Prop) [Findable p] (f : τ → NonDetT m α) : NonDetT m α
  | repeatCont {α} {β} (init : β) (f : β -> NonDetT m (ForInStep β)) (cont : β -> NonDetT m α) : NonDetT m α

class CCPOBot (m : Type u -> Type v)  where
  compBot {α} : m α

class CCPOBotLawful (m : Type u -> Type v) [∀ α, Lean.Order.CCPO (m α)] [CCPOBot m] where
  prop {α} : CCPOBot.compBot (m := m) (α := α) = Lean.Order.bot

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

class MAlgPartial (m : Type u -> Type v) [Monad m] [∀ α, Lean.Order.CCPO (m α)]
  [CompleteLattice l] [MAlgOrdered m l] where
  csup_lift {α : Type u} (xc : Set (m α)) (post : α -> l) :
    Lean.Order.chain xc ->
    ⨅ x ∈ xc, MAlg.lift x post <= MAlg.lift (Lean.Order.CCPO.csup xc) post

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 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 MAlgDet (l : outParam (Type v)) [Monad m] [CompleteLattice l] [MAlgOrdered m l] where
   
  demonic {α ι : Type v} (c : m α) (p : ι -> α -> l) [Nonempty ι] :
    ⨅ i, MAlg.lift c (p i) ≤ MAlg.lift c (fun x => ⨅ i, p i x)
   
  angelic {α ι : Type v} (c : m α) (p : ι -> α -> l) [Nonempty ι] :
    ⨆ i, MAlg.lift c (p i) ≥ MAlg.lift c (fun x => ⨆ i, p i x)

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) => ⊥) = ⊥

def NonDetT.wp {l : Type u} {α : Type u} [CompleteLattice l] [MAlgOrdered m l] : NonDetT m α -> Cont l α
  | .pure ret => pure ret
  | .vis x f => fun post => _root_.wp x fun a => wp (f a) post
  | .pickCont τ p f => fun post => let p : Set τ := p; ⨅ a ∈ (p : Set τ), wp (f a) post

def NonDetT.μ  {l : Type u} [CompleteLattice l] [MAlgOrdered m l] : NonDetT m l -> l := fun x => NonDetT.wp x id

def NonDetT.bind (x : NonDetT m α) (f : α → NonDetT m β) : NonDetT m β :=
  match x with
  | pure ret => f ret
  | vis x f' => vis x fun y => bind (f' y) f
  | pickCont τ p f' => pickCont τ p fun t => bind (f' t) f
  | repeatCont init f' cont => repeatCont init f' fun t => bind (cont t) f

def WPGen.bind {x : m α} {f : α -> m β} (wpg : WPGen x) (wpgf : ∀ a, WPGen (f a)) :
  WPGen (x >>= f) where
  get := fun post => wpg.get (fun a => (wpgf a).get post)
  prop := by admit /- proof elided -/

private def _root_.Lean.SimpleScopedEnvExtension.get [Inhabited σ] (ext : SimpleScopedEnvExtension α σ)
  [Monad m] [MonadEnv m] : m σ := do
  return ext.getState (<- getEnv)

structure Context where
  ref         : Syntax
   
  m           : Syntax
   
  returnType  : Syntax
  mutableVars : VarSet := {}
  insideFor   : Bool := false

private def _root_.Lean.SimplePersistentEnvExtension.get [Inhabited σ] (ext : SimplePersistentEnvExtension α σ)
  [Monad m] [MonadEnv m] : m σ := do
  return ext.getState (<- getEnv)

structure WPGen (x : m α) where
  get : Cont l α
  
  prop : ∀ post, get post <= wp x post

private def _root_.Lean.EnvExtension.get [Inhabited σ] (ext : EnvExtension σ)
  [Monad m] [MonadEnv m] : m σ := do
  return ext.getState (<- getEnv)

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

<lib_lemmas>
Set.mem_empty_iff_false in Mathlib.Data.Set.Basic
eq_top_iff in Mathlib.Order.BoundedOrder.Basic
le_iInf₂ in Mathlib.Order.CompleteLattice.Basic
le_trans' in Mathlib.Order.Basic
ge_iff_le in Init.Core
iInf_const in Mathlib.Order.CompleteLattice.Basic
iInf_le_of_le in Mathlib.Order.CompleteLattice.Basic
inf_comm in Mathlib.Order.Lattice
le_top in Mathlib.Order.BoundedOrder.Basic
monadLift_self in Init.Control.Lawful.Basic
top_himp in Mathlib.Order.Heyting.Basic
</lib_lemmas>

<repo_lemmas>
lemma wp_pure (x : α) (post : α -> l) : wp (m := m) (pure x) post = post x

lemma wp_cons (x : m α) (post post' : α -> l) :
  (∀ y, post y ≤ post' y) ->
  wp x post ≤ wp x post'

@[simp]
lemma NonDetT.wp_vis {β : Type u} (x : m β) (f : β → NonDetT m α) post :
  _root_.wp (NonDetT.vis x f) post = _root_.wp x fun a => _root_.wp (f a) post

lemma NonDetT.wp_eq_wp {α : Type u} (x : NonDetT m α) (post : α -> l) :
  _root_.wp x post = NonDetT.wp x post

lemma NonDetT.wp_bind  {l : Type u} [CompleteLattice l] [MAlgOrdered m l] [LawfulMonad m] {α β : Type u} (x : NonDetT m α) (f : α -> NonDetT m β)
  (post : β -> l):
  NonDetT.wp (x.bind f) post = NonDetT.wp x (fun x => NonDetT.wp (f x) post)

@[simp]
lemma NonDetT.wp_pickCont {τ : Type u} p (f : τ → NonDetT m α) post :
  _root_.wp (NonDetT.pickCont τ p f) post = ⨅ a, ⌜p a⌝ ⇨ _root_.wp (f a) post

@[simp]
lemma NonDetT.wp_pickCont {τ : Type u} p (f : τ → NonDetT m α) post :
  _root_.wp (NonDetT.pickCont τ p f) post = ⨆ a, ⌜p a⌝ ⊓ _root_.wp (f a) post

lemma wp_bind {β} (x : m α) (f : α -> m β) (post : β -> l) :
    wp (x >>= f) post = wp x (fun x => wp (f x) post)

@[simp]
lemma trueE (l : Type v) [inst: LE l] [OrderTop l] [OrderBot l] : ⌜True⌝ = (⊤ : l)
</repo_lemmas>

<local_ctx>
import Mathlib.Logic.Function.Basic

import Mathlib.Order.CompleteBooleanAlgebra

import Mathlib.Order.Lattice

import Mathlib.Order.Basic

import Mathlib.Data.W.Basic

import Mathlib.Data.FinEnum

import Loom.MonadAlgebras.WP.Gen

import Loom.MonadAlgebras.WP.Liberal

import Loom.MonadAlgebras.NonDetT'.Basic

open Lean.Order

def findNat (p : Nat -> Prop) [DecidablePred p] : Option Nat :=
  let rec aux i :=
    if p i then
      some i
    else
      aux (i + 1)
  partial_fixpoint
  aux 0

def find [Encodable α] (p : α -> Prop) [DecidablePred p] : Option α :=
  findNat (fun x => (Encodable.decode x).any (p ·)) |>.bind Encodable.decode

class WeakFindable {α : Type u} (p : α -> Prop) where
  find : Unit -> Option α
  find_some_p : find () = some x -> p x

instance WeakFindable.of_Findable {α : Type u} (p : α -> Prop) [Findable p] : WeakFindable p where
  find := Findable.find p
  find_some_p := Findable.find_some_p

inductive ExtractNonDet (findable : {τ : Type u} -> (τ -> Prop) -> Type u) {m} : {α : Type u} -> NonDetT m α -> Type _ where
  | pure {α} : ∀ (x : α), ExtractNonDet findable (NonDetT.pure x)
  | vis {α} {β} (x : m β) (f : β → NonDetT m α) :
      (∀ y, ExtractNonDet findable (f y)) → ExtractNonDet findable (.vis x f)
  | pickSuchThat {α} (τ : Type u) (p : τ -> Prop) (f : τ → NonDetT m α)
    {_ : findable p}
     : (∀ x, ExtractNonDet findable (f x)) → ExtractNonDet findable (.pickCont τ p f)
  | assume {α} (p : PUnit -> Prop) (f : PUnit → NonDetT m α) {_ : Decidable (p .unit)} :
    (∀ x, ExtractNonDet findable (f x)) → ExtractNonDet findable (.pickCont PUnit p f)

instance ExtractNonDet.pure' : ExtractNonDet findable (Pure.pure (f := NonDetT m) x) :=

instance ExtractNonDet.liftM (x : m α) :
  ExtractNonDet findable (liftM (n := NonDetT m) x) :=

instance ExtractNonDet.assume' {p : Prop} [Decidable p] : ExtractNonDet findable (MonadNonDet.assume (m :=  NonDetT m) p) :=

instance ExtractNonDet.pickSuchThat' {τ : Type u} (p : τ -> Prop) [Findable p] :
  ExtractNonDet Findable (MonadNonDet.pickSuchThat (m := NonDetT m) τ p) :=

instance ExtractNonDet.pickSuchThat_weak {τ : Type u} (p : τ -> Prop) [WeakFindable p] :
  ExtractNonDet WeakFindable (MonadNonDet.pickSuchThat (m := NonDetT m) τ p) :=

instance ExtractNonDet.if {p : Prop} {dec : Decidable p} {x y : NonDetT m α}
  (_ : ExtractNonDet findable x) (_ : ExtractNonDet findable y) :
  ExtractNonDet findable (if p then x else y) :=

instance ExtractNonDet.ForIn_list {xs : List α} {init : β} {f : α → β → NonDetT m (ForInStep β)}
  (_ : ∀ a b, ExtractNonDet findable (f a b)) :
  ExtractNonDet findable (forIn xs init f) :=

variable [Monad m] [CCPOBot m] [CompleteBooleanAlgebra l] [MAlgOrdered m l] [MAlgDet m l] [LawfulMonad m]

@[simp, inline]
def NonDetT.extractGen {findable : {τ : Type u} -> (τ -> Prop) -> Type u} {α : Type u}
  (findOf : ∀ {τ : Type u} (p : τ -> Prop), findable p -> Unit -> Option τ)
  : (s : NonDetT m α) -> (ex : ExtractNonDet findable s := by admit /- proof elided -/
  ) -> m α
  | .pure x, _ => Pure.pure x
  | .vis x f, .vis _ _ _ => liftM x >>= (fun x => extractGen findOf (f x))
  | .pickCont _ p f, .pickSuchThat _ _ _ _ =>
    match findOf p ‹_› () with
    | none => CCPOBot.compBot
    | some x =>  extractGen findOf (f x)
  | .pickCont _ p f, .assume _ _ _ =>
    if p .unit then
      extractGen findOf (f .unit)
    else CCPOBot.compBot

def NonDetT.extractWeak {α : Type u} (s : NonDetT m α) (ex : ExtractNonDet WeakFindable s := by admit /- proof elided -/
) : m α :=
  NonDetT.extractGen WeakFindable.find s

namespace DemonicChoice
</local_ctx>

<target_theorem>
omit [MAlgDet m l] in
lemma ExtractNonDet.extract_refines_wp_weak [∀ α, CCPO (m α)] [MAlgPartial m] [CCPOBotLawful m] (s : NonDetT m α) (inst : ExtractNonDet WeakFindable s) :
  wp s post <= wp s.extractWeak post :=
</target_theorem>

