diff --git a/theories/coneris/lib/lazy.v b/theories/coneris/lib/lazy.v
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+(** * Library for lazy sampling *)
+From stdpp Require Import namespaces.
+From iris.proofmode Require Import
+  coq_tactics ltac_tactics sel_patterns environments reduction proofmode.
+From clutch.coneris Require Import coneris lib.conversion par spawn lib.flip.
+
+
+Section defs.
+
+
+  Context `{!conerisGS Σ, !spawnG Σ, !inG Σ (excl_authR boolO)}.
+
+  (** A lazy rand *)
+  Definition new_lazyrand : expr :=
+    λ: "N",
+      (ref NONEV, "N").
+
+  Definition read_lazyrand : expr :=
+    λ: "c",
+      let, ("r", "N") := "c" in
+      match: !"r" with
+      | NONE => let: "n" := rand "N" in
+               "r" <- SOME "n" ;;
+               "n"
+      | SOME "n" => "n"
+      end.
+
+  Definition is_lazyrand (v : val) (N : nat) (n : option nat) : iProp Σ :=
+    ∃ (l : loc), ⌜ v = (#l, #N)%V ⌝ ∗
+                         ( match n with
+                           | None => l ↦ NONEV
+                           | Some m => l ↦ SOMEV #m
+                           end ).
+
+  Lemma new_lazyrand_spec (N : nat) :
+    {{{ True }}} new_lazyrand #N {{{ v, RET v; is_lazyrand v N None }}}.
+  Proof.
+    iIntros (Φ) "? HΦ".
+    rewrite /new_lazyrand.
+    wp_pures.
+    wp_alloc l as "Hl".
+    wp_pures.
+    iModIntro.
+    iApply "HΦ".
+    rewrite /is_lazyrand.
+    iExists l.
+    iFrame.
+    iPureIntro.
+    done.
+  Qed.
+
+
+  Lemma read_lazyrand_old_spec (v : val) (N m : nat) :
+    {{{ is_lazyrand v N (Some m) }}} read_lazyrand v {{{ n, RET n; ⌜ n = #m ⌝ ∗ is_lazyrand v N (Some m) }}}.
+  Proof.
+    rewrite /read_lazyrand /is_lazyrand.
+    iIntros (Φ) "Hv HΦ".
+    iDestruct "Hv" as (l) "[-> Hl]".
+    wp_pures.
+    wp_load.
+    wp_pures.
+    iModIntro.
+    iApply "HΦ".
+    iFrame.
+    done.
+  Qed.
+
+
+  Lemma read_lazyrand_fresh_spec (v : val) (N : nat) (ε : nonnegreal) (F : fin (S N) -> nonnegreal) :
+    SeriesC (λ n : fin (S N), (1 / S N * F n)%R) = ε ->
+    {{{ is_lazyrand v N (None) ∗ ↯ ε }}}
+      read_lazyrand v
+    {{{ (n : fin (S N)), RET #n; ∃ m : nat , ⌜ fin_to_nat n = m ⌝ ∗ is_lazyrand v N (Some m) ∗ ↯ (F n) }}}.
+  Proof.
+    rewrite /read_lazyrand /is_lazyrand.
+    iIntros (Hf Φ) "(Hv & Herr) HΦ".
+    iDestruct "Hv" as (l) "[-> Hl]".
+    wp_pures.
+    wp_load.
+    wp_pures.
+    wp_apply (wp_couple_rand_adv_comp1 N _ _ ε F with "Herr"); auto.
+    iIntros (n) "Herr".
+    wp_pures.
+    wp_store.
+    iModIntro.
+    iApply "HΦ".
+    iExists (fin_to_nat n).
+    iFrame.
+    done.
+  Qed.
+
+End defs.
+
+
+Section applications.
+
+
+  Context `{!conerisGS Σ, !spawnG Σ, !inG Σ (excl_authR boolO)}.
+
+  Definition foo : expr :=
+    let: "r" := ref #0 in
+    ( let: "x" := new_lazyrand #1 in
+      let: "y" := !"r" in
+      if: (read_lazyrand "x" ≠ "y") then  #() else #() #() )
+      |||
+      ( "r" <- #1).
+
+
+  Definition foo_inv (l:loc) : iProp Σ :=
+    l ↦ #0 ∨ l ↦ #1.
+
+  Lemma foo_spec :
+    {{{ ↯ (1/2) }}}
+      foo
+      {{{ v, RET v; True }}}.
+  Proof.
+    rewrite /foo.
+    iIntros (Φ) "Herr HΦ".
+    wp_alloc r as "Hr".
+    do 2 wp_pures.
+    iMod (inv_alloc nroot _ (foo_inv r) with "[Hr]") as "#I".
+    { iModIntro. by iLeft. }
+    rewrite -/new_lazyrand.
+    wp_apply (wp_par _ (λ _, ⊤) with "[Herr][]").
+    - wp_apply (new_lazyrand_spec 1); auto.
+      iIntros (v) "Hv".
+      wp_pures.
+      wp_bind (Load _).
+      iInv "I" as "[Hr0 | Hr1]" "Hclose".
+      + wp_load.
+        iMod ("Hclose" with "[Hr0]") as "_"; first by iLeft.
+        iModIntro.
+        do 2 wp_pure.
+        rewrite -/read_lazyrand.
+        wp_bind (read_lazyrand _).
+        wp_apply (read_lazyrand_fresh_spec v 1 with "[Herr Hv]"); admit.
+      + wp_load.
+        iMod ("Hclose" with "[Hr1]") as "_"; first by iRight.
+        iModIntro.
+        do 2 wp_pure.
+        rewrite -/read_lazyrand.
+        wp_bind (read_lazyrand _).
+        wp_apply (read_lazyrand_fresh_spec v 1 with "[Herr Hv]"); admit.
+    - iInv "I" as "[Hr | Hr]" "Hclose".
+      + wp_store.
+        iMod ("Hclose" with "[Hr]") as "_"; first by iRight.
+        done.
+      + wp_store.
+        iMod ("Hclose" with "[Hr]") as "_"; first by iRight.
+        done.
+    - iIntros (??) "? !>".
+      by iApply "HΦ".
+  Admitted.
+
+
+End applications.
+