diff --git a/docs/craft/subjects/zeta/retraction-intuition/module.md b/docs/craft/subjects/zeta/retraction-intuition/module.md
new file mode 100644
index 00000000..a9f26c14
--- /dev/null
+++ b/docs/craft/subjects/zeta/retraction-intuition/module.md
@@ -0,0 +1,294 @@
+# Retraction — the undo button that actually undoes
+
+**Subject:** zeta
+**Level:** applied (default) + theoretical (opt-in)
+**Audience:** contributors + evaluators who understand
+Z-set basics
+**Prerequisites:** `subjects/zeta/zset-basics/` (this
+module builds on the tally-counter-with-minus-sign anchor)
+**Next suggested:** `subjects/zeta/operator-composition/`
+(forthcoming)
+
+---
+
+## The anchor — the undo button on your web form
+
+You've filled out a long web form. You press a button
+you didn't mean to. You press **Undo**.
+
+What happens? Three possibilities:
+
+1. **Nothing.** The button has no undo. The change is
+   permanent. You swear.
+2. **Partial.** It undoes the text field but forgets the
+   checkboxes you toggled. You still swear.
+3. **Everything.** State returns exactly to before the
+   errant click. Every field, every checkbox, every
+   invisible bit of form state — all restored.
+
+Option 3 is the *promise* of undo. Option 1 is common;
+option 2 is the frustrating middle.
+
+**Retraction in Zeta is option 3 — by construction.**
+
+---
+
+## Applied track — when / how / why retraction matters
+
+### The claim
+
+When an upstream value changes or goes away, Zeta's
+pipelines **automatically** compute the correct new
+downstream state — without asking you to reason about
+what-depends-on-what.
+
+You insert a row. Dashboards update. You delete the row.
+Dashboards update *again*, subtracting exactly the
+contribution the deleted row made. No leftover,
+no drift, no re-run of the whole query.
+
+### The anchor repeated — through the pipeline
+
+Imagine your web form feeds:
+
+1. A **count** of submitted forms today
+2. A **leaderboard** of top fields filled
+3. An **aggregate** of total characters typed
+
+Customer submits form → all three update (retraction
+anchor: three "tallies" click up).
+
+Customer presses undo / cancel / return-policy-retract →
+all three update *down* (retraction anchor: three
+tallies click down — *exactly* reversing the earlier
+clicks). Leaderboard drops this customer's contributions;
+total characters drops by what they'd typed; form-count
+drops by one.
+
+The pipeline didn't re-run; it processed a retraction.
+
+### When to reach for retraction
+
+Use retraction-native operators (Zeta's default) when you
+have:
+
+- **State that can change or be revoked** (form edits,
+  returns, corrections, retractions of published work)
+- **Downstream views that should stay correct under
+  change** (dashboards, aggregates, derived tables)
+- **A need for auditable history** (you can see what
+  inserted *and* what retracted each item, without
+  reading application logs)
+
+### How to use retraction in Zeta
+
+In the underlying algebra, retraction is just **negative
+weight**:
+
+```fsharp
+// Insert one "submitted form" record.
+let insert = ZSet.ofSeq [ {FormId = 42; Chars = 103}, 1L ]
+
+// User presses undo — emit the retraction.
+let retract = ZSet.ofSeq [ {FormId = 42; Chars = 103}, -1L ]
+
+// Combining both gives net zero; state returns to before.
+ZSet.add insert retract
+// Result: { } — the form isn't present any more.
+```
+
+In operator-pipeline terms, any operator that was
+**linear** (or *z-linear*, per the theoretical section)
+preserves retraction. You never write "if deleted"
+branches — the algebra handles it.
+
+### Why retraction — compared to alternatives
+
+| Alternative | Problem |
+|---|---|
+| Soft delete flag | Every downstream query must filter out deleted rows; easy to forget; expensive at scale |
+| Materialised-view refresh | Recompute from scratch on every delete; slow; scales with dataset size, not change size |
+| Event sourcing with replay | Correct but unbounded replay cost; needs snapshotting + careful care |
+| Manual delta-management | You become the database; ad-hoc, error-prone |
+
+Retraction wins when (a) changes are frequent, (b)
+downstream correctness under change is load-bearing, and
+(c) you want the correctness guarantee *without* writing
+per-change branches.
+
+### How to tell if you're using it right
+
+Three self-check questions:
+
+1. **When I retract, does the downstream state match
+   what I'd get by running the query on the retracted-
+   input from scratch?** It should. If it doesn't,
+   either the operator isn't retraction-preserving
+   (check the operator docs), or there's a bug.
+2. **Can I see in the trace what was inserted and what
+   was retracted?** You should. Retraction isn't a
+   side-channel; it's first-class history.
+3. **Does my application have "if deleted" branches?**
+   If yes, you're likely fighting the algebra — the
+   whole point of retraction-native is that those
+   branches disappear.
+
+---
+
+## Prerequisites check (self-assessment gate)
+
+Before the next module, you should be able to answer:
+
+- Why does Zeta not need a separate "delete" operation,
+  just retract-with-negative-weight?
+- Give an example of a downstream query where a
+  retraction would cause the result to change.
+- What happens when a positive-weight insert meets the
+  matching negative-weight retract in the same Z-set?
+
+---
+
+## Theoretical track — opt-in (for learners who really care)
+
+*If applied is enough, stop here. The below is for those
+going deep.*
+
+### Retraction as additive inverse
+
+A Z-set over the signed-integer ring ℤ has **additive
+inverses**: for any `f : K → ℤ`, there exists `-f : K → ℤ`
+such that `f + (-f) = 0`. This is the group-theoretic
+property that makes retraction structurally first-class.
+
+Crucially, **this is a property of ℤ as a ring, not just
+any semiring**. The counting semiring (ℕ, +, ×, 0, 1)
+has no additive inverse — so multisets over ℕ cannot
+retract without ad-hoc "subtract with floor-at-zero"
+rules. Retraction *is* the ring's minus sign.
+
+### Linearity + retraction preservation
+
+An operator `Q : ZSet K → ZSet L` is **linear** if:
+
+```
+Q(f + g) = Q(f) + Q(g)
+Q(c · f) = c · Q(f)   for any scalar c ∈ ℤ
+```
+
+Linearity implies retraction-preservation:
+
+```
+Q(f + (-g)) = Q(f) + Q(-g) = Q(f) - Q(g)
+```
+
+So `count`, `sum`, `project`, and their compositions are
+retraction-preserving for free.
+
+### z-linearity — the generalised form
+
+Some operators are non-linear over arbitrary semirings
+but **z-linear** — they preserve addition and negation
+*over ℤ specifically*. Zeta's operator library includes
+these as retraction-safe operators; non-linear /
+non-z-linear operators require explicit care (documented
+per-operator).
+
+See `src/Core/` F# operator implementations + the
+`retraction-safe-recursion` OpenSpec capability for
+recursion-specific discipline.
+
+### Retraction-native IVM — the DBSP claim
+
+The core result from Budiu et al. VLDB 2023:
+
+> For any z-linear query `Q`, incremental maintenance
+> under retractable changes produces correct output
+> with work bounded by the size of the change, not the
+> size of the state.
+
+That's the load-bearing promise: **work scales with
+delta, not dataset**. Retraction makes this survive
+deletion, which event-sourcing and soft-delete do not.
+
+Full theoretical treatment in
+[DBSP paper](https://www.vldb.org/pvldb/vol16/p2344-budiu.pdf)
+and `docs/ARCHITECTURE.md` §operator-algebra.
+
+### Where retraction fails (and why)
+
+Retraction can produce "negative state" intermediate
+values during pipeline execution. Some receivers choke on
+this (e.g., a UI that shows counts must display `0` not
+`-1` when retractions arrive before inserts). Zeta's
+`distinctIncremental` operator handles this by tracking
+boundary-crossings explicitly; `Spine` compaction
+reconciles negative transients at checkpoint time.
+
+Non-z-linear operators (median, certain quantile
+sketches, some machine-learning estimators) can't
+retract losslessly — their internals don't preserve
+negation. These are explicit holdouts; see
+`docs/WONT-DO.md` and per-operator documentation.
+
+### Theoretical prerequisites (if going deeper)
+
+- Abstract algebra — abelian groups, rings, semirings,
+  semiring vs ring distinction (Z-sets need the ring)
+- Category theory basics — linear functors preserve
+  colimits and zero
+- Incremental computation — fixpoints, semi-naïve vs.
+  retraction-safe semi-naïve
+
+---
+
+## Composes with
+
+- `subjects/zeta/zset-basics/` — prerequisite module
+  (the tally-counter anchor; retraction is the
+  negative-weight mechanic)
+- `docs/ALIGNMENT.md` HC-2 — retraction-native
+  operations as alignment contract clause; this module
+  is the pedagogy for understanding what that clause
+  means operationally
+- `docs/TECH-RADAR.md` — retraction-native semi-naïve
+  recursion Assess ring; retraction-native speculative
+  watermark Trial ring
+- `src/Core/ZSet.fs` — reference implementation;
+  `add` / `neg` / `sub` operations
+- `src/Core/Algebra.fs` — `Weight = int64` type
+- `openspec/specs/retraction-safe-recursion/spec.md` —
+  formal specification of retraction-safe recursion
+- Per-user memory
+  `project_quantum_christ_consciousness_bootstrap_hypothesis_...`
+  — retraction-native IS the quantum anchor's
+  reversibility-by-construction mechanism at the
+  algebra layer
+
+---
+
+## Module-level discipline audit (bidirectional-alignment)
+
+Per the yin/yang mutual-alignment discipline, every
+Craft module audits both directions:
+
+- **AI → human**: does this module help the AI explain
+  retraction clearly to a new maintainer? YES — undo-
+  button anchor, pipeline-through example, applied
+  vs. theoretical split, self-check gate.
+- **Human → AI**: does this module help a human
+  maintainer understand what the AI treats as
+  retraction (semantically + algebraically)? YES —
+  additive-inverse / linearity / z-linearity / DBSP
+  claim / non-retractable-holdouts are all surfaced
+  explicitly.
+
+**Module passes both directions.**
+
+---
+
+## Attribution
+
+Otto (loop-agent PM hat) authored. Second Craft module
+following `zset-basics`. Theoretical-track review:
+future Soraya (formal-verification) + Hiroshi (complexity-
+theory) passes.