diff --git a/docs/docs/cli/pfs-lineage.md b/docs/docs/cli/pfs-lineage.md
index 775343d..b6ec678 100644
--- a/docs/docs/cli/pfs-lineage.md
+++ b/docs/docs/cli/pfs-lineage.md
@@ -10,9 +10,17 @@ Usage: stack pfs lineage [OPTIONS]
                                                                                 
  Timeline of a code: RVU-file diffs and FR paragraphs, cross-checked.           
                                                                                 
+ --all-payable computes lineage for every payable code in ONE pass over         
+ fr_anchors instead of one query per code.                                      
+                                                                                
 ╭─ Options ────────────────────────────────────────────────────────────────────╮
-│ *  --code         TEXT  [required]                                           │
-│    --write              Persist to pfs.code_event and republish.             │
-│    --help               Show this message and exit.                          │
+│ --code               TEXT                                                    │
+│ --all-payable                 Every A/R/T code in the newest RVU year, one   │
+│                               inverted pass over fr_anchors.                 │
+│ --limit              INTEGER  Only the first N target codes (sorted) — for   │
+│                               smoke runs with --all-payable.                 │
+│                               [default: 0]                                   │
+│ --write                       Persist to pfs.code_event and republish.       │
+│ --help                        Show this message and exit.                    │
 ╰──────────────────────────────────────────────────────────────────────────────╯
 ```
diff --git a/notebooks/code_families.py b/notebooks/code_families.py
index 7b2477e..21d83ec 100644
--- a/notebooks/code_families.py
+++ b/notebooks/code_families.py
@@ -896,6 +896,109 @@ def _(alt, code, con, mo, not_built, pl):
     return
 
 
+@app.cell(hide_code=True)
+def _(code, mo, pl):
+    # ── 7b. What the chat sees ──
+    from llm.config import load as _load_llm_cfg
+    from llm.lineage import lineage_evidence as _lineage_evidence
+
+    _cfg = _load_llm_cfg()  # replica-only reads — no LLM_DB_PASSWORD, no pool
+    _ev = _lineage_evidence(f"history of {code}", _cfg)
+
+    _intro = mo.md(
+        "## 7b. What the chat sees\n\n"
+        "This is the same timeline the chat itself builds when it answers a "
+        "question about this code. `llm.lineage.lineage_evidence` reads "
+        "`pfs.code_event` — populated for every PFS-payable code, not just "
+        "the codes with hand-built element extractions, by "
+        "`stack pfs lineage --all-payable --write` — collapses repeated "
+        "mentions of the same event down to one representative row, labels "
+        "each surviving row with the rule paragraph (or RVU-file year, or "
+        "CPT Changes edition) it comes from, and hands the model exactly "
+        "the bracketed labels shown below in its prompt, so any dated claim "
+        "in a chat answer can be traced back to the paragraph it came from."
+    )
+
+    if _ev is None:
+        _view = mo.vstack(
+            [
+                _intro,
+                mo.md(
+                    "_No lineage events for this code — run "
+                    "`stack pfs lineage --all-payable --write`._"
+                ),
+            ]
+        )
+    else:
+        _payload = _ev.payload()
+        _events = _payload["events"]
+
+        def _codes_cell(e):
+            if e["from_codes"] or e["to_codes"]:
+                return (
+                    f"{e['code']} ({', '.join(e['from_codes'])} → "
+                    f"{', '.join(e['to_codes'])})"
+                )
+            return e["code"]
+
+        def _label_cell(e):
+            return f"[{e['label']}]({e['url']})" if e["url"] else e["label"]
+
+        _tbl = pl.DataFrame(
+            {
+                "Year": [e["year"] for e in _events],
+                "Event": [e["kind"] for e in _events],
+                "Codes": [_codes_cell(e) for e in _events],
+                "Label": [_label_cell(e) for e in _events],
+            }
+        )
+
+        _panels = [
+            _intro,
+            mo.ui.table(_tbl, label=f"lineage_evidence events — {len(_events)} rows"),
+            mo.accordion(
+                {
+                    "Prompt block the model sees": mo.md(
+                        f"```\n{_ev.prompt_block()}\n```"
+                    )
+                }
+            ),
+        ]
+
+        if _payload["element_diffs"]:
+            _panels.append(
+                mo.md(
+                    "**Element differences**\n\n"
+                    + "\n".join(
+                        f"- `{d['type']}={d['value']}`: in {', '.join(d['in_codes'])}; "
+                        f"not in {', '.join(d['not_in_codes'])} ({d['label']})"
+                        for d in _payload["element_diffs"]
+                    )
+                )
+            )
+        if _payload.get("elements_note"):
+            _panels.append(
+                mo.md(
+                    f"_{_payload['elements_note']} — element diffs cover only the "
+                    "elements-extracted codes until #698 lands._"
+                )
+            )
+        if _payload["guidance"]:
+            _panels.append(
+                mo.md(
+                    "**Guidance references**\n\n"
+                    + "\n".join(
+                        f"- {g['locator']} — {g['kind'].upper()} ({g['label']})"
+                        for g in _payload["guidance"]
+                    )
+                )
+            )
+
+        _view = mo.vstack(_panels)
+    _view
+    return
+
+
 @app.cell(hide_code=True)
 def _(NOTES, REPLICA_PATH, con, mo, pl, q, store):
     # ── 8. Provenance ──
diff --git a/tests/notebooks/test_code_families_nb.py b/tests/notebooks/test_code_families_nb.py
index 21392eb..8a5f1db 100644
--- a/tests/notebooks/test_code_families_nb.py
+++ b/tests/notebooks/test_code_families_nb.py
@@ -29,8 +29,8 @@ def test_cells_are_anonymous_and_banners_present():
     tree = ast.parse(src)
     names = [n.name for n in tree.body if isinstance(n, ast.FunctionDef)]
     assert names and set(names) == {"_"}
-    banners = re.findall(r"# ── (\d)\. ", src)
-    assert [int(b) for b in banners] == list(range(0, 9))
+    banners = re.findall(r"# ── (\S+)\. ", src)
+    assert banners == ["0", "1", "2", "3", "4", "5", "6", "7", "7b", "8"]
 
 
 def test_headless_run_degrades_without_data(monkeypatch, tmp_path):