feat(export): INV-EX4 single-template source + fix edit-path justification

מקור-תבנית-יחיד לכל מפיקי-מסמכי-ההחלטה: כולם מחילים סגנונות דרך
skills/docx/decision_template.docx בלבד; אסור hand-setting של פונט/גודל.

- docs/spec/06-export.md — INV-EX4 חדש (מקור-תבנית-יחיד, →G2)
- docx_reviser: מסלול-העריכה (revise_draft/apply_user_edit) הכניס פסקאות
  עם jc=right קשיח + David/sz ידני → איבד יישור דו-צדדי של התבנית.
  עכשיו מחיל pStyle מן-הטמפלט (Normal/Heading 2/Quote) + jc=both קנוני,
  בלי rFonts/sz ידני (הגופן/גודל מגיעים מהסגנון).
- שומר-CI test_docx_template_single_source — נכשל על בניית rFonts/sz
  במפיקים מחוץ לטמפלט (חריג מסומן # INV-EX4-ok ל-_mark_run_rtl,
  שמחזק את גופן-התבנית David כעקיפת באג-RTL של Word).
- אומת: build_party_claims_summary_docx (סיכום-מנהלים, WS3) + export_decision
  (סופי/טיוטת-ביניים) כבר תבניתיים ותואמי-INV-EX4.
- ארכוב scripts/exec_summary_1043.py (one-off; הוחלף ב-build_party_claims_summary_docx).
- עדכון 2 טסטים שאימתו את ההתנהגות הישנה (rFonts על run מוכנס).

Invariants: מקיים INV-EX4 (חדש), INV-G2 (מקור-יחיד, אין מסלול-סגנון מקביל),
INV-EX1 (DOCX נגזר). נוגע ב-docx_reviser/docx_exporter/analysis_docx_exporter.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

docs/spec/06-export.md

@@ -151,6 +151,30 @@ output) · Council of Europe / CEPEJ (2018, under user control) · Federal Judic
 `export_blocked` (אכוף-זרימה בלבד, ניתן-לעקיפה). נסגר ע"י ה-hard-block לעיל; מאומת ב-
 `test_export_qa_gate.py` (חסום ללא-QA · חסום בכשל-קריטי · עובר כשנקי).
 
+### INV-EX4: מקור-תבנית-יחיד — כל מפיק-מסמך מחיל סגנונות-טמפלט בלבד (→G2)
+**כלל:** **כל** מפיק של מסמך-Word הקשור-להחלטה — סופי (`export_docx`), טיוטת-ביניים
+(`export_interim_draft`), סיכום-מנהלים (`party-claims-summary`), ומסמך-הניתוח
+(`build_analysis_docx`), וכן מסלול-העריכה (`revise_draft`/`apply_user_edit` →
+`docx_reviser`) — **חייב לטעון את הטמפלט היחיד** `skills/docx/decision_template.docx`
+ולהחיל עיצוב **אך-ורק דרך שמות-הסגנונות שמוגדרים בו** (`paragraph.style = "…"` /
+`<w:pStyle w:val="…"/>`). **אסור hand-setting** של משפחת-גופן (`rFonts`), גודל-גופן
+(`sz`/`szCs`), או שוליים — אלה נגזרים מ-`styles.xml` של הטמפלט (cascade). היחיד שמותר
+לכפות מפורשות הוא **יישור-הגוף הקנוני `jc=both`** היכן שהוא דורס סגנון שמגיע ממורכז
+(`_set_paragraph_jc`, `docx_exporter.py:80`) — כי זו ההתנהגות-הקנונית, לא עיצוב-אד-הוק.
+סמני-כיווניות (`<w:bidi>`, run `<w:rtl/>`) מותרים (כיווניות, לא עיצוב). **טמפלט אחד = מקור-סגנון
+יחיד; אין שכבת-סגנון מקבילה.**
+**מקורות:** SSOT (Single Source of Truth) · Martin Fowler — Canonical Data Model · ECMA-376
+(OOXML) §17.7.2 — הורשת-סגנונות-פסקה (paragraph style inheritance / cascade) | סטטוס: verified
+**אכיפה:** `docx_exporter` ו-`analysis_docx_exporter` טוענים `TEMPLATE_PATH` ומחילים style-by-name
+(ראה §2); `docx_reviser` מחיל `pStyle` מן-הטמפלט + `jc=both` (לא פונט/גודל ידני). שומר-CI
+`test_docx_template_single_source.py` גורף את מודולי-מפיקי-ה-DOCX ונכשל על `rFonts`/`sz`/`szCs`
+ידני מחוץ לטוען-הטמפלט. אוכף את
+[INV-G2](00-constitution.md#inv-g2-מקור-אמת-יחיד--אין-מסלולים-מקבילים-מתפצלים) בשכבת-הרינדור.
+**הפרה ידועה — ✅ נסגרה:** `docx_reviser._build_paragraph` כפה `jc=right` + David/`sz` ידני על כל
+פסקה שהוכנסה במסלול-העריכה (`revise_draft`/`apply_user_edit`) → פלט מסלול-העריכה איבד את היישור
+הדו-צדדי של הטמפלט והכניס עיצוב-אד-הוק. נסגר ע"י החלת `pStyle` מן-הטמפלט; מאומת ב-
+`test_docx_reviser.py` + `test_docx_template_single_source.py`.
+
 ---
 
 ## 5. Current vs Target

mcp-server/src/legal_mcp/services/docx_exporter.py

@@ -43,10 +43,16 @@ HEBREW_FONT = "David"
 
 
 def _mark_run_rtl(run) -> None:
-    """Force David font on all four slots, then add <w:rtl/>."""
+    """Force David font on all four slots, then add <w:rtl/>.
+
+    INV-EX4 note: this reinforces the template's OWN font (David, == the
+    template's cs slot) to work around Word's RTL ascii-slot fallback to
+    Times New Roman — it is NOT an ad-hoc font/size override. Marked
+    INV-EX4-ok for the single-source guard for that reason.
+    """
     rPr = run._r.get_or_add_rPr()
     if rPr.find(qn("w:rFonts")) is None:
-        fonts = OxmlElement("w:rFonts")
+        fonts = OxmlElement("w:rFonts")  # INV-EX4-ok: reinforces template font David
         fonts.set(qn("w:ascii"), HEBREW_FONT)
         fonts.set(qn("w:hAnsi"), HEBREW_FONT)
         fonts.set(qn("w:cs"), HEBREW_FONT)

mcp-server/src/legal_mcp/services/docx_reviser.py

@@ -199,27 +199,86 @@ def _find_enclosing_paragraph(element: etree._Element) -> etree._Element | None:
     return None
 
 
+# ── Template style resolution (INV-EX4) ────────────────────────────
+# Every inserted paragraph carries a <w:pStyle> pointing at one of the
+# template's named styles — font (David), size, and indent come from
+# styles.xml, NOT from hand-set rFonts/sz here. Single template = single
+# style source (INV-EX4 / G2). docx_exporter.py applies the same styles by
+# name via python-docx; here (raw lxml) we resolve name → styleId.
+
+# StyleType → candidate style names in the template (case-insensitive).
+# Mirrors the names docx_exporter uses (paragraph.style = "Heading 2"/"Normal"/"Quote").
+_STYLE_NAME_CANDIDATES: dict[str, tuple[str, ...]] = {
+    "body": ("Normal", "Default Paragraph Font", "Body Text"),
+    "bold": ("Normal", "Body Text"),
+    "heading": ("Heading 2", "heading 2"),
+    "quote": ("Quote", "quote", "Intense Quote"),
+}
+
+
+def _resolve_style_ids(members: dict[str, bytes]) -> dict[str, str]:
+    """Map each StyleType → the template's w:styleId, read from styles.xml.
+
+    Returns {} when styles.xml is absent — callers then fall back to
+    minimal inline emphasis (so a missing style never crashes rendering).
+    """
+    raw = members.get("word/styles.xml")
+    if not raw:
+        return {}
+    try:
+        styles_tree = etree.fromstring(raw)
+    except etree.XMLSyntaxError:  # pragma: no cover - corrupt template
+        return {}
+    # Build a lowercase lookup over both the style's display name and its id.
+    by_key: dict[str, str] = {}
+    for style in styles_tree.iterfind(".//w:style", NSMAP):
+        sid = style.get(_w("styleId"))
+        if not sid:
+            continue
+        by_key.setdefault(sid.lower(), sid)
+        name_el = style.find(_w("name"))
+        if name_el is not None:
+            nm = name_el.get(_w("val"))
+            if nm:
+                by_key.setdefault(nm.lower(), sid)
+    resolved: dict[str, str] = {}
+    for style_type, candidates in _STYLE_NAME_CANDIDATES.items():
+        for cand in candidates:
+            sid = by_key.get(cand.lower())
+            if sid is not None:
+                resolved[style_type] = sid
+                break
+    return resolved
+
+
+def _emphasis_fallback(style: StyleType, *, has_pstyle: bool) -> tuple[bool, bool]:
+    """(bold, italic) for a run. When the paragraph carries a resolved
+    template pStyle, emphasis comes from the style (return no inline override),
+    except 'bold' which is inline emphasis with no dedicated style. When no
+    pStyle resolved, fall back to minimal inline emphasis so heading/quote
+    stay visually distinct."""
+    if style == "bold":
+        return True, False
+    if has_pstyle:
+        return False, False
+    return (style == "heading"), (style == "quote")
+
+
 # ── Paragraph builders ─────────────────────────────────────────────
 
 
-def _build_run(text: str, *, bold: bool = False, italic: bool = False,
+def _build_run(text: str, *, bold: bool = False, italic: bool = False) -> etree._Element:
-               font: str = "David", size_half_pt: int | None = None) -> etree._Element:
+    """Build a w:r (run): RTL marker + optional bold/italic + text.
-    """Build a w:r (run) element with RTL/David defaults and given text."""
+
+    Font (David) and size are NOT set here — they derive from the paragraph's
+    template style (INV-EX4). The <w:rtl/> marker is still required so Word
+    picks the style's complex-script (cs=David) slot rather than the ascii
+    (Times New Roman) slot for Hebrew (same reason as _mark_run_rtl in
+    analysis_docx_exporter.py).
+    """
     r = etree.Element(_w("r"))
     rPr = etree.SubElement(r, _w("rPr"))
 
-    rFonts = etree.SubElement(rPr, _w("rFonts"))
-    rFonts.set(_w("ascii"), font)
-    rFonts.set(_w("hAnsi"), font)
-    rFonts.set(_w("cs"), font)
-    rFonts.set(_w("hint"), "cs")
-
-    if size_half_pt is not None:
-        sz = etree.SubElement(rPr, _w("sz"))
-        sz.set(_w("val"), str(size_half_pt))
-        szCs = etree.SubElement(rPr, _w("szCs"))
-        szCs.set(_w("val"), str(size_half_pt))
-
     if bold:
         etree.SubElement(rPr, _w("b"))
         etree.SubElement(rPr, _w("bCs"))
@@ -235,28 +294,36 @@ def _build_run(text: str, *, bold: bool = False, italic: bool = False,
     return r
 
 
-def _build_paragraph(text: str, *, style: StyleType = "body") -> etree._Element:
+def _build_paragraph(text: str, *, style: StyleType = "body",
-    """Build a w:p (paragraph) with RTL + David + given text."""
+                     style_id: str | None = None) -> etree._Element:
+    """Build a w:p (paragraph) carrying the template's named style.
+
+    The paragraph references `style_id` (resolved from the template's
+    styles.xml) via <w:pStyle> — font/size/indent come from there, not from
+    hand-set rFonts/sz (INV-EX4). The only explicit paragraph-level override
+    is the canonical body alignment jc=both, matching docx_exporter's
+    _set_paragraph_jc (which forces both over style-center headings).
+    """
     p = etree.Element(_w("p"))
     pPr = etree.SubElement(p, _w("pPr"))
+
+    if style_id:
+        pStyle = etree.SubElement(pPr, _w("pStyle"))
+        pStyle.set(_w("val"), style_id)
+
     bidi = etree.SubElement(pPr, _w("bidi"))
     bidi.set(_w("val"), "1")
 
-    # Right alignment for body/RTL
+    # Canonical body alignment (two-sided justification) — overrides any
+    # style-center, exactly as docx_exporter._set_paragraph_jc does.
     jc = etree.SubElement(pPr, _w("jc"))
-    jc.set(_w("val"), "right")
+    jc.set(_w("val"), "both")
 
     rPr_p = etree.SubElement(pPr, _w("rPr"))
     etree.SubElement(rPr_p, _w("rtl"))
 
-    bold = style in ("heading", "bold")
+    bold, italic = _emphasis_fallback(style, has_pstyle=bool(style_id))
-    italic = style == "quote"
+    run = _build_run(text, bold=bold, italic=italic)
-    size = None
-    if style == "heading":
-        size = 28  # 14pt
-    elif style == "quote":
-        size = 22  # 11pt
-    run = _build_run(text, bold=bold, italic=italic, size_half_pt=size)
     p.append(run)
     return p
 
@@ -275,7 +342,7 @@ def _wrap_in_ins(elements: list[etree._Element], *, ins_id: int,
 
 def _make_tracked_paragraph_insert(
     text: str, *, style: StyleType, ins_id: int, author: str, date_iso: str,
-    mark_id: int | None = None,
+    mark_id: int | None = None, style_id: str | None = None,
 ) -> etree._Element:
     """Build a whole tracked-inserted paragraph.
 
@@ -286,7 +353,7 @@ def _make_tracked_paragraph_insert(
     """
     if mark_id is None:
         mark_id = ins_id
-    p = _build_paragraph(text, style=style)
+    p = _build_paragraph(text, style=style, style_id=style_id)
     pPr = p.find(_w("pPr"))
     assert pPr is not None
     rPr = pPr.find(_w("rPr"))
@@ -339,6 +406,7 @@ def _apply_insert(
     ins_id: int,
     author: str,
     date_iso: str,
+    style_ids: dict[str, str] | None = None,
 ) -> RevisionResult:
     """Apply insert_after / insert_before relative to a bookmark."""
     start, end = _find_bookmark(document_tree, revision.anchor_bookmark)
@@ -362,6 +430,7 @@ def _apply_insert(
         revision.content, style=revision.style,
         ins_id=ins_id, mark_id=ins_id + 1,
         author=author, date_iso=date_iso,
+        style_id=(style_ids or {}).get(revision.style),
     )
 
     parent = enclosing_p.getparent()
@@ -407,6 +476,7 @@ def _apply_replace(
     del_id: int,
     author: str,
     date_iso: str,
+    style_ids: dict[str, str] | None = None,
 ) -> RevisionResult:
     """Replace = delete the existing paragraph + insert new one after it."""
     start, end = _find_bookmark(document_tree, revision.anchor_bookmark)
@@ -428,6 +498,7 @@ def _apply_replace(
         revision.content, style=revision.style,
         ins_id=ins_id, mark_id=ins_id + 1,
         author=author, date_iso=date_iso,
+        style_id=(style_ids or {}).get(revision.style),
     )
     idx = list(parent).index(enclosing_p)
     parent.insert(idx + 1, new_p)
@@ -473,6 +544,10 @@ def apply_tracked_revisions(
     members, doc_tree, settings_tree = _load_docx_xml(source_path)
     _ensure_track_revisions(settings_tree)
 
+    # Resolve template style ids once (INV-EX4) — inserted paragraphs inherit
+    # font/size/indent from these named styles instead of hand-set rFonts/sz.
+    style_ids = _resolve_style_ids(members)
+
     next_id = _next_revision_id(doc_tree)
 
     batch = RevisionBatchResult()
@@ -480,7 +555,8 @@ def apply_tracked_revisions(
         try:
             if rev.type in ("insert_after", "insert_before"):
                 result = _apply_insert(doc_tree, rev, ins_id=next_id,
-                                       author=author, date_iso=date_iso)
+                                       author=author, date_iso=date_iso,
+                                       style_ids=style_ids)
                 # insert consumes 2 IDs: run-wrapper + paragraph-mark
                 next_id += 2
             elif rev.type == "delete":
@@ -490,7 +566,8 @@ def apply_tracked_revisions(
             elif rev.type == "replace":
                 result = _apply_replace(doc_tree, rev,
                                         ins_id=next_id, del_id=next_id + 2,
-                                        author=author, date_iso=date_iso)
+                                        author=author, date_iso=date_iso,
+                                        style_ids=style_ids)
                 # replace consumes 3 IDs: ins-run, ins-mark, del
                 next_id += 3
             else:

mcp-server/tests/test_docx_reviser.py

@@ -130,6 +130,16 @@ def _find_ins_with_runs(tree: etree._Element) -> etree._Element | None:
     return None
 
 
+def _find_enclosing_p(element: etree._Element) -> etree._Element | None:
+    """Walk up to the enclosing <w:p>."""
+    cur = element
+    while cur is not None:
+        if cur.tag == _w("p"):
+            return cur
+        cur = cur.getparent()
+    return None
+
+
 def test_insert_after_ins_has_author_and_date(sample_docx: Path, tmp_path: Path) -> None:
     out = tmp_path / "out.docx"
     rev = Revision(id="r1", type="insert_after",
@@ -147,7 +157,10 @@ def test_insert_after_ins_has_author_and_date(sample_docx: Path, tmp_path: Path)
     assert date_str.endswith("Z")  # ISO 8601 UTC
 
 
-def test_insert_after_uses_rtl_and_david(sample_docx: Path, tmp_path: Path) -> None:
+def test_insert_after_uses_rtl_and_template_style(sample_docx: Path, tmp_path: Path) -> None:
+    """INV-EX4: an inserted paragraph carries the template's named style via
+    <w:pStyle> and an <w:rtl/> run marker — but does NOT hand-set rFonts/sz
+    (font/size come from the style). jc is the canonical body 'both'."""
     out = tmp_path / "out.docx"
     rev = Revision(id="r1", type="insert_after",
                    anchor_bookmark="block-alef", content="מוסף")
@@ -162,10 +175,22 @@ def test_insert_after_uses_rtl_and_david(sample_docx: Path, tmp_path: Path) -> N
     assert run is not None
     rPr = run.find(_w("rPr"))
     assert rPr is not None
+    # RTL marker preserved (so Word picks the style's cs=David slot)…
     assert rPr.find(_w("rtl")) is not None
-    rFonts = rPr.find(_w("rFonts"))
+    # …but NO hand-set font/size on the run (INV-EX4).
-    assert rFonts is not None
+    assert rPr.find(_w("rFonts")) is None
-    assert rFonts.get(_w("ascii")) == "David"
+    assert rPr.find(_w("sz")) is None
+    assert rPr.find(_w("szCs")) is None
+
+    # The enclosing paragraph references a template style + canonical jc=both.
+    para = _find_enclosing_p(ins)
+    assert para is not None
+    pPr = para.find(_w("pPr"))
+    assert pPr is not None
+    pStyle = pPr.find(_w("pStyle"))
+    assert pStyle is not None and pStyle.get(_w("val"))  # Normal → real styleId
+    jc = pPr.find(_w("jc"))
+    assert jc is not None and jc.get(_w("val")) == "both"
 
 
 # ── apply_tracked_revisions: insert_before ────────────────────────

mcp-server/tests/test_docx_template_single_source.py

@@ -0,0 +1,76 @@
+"""שומר INV-EX4 — מקור-תבנית-יחיד לכל מפיקי-מסמכי-ההחלטה.
+
+כל מפיק של מסמך-Word הקשור-להחלטה חייב להחיל עיצוב דרך הסגנונות שמוגדרים
+בטמפלט היחיד (skills/docx/decision_template.docx), ולא לקבוע פונט/גודל ידנית
+(``rFonts`` / ``sz`` / ``szCs``) — אלה נגזרים מ-styles.xml של הטמפלט.
+
+הטסט גורף את מודולי-המפיקים ונכשל אם נבנה אלמנט ``w:rFonts`` / ``w:sz`` /
+``w:szCs`` בקוד, אלא אם השורה נושאת את הסמן המפורש ``# INV-EX4-ok`` (חריג
+מתועד — למשל חיזוק גופן-התבנית עצמו David כעקיפת באג-RTL של Word).
+
+ספ: docs/spec/06-export.md §INV-EX4.
+"""
+
+from __future__ import annotations
+
+import re
+from pathlib import Path
+
+import pytest
+
+from legal_mcp.services import (
+    analysis_docx_exporter,
+    docx_exporter,
+    docx_reviser,
+    docx_retrofit,
+)
+
+# Every module that builds/edits a decision-related Word document.
+_PRODUCER_MODULES = [
+    docx_exporter,
+    analysis_docx_exporter,
+    docx_reviser,
+    docx_retrofit,
+]
+
+# Construction (not lookup) of a hand-set font/size element:
+#   OxmlElement("w:rFonts")          (python-docx producers)
+#   etree.SubElement(rPr, _w("sz"))  (raw-lxml producer: docx_reviser)
+_HANDSET_RE = re.compile(
+    r'OxmlElement\(\s*["\']w:(?:rFonts|sz|szCs)["\']'
+    r'|SubElement\([^)]*_w\(\s*["\'](?:rFonts|sz|szCs)["\']'
+)
+
+# Producers that build a document FROM SCRATCH must load the single template.
+# (docx_reviser/docx_retrofit operate on an already-templated existing doc.)
+_FROM_SCRATCH_MODULES = [docx_exporter, analysis_docx_exporter]
+
+
+def _module_path(module) -> Path:
+    return Path(module.__file__)
+
+
+def test_no_handset_font_or_size_in_producers() -> None:
+    """INV-EX4: no hand-set rFonts/sz/szCs in any producer (only via the
+    template's named styles), unless explicitly marked ``# INV-EX4-ok``."""
+    violations: list[str] = []
+    for module in _PRODUCER_MODULES:
+        path = _module_path(module)
+        for lineno, line in enumerate(path.read_text(encoding="utf-8").splitlines(), 1):
+            if _HANDSET_RE.search(line) and "INV-EX4-ok" not in line:
+                violations.append(f"{path.name}:{lineno}: {line.strip()}")
+    assert not violations, (
+        "INV-EX4 violation — hand-set font/size outside the template styles "
+        "(use a named template style, or mark with # INV-EX4-ok):\n  "
+        + "\n  ".join(violations)
+    )
+
+
+@pytest.mark.parametrize("module", _FROM_SCRATCH_MODULES)
+def test_from_scratch_producers_load_the_single_template(module) -> None:
+    """INV-EX4: from-scratch producers reference the one template file."""
+    source = _module_path(module).read_text(encoding="utf-8")
+    assert "decision_template.docx" in source, (
+        f"{_module_path(module).name} must load the single template "
+        "skills/docx/decision_template.docx (INV-EX4)."
+    )

mcp-server/tests/test_track_changes_e2e.py

@@ -207,8 +207,9 @@ def test_multiple_revisions_all_tracked_independently(tmp_path: Path) -> None:
 
 
 def test_rtl_preserved_in_tracked_insertion(tmp_path: Path) -> None:
-    """Inserted paragraph must have bidi + rtl + David font so it renders
+    """Inserted paragraph must have bidi + an <w:rtl/> run marker so Hebrew
-    correctly in Word alongside the user's content."""
+    renders via the template's cs=David slot — but font/size come from the
+    template's named paragraph style (INV-EX4), not hand-set rFonts/sz."""
     user_file = tmp_path / "user.docx"
     _make_user_edited_docx(user_file)
     docx_retrofit.retrofit_bookmarks(user_file, backup=False)
@@ -229,9 +230,10 @@ def test_rtl_preserved_in_tracked_insertion(tmp_path: Path) -> None:
             if any("עברית RTL" in (t.text or "") for t in text_els):
                 rPr = r.find(_w("rPr"))
                 assert rPr is not None
+                # RTL marker preserved…
                 assert rPr.find(_w("rtl")) is not None
-                rFonts = rPr.find(_w("rFonts"))
+                # …but NO hand-set font/size on the run (INV-EX4).
-                assert rFonts is not None
+                assert rPr.find(_w("rFonts")) is None
-                assert rFonts.get(_w("ascii")) == "David"
+                assert rPr.find(_w("sz")) is None
                 return
     pytest.fail("tracked insertion with 'עברית RTL' not found")

scripts/SCRIPTS.md

@@ -174,6 +174,7 @@
 
 | Script | Original Purpose | Superseded By |
 |--------|-----------------|---------------|
+| `exec_summary_1043.py` | חד-פעמי — רינדור DOCX של סיכום-מנהלים לתיק 1043-02-26 דרך עוזרי-התבנית של `analysis_docx_exporter` (פרוטוטיפ). | `analysis_docx_exporter.build_party_claims_summary_docx()` + endpoint `GET /api/cases/{n}/research/party-claims-summary/export-docx` (WS3 #202; תבניתי, INV-EX4) |
 | `backfill_pattern_frequency.py` | עדכון תדירות דפוסי סגנון ב-DB | `web/app.py::_extract_pattern_variants()` |
 | `batch_upload_training.py` | העלאת קורפוס אימון (16 קבצים) | Web UI: `/api/training/upload` |
 | `benchmark_embeddings.py` | השוואת מודלי embeddings (voyage-3 vs voyage-4) | הושלם — voyage-3-large נבחר |