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solution-erp/.claude/workflows/runs/2026-08-09-S185-bookend-close/sub-lead-gap-deep.md
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sub-lead-gap-deep — H24 DEEP-sweep @bookend-close S185 — ✅ XONG

VERDICT: LEAD-GAP-DEEP: 6 FLAG (3 HIGH / 3 MED) — chi tiet o khoi FLAG-LIST cuoi tep. Vai: lead-gap-auditor (H24 §2(1) truc GAP = soi CAI KHONG CO). INFORM-only / propose-only. Run: 2026-08-09-S185-bookend-close. Ngay do: 2026-08-09 (return hoan tat 2026-08-10). ARTIFACT-FIRST chong #53: file nay duoc GHI LIEN TUC trong luc lam — return luot-1 dinh #53, noi tiep tu §1 khong mat viec. Coverage 6/6 class gap-*: 4 class fire · 1 KHONG-DO-DUOC khai ro (gap-carry-aged) · 1 honest-zero co lap luan.

0. Tien-de do duoc TRUOC khi soi (khai truoc, khong tinh lai)

Nguon: .claude/governance/.session-counter.json (doc luc 2026-08-09):

  • counter = 59 · last_audit.light_at_counter = 56 · last_audit.deep_at_counter = 40
  • OVERDUE(deep) = 59 - 40 = 19 >= deep_every 15 => DEEP dung han. (Khop lenh giao "19/15".)
  • OVERDUE(light) = 59 - 56 = 3 < light_every 6 => light CHUA toi han (deep bao ham light).
  • class_repeat.counts (doc, KHONG tinh lai): gap-carry-dropped 13 · gap-decision-sunk 7 · gap-owner-specifics 6 · gap-carry-aged 1 · gap-incident-unrecorded 0 · gap-underfill 0. Nguong jump_on_class_repeat = 3 => 3 class gap-* DA vuot xa nguong tu truoc lan nay.
  • signal_reset_done = false, signal_session = S182, signal_last_kind = "light".

Enum DONG (memory-budget.json -> lead_self_audit.flag_classes, NIEM PHONG P3=B @S181, do dai = 12): gap-carry-dropped · gap-carry-aged · gap-owner-specifics · gap-decision-sunk · gap-underfill · gap-incident-unrecorded (6 lop view-* thuoc vai lead-stale-auditor, KHONG dung o day.)

1. Tap KY-VONG (dung TRUOC khi so) — nguon cam-ket

(dang xay dung — ghi tiep ben duoi)

1. Tap KY-VONG carry — dung tu nguon, KHONG chep danh sach ky truoc

Phep do (chong bay mega-line H24 §2 + bai S179 "tu bac thuoc cua minh"):

  • grep -o '\[carry:[a-z0-9-]*\]' docs/HANDOFF.md | wc -l = 315 lan xuat hien · sort -u = 57 slug rieng. (grep -c ra so DONG, VO NGHIA o file mega-line -> khong dung.)
  • Thuoc dong-carry: KHONG dung grep -c 'DONG' tren dong chua slug (bai S179: mega-line chua "DONG" cua slug KHAC => duong-gia). Thay bang proximity +-70 ky tu quanh TUNG lan xuat hien, roi DOC cua so de loai duong-gia.
  • Control-duong (dong THAT, phai bat duoc): memory-ops-refine-queue (L232 "✅ DONG @S152") · hub-republish-59ce1d0f (L239) · hmw-width-vs-roster (L17 "✅ DONG @S181") · adap-apply-2-thu (L225 "✅ DONG @S153") · mind-tran-nen-moi-cua (L145 "Dong ~~") · dangling-head (L259 "✅ DONG @S143") · snapshot-cmd (L255 "DONG"). => 7/7 bat duoc => thuoc SONG.
  • Duong-gia proximity da loai bang doc tay: context-stock (dau ✅DONG thuoc muc (17) pause-autosnap ke ben; ngay TRUOC slug la chu "giu carry cho ve do") · hub-review-wave-1807 (✅DONG@S143 thuoc dangling-head) · pull-warn-threshold (~~✅ thuoc muc (3) tools-whitelist ke ben) · h24-end-total-line/ring4-write-lane (✅DONG@S152 thuoc memory-ops-refine-queue).

1.1 Moc doi-chieu = khoi Carry @S152 (HANDOFF:232) — khoi TU KHAI "du MOI slug" (23 slug)

account-trung · binh-le-decision · bookend-5-5 · bvaau · carry-age-vacuous · context-stock · eval-thamquyen · g011-token-fork · hook-vs-budget-cap · hub-review-wave-1807 · meld-forward-unmeasured · pe-phanquyen · pull-warn-threshold · session-model-adopt · tham-sau-6-ca · tiep-window-crash · tools-whitelist-no-teeth · tra-bui-relogin · uat-s117 · uat-s133-budget-freeze · uat-s134-luyke · underfill-mau-so · veto-window-s149

1.2 Khoi HIEN TAI = RE-STAMP CARRY @S181 (HANDOFF:13) 23 slug + CARRY LAI @S185 (:14) 2 slug = 25

=> Giao voi 1.1: 11/23 con mat. 12/23 VANG (in dam o tren). Ca 12 deu 0 dau dong tren TOAN file (315 lan xuat hien da quet het, proximity + doc tay).

1.3 Phan dinh TUNG slug trong 12 slug vang (bat buoc cham dia truoc khi phat gap-*, bai S121)

slug phan dinh bang chung / lenh
hook-vs-budget-cap 🔴 ROT THAT — dieu kien SONG HOM NAY find .claude/agent-memory -name MEMORY.md -printf '%s %p\n': 4 tep VUOT soft-cap 30.720 (ring2-audit 31.781 · reviewer 31.341 · tooling-auditor 30.981 · lead-stale-auditor 30.852) + 2 tep vuot autoinject 25.600 (harvest 28.071 · impl-be 25.515). Cau treo la "anh chot huong" — chua bao gio duoc dap.
underfill-mau-so 🔴 ROT THAT — may IN DUNG dieu kien hom nay script-arm-output.md: target (owner) : 210000 tok vs measured_headroom : 134573 tok ⇒ target > headroom = y het cau chu cua carry. May con keu, carry thi mat nha.
carry-age-vacuous 🔴 ROT THAT — cau hoi owner chua bao gio duoc dap 11 lan xuat hien, 3 lan mang chu "anh xem dong?" (:237 :259 :280). 0 dau dong.
bookend-5-5 🔴 ROT THAT ve V5 chua co: ls .claude/agents/ring5* = khong ton tai; va [carry:ring5-audit-gap] VAN nam trong khoi hien tai ⇒ 5/5 khong the tron.
meld-forward-unmeasured 🔴 ROT THAT :255 nguyen van "meld-forward .claude/sessions/ qua squash — CHUA DO". 0 phep do nao ke tu do.
pull-warn-threshold 🔴 ROT THAT — owner-SO chua dat :259 "ve-4 dang INFORM tran, em CO Y khong tu dat so (quyen anh)".
tham-sau-6-ca 🔴 ROT THAT :260 "6 ca C/D chua tham sau = no khai voi hub".
context-stock 🟡 DU EVIDENCE DONG — chua ai dong (khong tinh la ROT) scripts/session_ctx.py ton tai 40.256 B, grep -c session_ctx_kb = 7; memory-budget.json._session_ctx_kb_reader tu khai "GHOST-WIRE DONG @S153". ⚠️ Duong-gia proximity da loai: dau ✅DONG canh no thuoc muc (17) pause-autosnap.
g011-token-fork 🟡 UNG-VIEN DONG carry = "da trinh hub, cho hub tra loi"; broadcasts/inbox/ai_infra/2026-07-22-*reply* co 2 thu khop token. Lead xac nhan roi dong.
hub-review-wave-1807 🟡 UNG-VIEN DONG carry = "cho-HUB reply wave 18-07"; inbox co 8 tep 2026-07-2* ⇒ thu da ve.
tiep-window-crash 🟡 UNG-VIEN DONG grep -c snapshot .claude/commands/tiep.md = 2; dia co _snapshot-1.md + _snapshot-2.md trong session-13/.
veto-window-s149 🟡 UNG-VIEN DONG theo cau-truc luat cua chinh no: "anh veto = 1 edit tung muc, khong veto = giu"; cua-so S149 da qua 36 nhan phien.

🔴 Cach doc con so nay cho dung: 7 ROT-THAT + 5 DU-EVIDENCE-MA-KHONG-AI-DONG. Ca 12 deu bien mat theo CUNG mot co-che — khong slug nao co dong "dong" hay "di-tru sang nha khac". 5 cai o cot vang KHONG lam nhe loi: chung roi khoi so truoc khi ai kip xac nhan, nen viec "da xong" cung khong ai biet.

1.4 Vi sao rot khoi khoi RE-STAMP = rot khoi MOI be mat

Do doi-chung: 12 slug nay grep -c tren WAL · STATUS · error-ledger · migration-todos · ACTIVE-MARKS = 0/0/0/0/0. Control: 3 slug dang song trong khoi (ctx-t9-dogfood · h24-deep-overdue · uat-s117) cung = 0 hit ngoai HANDOFF ⇒ HANDOFF la nha DUY NHAT cua carry. Nen roi khoi khoi re-stamp khong phai "chuyen nha", ma la bay hoi. (Control-duong cho biet lenh grep song: grep -c carry docs/STATUS.md = 24, .claude/WAL.md = 1.)

2. Truc WORK-STATE — so YEU-CAU vs WAL

docs/governance/so-yeu-cau-chu-du-an.md (dung @S181) tu dat luat: "Muon biet viec toi dau thi di theo cot con tro ve WAL". Do 6 dong dang mo:

YC con-tro do TUOI hom nay
YC-002 (anh nhac 4 lan) WAL chain W5 + W4b grep -c 'W5|W4b' .claude/WAL.md = 0 ⇒ CON-TRO CHET
YC-011 WAL next: (push 42 commit + cong dong-bo) grep -c 'push 42|42 commit' .claude/WAL.md = 0 ⇒ CON-TRO CHET
YC-013 runs/2026-08-08-S182-…/ con (run-folder git-tracked) — OK
YC-016 WAL chain con trong WAL luc nay
YC-017 WAL chain con trong WAL luc nay
YC-018 WAL chain con trong WAL luc nay

🔴 session-end.md:114 tu tuyen — nguyen van: "WAL la so ghi-de <=40 dong, va marker wf: bi xoa NGAY khi viec xong … soi mot cai so tam dang co lai, de tim dau von duoc thiet-ke de xoa di ⇒ KHONG THE dung". ⇒ So YEU-CAU dinh tuyen 5/6 dong mo ve dung cai so ma tai-lieu dong-so cua chinh du an tuyen la khong tra duoc. 2 dong da chet roi (chua can toi closeout). 3 dong con lai tro vao WAL sap bi ghi de trong chinh closeout nay. 🔸 Khong phai loi cua nguoi dung so — loi thiet-ke con-tro: REQUEST ben vinh vien ma tro vao TASK-ledger ephemeral.

3. Truc QUYET-DINH-TREO

  • W-3 (checklist-final.md:52) — owner-SO nguong "diem dung RE", so da do san (machine-block ~140ms · secrets-sweep ~64ms). Do 6 so ben: "diem dung RE" = 0/0/0/0/0/0 (HANDOFF·STATUS·WAL·ACTIVE-MARKS·error-ledger·migration-todos). Chinh checklist tu khai "cau ROI khoi surface tu 07-25" ⇒ im 15 ngay. Nha duy nhat = run-folder.
  • 5 SKIP-owner lane1 (severity/fold TOTAL · nguong H24-1 · lat V5 bao-cao-cuoi · mo C13 sang trio-consent · bo neo-glyph): moi token do rieng = 0 hit tren HANDOFF/WAL/STATUS. WAL chi co cum 4 chu "4W+5-SKIP-owner (trinh anh cuoi luot)" — khong co noi dung, va nam trong file sap reset.
  • 4 cau owner-quyet chim CUNG voi carry cua chung (giao cat voi §1.3): carry-age-vacuous ("anh xem dong?" ×3) · hook-vs-budget-cap ("anh chot huong") · pull-warn-threshold (owner-SO) · underfill-mau-so (owner-SO). ⇒ mat CA HAI duong song: khong con carry, cung khong co slot so trong khoi CHO-ANH.
  • Doi chung (khong phai moi thu deu chim): (73) RESTART CLI = 4 hit HANDOFF · (74) ROTATE vrapp = 1 hit · VK-5 = 2 hit HANDOFF + 1 WAL · (72) mfe-eval = 1 hit HANDOFF/STATUS/WAL. 4 cau nay CO nha ⇒ khong FLAG. ⇒ chung minh phep do phan biet duoc chim ⟂ khong-chim, khong phai keu tuot.

4. Truc OWNER-SPECIFICS — YC-018

Loi anh (nguyen van, so-yeu-cau:51): "2 phan bookend va bookstart -> trong dot adapt nay AI_INFRA cung co huong dan bon may chay 1 mach het toan bo ko con pause/tiep nua, chu y cau hinh cai do ky nhe".

Do:

  • Luat ONE-SHOT DA land: session-start.md 2 hit · session-end.md 2 hit · CLAUDE.md 1 hit. ✅
  • Doi thu-hep chu anh ("ko con pause/tiep nua" → "pause/tiep VAN la recovery, chi cam dung lam nhip chia-chang") duoc KHAI TUONG MINH ngay trong cot dien-giai + "Anh bac cach hieu nay thi em sua" ⇒ DUNG luat, khong phai giau. ✅
  • 🔴 NHUNG: nguon SPECIFICS ma anh tro toi — thu hub 08-08 — KHONG CO TEP NAO trong repo. find broadcasts -iname '*2026-08-08*' = rong; ls broadcasts/inbox/** = 70 tep, moi nhat = 2026-08-04 (control-duong: lenh song). adap-report 08-08 (9.405 B) ma WAL:16 dan lam bang chung KHONG chua cau duoc trich. Cau verbatim "tron trong mot luot duy nhat…" chi song 2 cho: session-start.md + chinh dong so. ⇒ Mot cau song sot; phan con lai cua "huong dan" khong ai tra duoc, va khong the doi chieu paraphrase voi ban goc.

5. Truc UNDERFILL

Do (may in trong chinh phien nay, script-arm-output.md): hotload measured = 736.281 B ⇒ [184.070 .. 245.427] tok / tran 380.000 ⇒ headroom con 134.573 tok. Luat token_governor.pct_print: "Headroom > 0 WHILE high-value content still unloaded = under-fill (WRONG) -> load more". Noi-dung gia-tri-cao chua nap, chinh la thu bao cao nay vua dung: 12 carry rot · W-3 · 5 SKIP-owner. 🔴 Them: crystallized_backfill.target = 210.000 (OWNER-SET, ON tu S115) nhung buoc ROT chi co o session-start.md (1 hit source_order|crystallized) + session-end.md (2) — tiep.md = 0. Phien nay vao bang /tiep (window-2,3,4) ⇒ duong vao chinh cua phien khong co buoc rot nao. 🔸 Khai that ve huong khac: do 9 nguon tiep_reload theo pham-vi tung muc = ~298.758 B ⇒ [74,7K..99,6K] tok, VUOT dai muc tieu 40-60K (moc _expand_S168 = 182.160 B nay loi-thoi ~1,6×; so cua toi la CAN TREN vi lat STATUS toi cat rong). ⇒ Truc kich thuoc khong under; truc thanh phan thi under. Ghi ca hai, khong chon so dep.

6. Hai o KHONG bao cao so 0 tron

  • gap-carry-aged = KHONG DO DUOC (khong phai 0). Luat vai: doc detector H24-2, CAM tu tinh streak. Detector da bi SUA hom nay (lane1 C-2 bolt tai :814+, sub-opus-lane1-detector.md:66) nhung grep -i 'H24-2\|carry-age\|streak' tren script-arm-output.md (22.950 B) = 0 hit ⇒ khong ai chay lai sau khi va. ⇒ Truc tuoi-carry dang toi, va ban va cung chua duoc nghiem thu tren cay that. Bao "0" o day la bia.
  • gap-incident-unrecorded = 0 CO LAP LUAN. Su co #53 cua chinh luot nay (return vai nay bi garble) CO vet: coordinator neu dich danh + run.md:28 co khoi "Chong-#53" + artifact-first da giu tron viec.

7. Turf — GIAO cho lead-stale-auditor, KHONG phai FLAG cua toi (cai CO nhung LECH)

  1. [carry:tools-whitelist-no-teeth] VAN nam trong khoi re-stamp @S181/@S185, trong khi :260 da gach "tools-whitelist no-teeth ✅ ANH CHOT (a) GIU NGUYEN @S148 (2026-07-24)" ⇒ carry song sau khi owner da phan.
  2. HANDOFF:12 header ghi "20 carry con mo", danh sach dem duoc 23 (+2 carry lai = 25). lane-4 da neu, chua ai sua.
  3. STATUS:8 khoi 🔥 CURRENT con ghi (S161→S168) trong khi moc song la S185.

8. Tu dinh-chinh tri-nho cua chinh vai nay (khong de sai truyen tiep)

Diary toi ghi "HANDOFF:5 ~50KB/1 dong". Do lai hom nay: dong dai nhat = 10.672 B (:260), 0 dong nao > 25.600 B (STATUS: dai nhat 17.902 B). ⇒ HANDOFF da duoc re-tier. Bay mega-line van con (van phai grep -o, KHONG grep -c) nhung con so cu trong dau toi da loi thoi — sua luon.

FLAG-LIST (class ∈ enum NIEM-PHONG P3=B; propose-only, em-main VERIFY → APPEND)

[LEAD-GAP] HIGH | gap-carry-dropped | hua: docs/HANDOFF.md:232 khoi `Carry @S152` TU KHAI "du MOI slug" (23 slug)
  | hien: khoi RE-STAMP @S181 `HANDOFF:13` + carry-lai @S185 `:14` chi giu 11/23 -> 12 VANG (0 dau dong tren toan 315 lan xuat hien)
  | im: 29 nhan phien (S152 -> S185); 7 slug ROT THAT, 5 du-evidence-ma-khong-ai-dong
  | resolve: 7 slug ROT-THAT tra ve khoi re-stamp HOAC dong kem bang chung dia; 5 ung-vien dong -> lat trang thai co lenh chung

Nang nhat trong 12 (dieu kien VAN SONG, do hom nay):

  • hook-vs-budget-cap — 4 diary vuot soft-cap 30.720 (ring2-audit 31.781 · reviewer 31.341 · tooling 30.981 · lead-stale 30.852).
  • underfill-mau-so — may in trong chinh closeout nay: target 210000 > measured_headroom 134573. Don-bay loai bao-chua (khong phai "bo ca khoi vi gap"): cung luot @S185 lane-4 CO voi tay tra ve 2 slug (eval-thamquyen · session-model-adopt) ⇒ khoi re-stamp duoc dung toi, 12 slug kia bi bo co chon loc. Co-che (chinh HANDOFF:15 tu khai): "no chep danh-sach ky truoc chu khong dung lai tu nguon" ⇒ mot slug roi 1 lan la roi VINH VIEN.
[LEAD-GAP] HIGH | gap-carry-dropped | hua: docs/governance/so-yeu-cau-chu-du-an.md:35,44 (YC-002 anh nhac 4 LAN · YC-011)
  | hien: con-tro cua ca hai tro ve `.claude/WAL.md` — do tuoi: grep 'W5|W4b' = 0 · grep 'push 42|42 commit' = 0 => CHET
  | im: tu S181 (con-tro chua bao gio duoc cap nhat khi WAL sang mach S185)
  | resolve: doi con-tro 6 dong YC-mo sang nha BEN (run-folder / session-log / HANDOFF slot so), hoac them buoc closeout tai-tro

🔴 5/6 dong YC dang mo tro ve WAL — ma session-end.md:114 tu tuyen WAL la "so ghi-de <=40 dong … KHONG THE dung". 2 dong da chet, 3 dong con lai tro vao WAL sap bi ghi de trong chinh closeout nay. So YEU-CAU sinh ra de tra loi "anh da yeu-cau gi, da duoc dap chua?" — voi YC-002 no khong con tra loi duoc.

[LEAD-GAP] HIGH | gap-decision-sunk | hua: runs/2026-08-09-S185-email-adap-pipeline/checklist-final.md:52 (W-3 owner-SO nguong "diem dung RE")
  | hien: VANG — 0 hit tren CA 6 so ben (HANDOFF·STATUS·WAL·ACTIVE-MARKS·error-ledger·migration-todos)
  | im: chinh checklist tu khai "cau ROI khoi surface tu 07-25" = 15 ngay
  | resolve: cap slot so trong khoi CHO-ANH cua HANDOFF (so do da san: machine-block ~140ms · secrets-sweep ~64ms)

Kem cung o nay: 5 SKIP-owner lane1 (severity/fold TOTAL · nguong H24-1 · lat V5 · trio-consent · bo neo-glyph) = 0 hit HANDOFF/WAL/STATUS; WAL chi mang cum 4 chu "4W+5-SKIP-owner (trinh anh cuoi luot)" trong file sap reset.

[LEAD-GAP] MED | gap-decision-sunk | hua: HANDOFF:237,259,260 — 4 cau owner-quyet gan vao 4 carry
  | hien: VANG CA HAI DUONG — mat carry (§1.3) VA khong co slot so trong khoi CHO-ANH
  | im: carry-age-vacuous hoi "anh xem dong?" >=3 lan (:237/:259/:280); pull-warn-threshold + underfill-mau-so cho owner-SO tu S150-S151
  | resolve: moi cau -> 1 slot so trong CHO-ANH, hoac anh tuyen "de nguyen" de dong carry

[LEAD-GAP] MED | gap-owner-specifics | hua: so-yeu-cau:51 YC-018 verbatim "AI_INFRA cung co huong dan bon may … chu y cau hinh cai do KY nhe"
  | hien: thu goc 08-08 = 0 TEP trong repo (find broadcasts -iname '*2026-08-08*' rong; inbox 70 tep, moi nhat 08-04 = control-duong)
         adap-report 08-08 (9.405 B) KHONG chua cau duoc trich; cau verbatim chi song o session-start.md + chinh dong so
  | im: tu 2026-08-08 (2 ngay) nhung luat ONE-SHOT DA land 3 site dua tren nguon khong tra duoc
  | resolve: file ban goc thu 08-08 vao broadcasts/inbox/ai_infra/ (hoac khai ro no nam NGOAI repo SE + con-tro)

🔸 Khai can-bang: 1 cau specifics DA song sot va doi thu-hep DA khai tuong minh — day khong phai ca "giau chu anh" nhu FLAG-4@S179; day la ca nguon khong luu duoc ⇒ lan sau tranh cai "cau hinh da KY chua" thi khong co ban goc de doi.

[LEAD-GAP] MED | gap-underfill | hua: memory-budget.json token_governor.pct_print "Headroom > 0 WHILE high-value content still unloaded = under-fill (WRONG)"
  | hien: may in trong phien: hotload 736.281 B = [184.070..245.427] tok / cap 380.000 => headroom 134.573 tok CON TRONG,
         trong khi 12 carry rot + W-3 + 5 SKIP-owner (noi dung gia-tri-cao) KHONG duoc nap
  | im: buoc ROT (`source_order`/crystallized) co o session-start.md=1 · session-end.md=2 · **tiep.md=0**; phien nay vao bang /tiep x3 cua
  | resolve: cam buoc rot vao /tiep, hoac khai tuong minh "target 210K = aspirational" (owner-SO, dung slug underfill-mau-so)

🔸 Chieu NGUOC da do va khai: 9 nguon tiep_reload = ~298.758 B = [74,7K..99,6K] tok, VUOT dai 40-60K (moc _expand_S168 182.160 B loi-thoi ~1,6×; so cua toi la CAN TREN). Truc kich-thuoc OVER, truc thanh-phan UNDER.

TOTAL: 6 FLAG (3 HIGH / 3 MED)

Phan ra theo class (don-vi tally = audit LIEN-TIEP, khai truoc theo bai D-4 — KHONG phai lan-trong-phien):

class lan nay counts hien luu sau luot nay (de xuat)
gap-carry-dropped 2 FLAG 13 14 = 4,7× nguong jump 3
gap-decision-sunk 2 FLAG 7 8
gap-owner-specifics 1 FLAG 6 7
gap-underfill 1 FLAG 0 1
gap-carry-aged 0 — KHONG DO DUOC (§6) 1 giu 1 (cam ghi 0 = dat-ao)
gap-incident-unrecorded 0 — honest-zero co lap luan (§6) 0 0

🔴 Lop loi khong xep duoc: KHONG CO. Ca 6 FLAG deu vao dung enum niem-phong; khong de nghi mo rong enum luot nay. 🔴 Ranh: §7 (3 muc CO-nhung-LECH) da nhuong lead-stale-auditor, KHONG tinh vao TOTAL cua toi.

XONG — artifact hoan tat

Vai INFORM-only: khong Write/Edit ngoai tep nay, khong commit, khong RAG-write.