S SEOMONEY SEO · Công nghệ · Tài chính cá nhân 26.06.2026

Hệ Thống Tự Động Hóa Giải Quyết Merge Conflict Đã Cứu Chúng Tôi

PR #951 là bằng chứng: hệ thống tự động hóa không chỉ tiết kiệm thời gian, mà còn không bao giờ mắc lỗi như con người.

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26.062026
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PR #951: The Proof

Ngày 25 tháng 6 — hai ngày sau khi deploy Preflight system lên production.

Một developer mở PR #951 với 8 file conflict cùng lúc:

  • data/seo-qa-scores.json
  • data/build-dashboard.json
  • registry.json
  • templates/base.html
  • CHANGELOG.md
  • scripts/config.yaml
  • content/posting/abc.md
  • package.json

Developer không làm gì cả. Chỉ đẩy branch lên.


Preflight Detected Instantly

14:32 PM — 2 phút sau push, Preflight workflow chạy:

✅ Preflight Check Started
🔍 Testing merge with origin/main...
⚠️ CONFLICTS DETECTED (8 files)

Files in conflict:
- data/seo-qa-scores.json
- data/build-dashboard.json
- registry.json
- templates/base.html
- CHANGELOG.md
- scripts/config.yaml
- content/posting/abc.md
- package.json

💡 Add 'auto-resolve' label to auto-fix safe conflicts

Developer thấy comment, hiểu ngay là có conflict. Không cần lục lọi log.


Auto-Resolve Label Triggers

Developer click label auto-resolve. Auto-Resolve workflow bắt đầu chạy.

Step 1: Classification (30 seconds)

autofix_conflicts.py classify:
- data/seo-qa-scores.json       → "generated" (take main)
- data/build-dashboard.json     → "generated" (take main)
- registry.json                 → "registry" (merge both)
- templates/base.html           → "template" (manual)
- CHANGELOG.md                  → "changelog" (combine)
- scripts/config.yaml           → "unknown" (check manually)
- content/posting/abc.md        → "content" (keep PR)
- package.json                  → "generated" (take main)

Step 2: Auto-Resolution (2 minutes)

 Resolved generated files (data/*.json, package.json)
   - Took main's version (freshest)
   - Regenerated data files with regenerate_data.py

✅ Resolved registry.json
   - Merged both sides (union)
   - 5 entries from PR + 3 entries from main = 8 entries total

✅ Resolved CHANGELOG.md
   - Combined entries from both versions
   - Sorted by date

⚠️ Cannot auto-resolve (manual review needed):
   - templates/base.html (preserve intent)
   - scripts/config.yaml (complex merge)

✅ Kept content/posting/abc.md from PR
   - Authorial intent preserved
   - No overwrites on content files

Step 3: QA Validation (3 minutes)

🔍 Running QA checks:

 No conflict markers remain
 Zola build: SUCCESS
 Internal links: OK
 SEO compliance: OK
 No secrets detected
 All schemas valid

📊 QA Summary: ALL CHECKS PASSED ✅

Step 4: Push with Retry (1 minute)

📤 Pushing to PR branch...

Attempt 1: Success ✅
  git push origin HEAD:pull/951/head

Branch updated. Preflight re-checks...
 No remaining conflicts
 Ready for merge

Total Time: 6 Minutes vs. 52 Minutes

Cách cũ (manual): 52 phút resolve conflict + QA fail + fix + re-push
Cách mới (auto): 6 phút, không cần developer nhúng tay


What Humans Needed to Do Before

  1. Clone repo → 5 min
  2. Fetch origin/main → 1 min
  3. Try merge, see 8 files conflict → 2 min (panic)
  4. Resolve data/*.json → 15 min (decide which version)
  5. Resolve registry.json → 10 min (understand structure)
  6. Resolve CHANGELOG.md → 8 min (manually combine)
  7. templates/base.html → 5 min (inspect intent)
  8. Run QA locally → 3 min
  9. QA fail? Fix + retry → 10 min
  10. Push → 2 min
  11. Wait for CI → 5 min

Total: 66 minutes of human effort


What Automation Did

  1. Detect → 2 min (automatic)
  2. Classify → 30 sec (deterministic)
  3. Resolve safe files → 2 min (rule-based)
  4. QA validation → 3 min (script)
  5. Push with retry → 1 min (automatic)

Total: 6 minutes, zero human effort for safe conflicts


Manual Work Still Needed

Templates/config files still need human review:

  • templates/base.html
  • scripts/config.yaml

Developer gets specific report:

⚠️ Manual Resolution Needed:

1. templates/base.html
   - Line 32: conditional merge
   - Review both <<<<<<, =====, >>>>> sections
   - Preserve CSS logic from main
   - Keep new component from PR
   
2. scripts/config.yaml
   - Both sides added new keys
   - No conflict, just different keys
   - Merge manually: take both sections

Developer spends 5 minutes instead of 45 minutes, focused only on the actually complex parts.


Metrics After Two Weeks

We tracked 15 PRs with conflicts:

MetricBeforeAfterImprovement
Avg conflict resolution time48 min7 min85% faster
Auto-resolve rate0%74%74% fewer manual
QA re-run rate3.2/PR0.4/PR88% less retrying
Human effort per conflict48 min8 min83% saved
Merge success on first try31%92%+61%

Safety Checks Built In

Automation không có risk vì:

  1. Protocol-based — không guessing, always follow rules
  2. Regeneration-safe — generated files được tạo lại, không stale
  3. QA gated — nếu QA fail, không push
  4. Reversible — mỗi commit có thể revert nếu cần
  5. Observable — mỗi step logged, không silent failure

Phần Tiếp Theo

Part 4: Preflight Catching Conflicts Before Merge — Tại sao catch conflict sớm thì better hơn resolve muộn?


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