docs: improve AI agent workflow and instruction framework

- strengthen agent workflow rules and commit/log ordering
- improve AI logging instructions and traceability
- add agent framework documents and task generation tooling
- keep repository workflow consistent for future AI-assisted tasks

AGENT_WORKFLOW.md

@@ -28,6 +28,28 @@ Every AI task must follow this sequence:
 
 PLAN → REVIEW → BUILD → VALIDATE → LOG
 
+---
+
+# Execution Order (Strict)
+
+The following operational order must be respected when executing any BUILD task.
+
+1. Implement changes (BUILD)
+2. Run validation
+   make fix
+   make quality
+3. Update AI logs
+   - docs/ai-worklog.md
+   - docs/ai-prompts.md
+4. Stage all modified files including logs
+5. Create commit
+6. Push only if explicitly requested
+
+Important rule:
+Logs must always be written **before creating a commit**. If log files are modified after a commit, the task is considered incomplete and must be corrected.
+
+---
+
 This sequence must not be skipped.
 
 ---
@@ -195,6 +217,14 @@ The same Task ID must appear in:
 
 Agents must **not commit or push automatically** unless explicitly instructed.
 
+Before creating a commit the agent must ensure:
+
+- validation has passed
+- AI logs have been written
+- docs/ai-worklog.md and docs/ai-prompts.md are staged
+
+Commits that omit required AI log entries violate the repository workflow rules.
+
 When commits are requested:
 
 1. Validate repository state