Feature/delta team/epic r04 (#7)

## Summary

epic r04 - begin refactor

## Change Type

- [x] Cowork feature
- [ ] Bug fix
- [ ] Core AI contribution
- [ ] Test / hardening
- [ ] Performance
- [ ] Documentation

## Related Work

Cowork Task:

Core Repo: http://34.143.229.138/gitea-admin/fsg-ai-core-assets

Core AI Issue:

Core Task:

Related PR:

## Scope

What is intentionally included?

What is intentionally NOT included?

## Validation

- [ ] Unit tests
- [ ] Integration tests
- [ ] Manual verification
- [ ] Regression check

Commands / evidence:

## Security Impact

Permission / credential / network / customer data impact:

## Compatibility

- [ ] No breaking change
- [ ] Breaking change documented

## Reviewer Notes

Anything Cowork reviewers should pay attention to.

---------

Co-authored-by: Anh Tran Nguyen Minh <anhtnm1@fpt.com>
Co-authored-by: Huong Le Thi Thien <huongltt35@fpt.com>
Co-authored-by: Nam Pham Dinh Thanh <nampdt@fpt.com>
Co-authored-by: Vu Dam Tuan <vudt15@fpt.com>
Co-authored-by: Hiep Ha Van <hiephv3@fpt.com>
Co-authored-by: Lam Hoang Van <lamhv7@fpt.com>
Reviewed-on: #7
Co-authored-by: Duy Le Huu <duylh19@fpt.com>

application/workspaces/ai_edit_output.py

@@ -0,0 +1,40 @@
+"""Parse an AI file-edit reply into its parts (R08-T12, moved out of
+``ui/folder_tab.py`` — that file's module-level ``_split_code_block``/
+``_parse_ai_output``, lines 1536-1562 of the original 1587-line file). Pure
+string parsing, no Qt — used by ``presentation/folder/ai_file_editor_dialog.py``
+to turn a model's raw reply into a proposed edit.
+"""
+from __future__ import annotations
+
+import re
+from typing import List, Optional, Tuple
+
+
+def split_code_block(text: str) -> Tuple[Optional[str], str]:
+    """Split an AI reply into ``(file_content, summary)``. ``file_content``
+    is the first fenced code block (the edited file); ``summary`` is any
+    prose before it. Returns ``(None, text)`` when there's no code block."""
+    m = re.search(r"```[^\n]*\n(.*?)```", text or "", re.DOTALL)
+    if not m:
+        return None, (text or "")
+    return m.group(1), (text[:m.start()].strip())
+
+
+def parse_ai_output(text: str) -> Tuple[Optional[str], Optional[str], str, List[Tuple[str, str]]]:
+    """Parse an AI edit reply into ``(target, content, summary, image_gens)``.
+    ``FILE: <path>`` names a NEW file to create; ``IMAGE_GEN: <prompt> =>
+    <path>`` lines request generated illustration images (relative paths)."""
+    content, summary = split_code_block(text)
+    target = None
+    m = re.search(r"(?mi)^\s*FILE:\s*(.+?)\s*$", text or "")
+    if m:
+        target = m.group(1).strip().strip("`\"'")
+    image_gens = []
+    for gm in re.finditer(r"(?mi)^\s*IMAGE_GEN:\s*(.+?)\s*=>\s*(\S+)\s*$", text or ""):
+        image_gens.append((gm.group(1).strip(), gm.group(2).strip().strip("`\"'")))
+    # Strip the directive lines out of the shown summary.
+    summary = re.sub(r"(?mi)^\s*(FILE|IMAGE_GEN):\s*.+?$", "", summary).strip()
+    return target, content, summary, image_gens
+
+
+__all__ = ["split_code_block", "parse_ai_output"]