diff --git a/app.py b/app.py
index d869be3..916ccfe 100644
--- a/app.py
+++ b/app.py
@@ -274,6 +274,12 @@ class AssistantLearnPayload(BaseModel):
     tags: List[str] = Field(default_factory=list)
     release_name: Optional[str] = None
     metadata: Dict[str, Any] = Field(default_factory=dict)
+    write_code: bool = False
+    code_objective: Optional[str] = None
+    code_files: List[str] = Field(default_factory=list)
+    code_dry_run: bool = True
+    code_commit: bool = False
+    code_branch: Optional[str] = None
 
 
 class AssistantChatMessage(BaseModel):
@@ -1325,6 +1331,134 @@ def _extract_json_object_from_text(text: str) -> Dict[str, Any]:
     return obj
 
 
+def _extract_code_text(text: str) -> str:
+    raw = (text or "").strip()
+    if raw.startswith("```"):
+        lines = raw.splitlines()
+        if lines and lines[0].startswith("```"):
+            lines = lines[1:]
+        if lines and lines[-1].strip().startswith("```"):
+            lines = lines[:-1]
+        return "\n".join(lines).rstrip() + "\n"
+    return raw
+
+
+def build_learn_code_prompt(
+    objective: str,
+    note_title: str,
+    note_text: str,
+    file_path: str,
+    current_content: str,
+) -> str:
+    return (
+        "You are editing one source file in a real codebase.\n"
+        "Make minimal, correct changes to satisfy the objective.\n"
+        "Do not add explanations.\n"
+        "Return ONLY the full updated file content.\n\n"
+        f"Objective:\n{objective}\n\n"
+        f"Learn note title:\n{note_title}\n\n"
+        f"Learn note text:\n{note_text[:4000]}\n\n"
+        f"File path:\n{file_path}\n\n"
+        "Current file content:\n"
+        f"{current_content[:120000]}\n"
+    )
+
+
+async def _assistant_write_code_from_learn(
+    payload: AssistantLearnPayload,
+    note_title: str,
+    note_text: str,
+) -> Dict[str, Any]:
+    repo_dir = Path(__file__).resolve().parent
+    objective = (payload.code_objective or "").strip() or f"Implement changes from learn note: {note_title}"
+    requested_files = [str(x).strip() for x in (payload.code_files or []) if str(x).strip()]
+    if not requested_files:
+        raise HTTPException(status_code=400, detail="code_files is required when write_code=true")
+
+    branch_name = (payload.code_branch or "").strip()
+    if not branch_name:
+        branch_name = f"assistant/learn-{_slugify(note_title)}-{uuid.uuid4().hex[:6]}"
+
+    chk = await _run_local_cmd(["git", "rev-parse", "--is-inside-work-tree"], repo_dir)
+    if chk["code"] != 0:
+        raise HTTPException(status_code=500, detail={"message": "Not a git repository", "stderr": chk["stderr"]})
+
+    if not payload.code_dry_run:
+        co = await _run_local_cmd(["git", "checkout", "-B", branch_name], repo_dir)
+        if co["code"] != 0:
+            raise HTTPException(
+                status_code=500,
+                detail={"message": "Failed to create/switch branch", "stderr": co["stderr"]},
+            )
+
+    changed_files: List[str] = []
+    skipped_files: List[Dict[str, str]] = []
+    file_results: List[Dict[str, Any]] = []
+
+    for rel in requested_files[:20]:
+        rel_path = Path(rel)
+        if rel_path.is_absolute() or ".." in rel_path.parts:
+            skipped_files.append({"file": rel, "reason": "Only workspace-relative paths are allowed."})
+            continue
+        abs_path = (repo_dir / rel_path).resolve()
+        try:
+            abs_path.relative_to(repo_dir)
+        except ValueError:
+            skipped_files.append({"file": rel, "reason": "Path escapes repository root."})
+            continue
+        if not abs_path.exists() or not abs_path.is_file():
+            skipped_files.append({"file": rel, "reason": "File does not exist."})
+            continue
+
+        current = abs_path.read_text(encoding="utf-8", errors="replace")
+        prompt = build_learn_code_prompt(
+            objective=objective,
+            note_title=note_title,
+            note_text=note_text,
+            file_path=rel,
+            current_content=current,
+        )
+        raw = await ollama_generate(prompt)
+        updated = _extract_code_text(raw)
+        if not updated.strip():
+            skipped_files.append({"file": rel, "reason": "Model returned empty content."})
+            continue
+        changed = updated != current
+        file_results.append({"file": rel, "changed": changed})
+        if not changed:
+            continue
+        changed_files.append(rel)
+        if not payload.code_dry_run:
+            abs_path.write_text(updated, encoding="utf-8")
+
+    commit_hash: Optional[str] = None
+    commit_detail: Optional[str] = None
+    if changed_files and not payload.code_dry_run and payload.code_commit:
+        add = await _run_local_cmd(["git", "add", *changed_files], repo_dir)
+        if add["code"] != 0:
+            raise HTTPException(status_code=500, detail={"message": "Failed to add changed files", "stderr": add["stderr"]})
+        msg = f"feat(assistant): apply learn code update {note_title[:50]}"
+        cm = await _run_local_cmd(["git", "commit", "-m", msg], repo_dir)
+        commit_detail = (cm["stdout"] or cm["stderr"] or "").strip()
+        if cm["code"] == 0:
+            head = await _run_local_cmd(["git", "rev-parse", "HEAD"], repo_dir)
+            if head["code"] == 0:
+                commit_hash = head["stdout"].strip()
+
+    return {
+        "attempted": True,
+        "objective": objective,
+        "dry_run": payload.code_dry_run,
+        "branch_name": branch_name,
+        "requested_files": requested_files,
+        "changed_files": changed_files,
+        "skipped_files": skipped_files,
+        "file_results": file_results,
+        "commit": commit_hash,
+        "commit_detail": commit_detail,
+    }
+
+
 def build_assistant_plan_prompt(payload: AssistantPlanPayload, source_docs: List[Dict[str, Any]]) -> str:
     constraints = payload.constraints or []
     constraint_lines = "\n".join(f"- {c}" for c in constraints) if constraints else "- None"
@@ -2485,13 +2619,20 @@ async def assistant_learn(payload: AssistantLearnPayload, x_admin_api_key: Optio
         "fingerprint": make_fingerprint(title, "note", {}),
     }
     await es_index(doc)
-    return {
+    response: Dict[str, Any] = {
         "stored": True,
         "concept_id": doc["concept_id"],
         "release_name": payload.release_name,
         "title": title,
         "tags": payload.tags,
     }
+    if payload.write_code:
+        response["code_write"] = await _assistant_write_code_from_learn(
+            payload=payload,
+            note_title=title,
+            note_text=payload.text,
+        )
+    return response
 
 
 @app.post("/assistant/chat", response_model=AssistantChatResponse)
diff --git a/ui/assets/app.js b/ui/assets/app.js
index 04fa883..964bf87 100644
--- a/ui/assets/app.js
+++ b/ui/assets/app.js
@@ -180,6 +180,57 @@ async function saveLearn() {
   }
 }
 
+async function saveLearnAndWriteCode() {
+  const cfg = getConfig();
+  const title = document.getElementById("learnTitle").value.trim();
+  const tags = document.getElementById("learnTags").value
+    .split(",")
+    .map((x) => x.trim())
+    .filter(Boolean);
+  const text = document.getElementById("learnText").value.trim();
+  const codeObjective = document.getElementById("learnCodeObjective").value.trim();
+  const codeFiles = document.getElementById("learnCodeFiles").value
+    .split(",")
+    .map((x) => x.trim())
+    .filter(Boolean);
+  const codeDryRun = document.getElementById("learnCodeDryRun").checked;
+  const codeCommit = document.getElementById("learnCodeCommit").checked;
+  const out = document.getElementById("learnOutput");
+  if (!text) {
+    out.textContent = "Provide note text first.";
+    return;
+  }
+  if (codeFiles.length === 0) {
+    out.textContent = "Provide at least one code file path.";
+    return;
+  }
+  out.textContent = "Saving note and writing code...";
+  try {
+    const data = await apiPost("/assistant/learn", {
+      text,
+      title: title || null,
+      tags,
+      release_name: cfg.releaseName || null,
+      write_code: true,
+      code_objective: codeObjective || null,
+      code_files: codeFiles,
+      code_dry_run: codeDryRun,
+      code_commit: codeCommit,
+    });
+    const cw = data.code_write || {};
+    out.textContent =
+      `saved=${data.stored}\nconcept_id=${data.concept_id}\ntitle=${data.title}\n\n` +
+      `write_code.attempted=${cw.attempted}\n` +
+      `dry_run=${cw.dry_run}\n` +
+      `branch=${cw.branch_name || "-"}\n` +
+      `changed_files=${(cw.changed_files || []).join(", ") || "-"}\n` +
+      `skipped_files=${(cw.skipped_files || []).map((x) => `${x.file}:${x.reason}`).join(" | ") || "-"}\n` +
+      `commit=${cw.commit || "-"}`;
+  } catch (e) {
+    out.textContent = `Error: ${String(e)}`;
+  }
+}
+
 function appendChat(role, text, meta) {
   const target = document.getElementById("chatTranscript");
   const el = document.createElement("div");
@@ -334,6 +385,7 @@ document.getElementById("loadInbox").addEventListener("click", loadInbox);
 document.getElementById("loadTasks").addEventListener("click", loadTasks);
 document.getElementById("makeDraft").addEventListener("click", makeDraft);
 document.getElementById("saveLearn").addEventListener("click", saveLearn);
+document.getElementById("saveLearnWrite").addEventListener("click", saveLearnAndWriteCode);
 document.getElementById("sendChat").addEventListener("click", sendChat);
 document.getElementById("runImprove").addEventListener("click", runSelfImprove);
 document.getElementById("loadImproveHistory").addEventListener("click", loadImproveHistory);
diff --git a/ui/index.html b/ui/index.html
index d0cdd45..7fa0d46 100644
--- a/ui/index.html
+++ b/ui/index.html
@@ -60,8 +60,15 @@
           <input id="learnTitle" type="text" placeholder="Title (optional)" />
           <input id="learnTags" type="text" placeholder="tags comma-separated (optional)" />
           <button id="saveLearn">Save Note</button>
+          <button id="saveLearnWrite">Save + Write Code</button>
         </div>
       </div>
+      <div class="controls" style="margin-bottom:8px">
+        <input id="learnCodeObjective" type="text" placeholder="Code objective (optional)" />
+        <input id="learnCodeFiles" type="text" placeholder="code files (comma-separated)" />
+        <label><input id="learnCodeDryRun" type="checkbox" checked /> Dry-run</label>
+        <label><input id="learnCodeCommit" type="checkbox" /> Commit</label>
+      </div>
       <textarea id="learnText" rows="3" placeholder="Knowledge note you want the assistant to remember"></textarea>
       <pre id="learnOutput" class="output"></pre>
     </section>