Answer budget within the context window; enforced reviews of completed todos

Context window
- Requests asked for the model's full max_output, but providers count
  input + output against the window: long chats with large-output models
  (DeepSeek V4.1 Flash, 384k) failed with "input too long" before automatic
  compaction (85 %) kicked in. max_tokens is now what the window leaves
  (estimated input = last usage + messages since), the chat is compacted when
  less than 32k would remain for an answer, and a context-overflow error
  compacts and retries once.
- ModelConfig.max_input (catalogue limit.input, editable in the provider
  settings) lowers the compaction threshold for models with an input limit.

Enforced reviews (modes with refine.rounds > 0, refine.after_todos default on)
- Every todo marked completed is reviewed against the work since the last
  review; with findings it is reopened and the feedback goes to the agent
  (max. rounds per todo). Passed reviews leave a visible note.
- Ending the turn with open todos sends the agent back to work while it makes
  progress (max. 10 reminders in a row without progress); such modes may take
  up to 2,000 steps per turn. Reaching the step limit is reported.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

web/src/components/ChatView.tsx

@@ -115,7 +115,36 @@ function BackgroundResult({ text }: { text: string }) {
   );
 }
 
-const REFINE_RE = /^<refine-feedback round="([^"]*)" reviewer="([^"]*)">\n?([\s\S]*?)\n?<\/refine-feedback>/;
+const REFINE_RE = /^<refine-feedback round="([^"]*)" reviewer="([^"]*)"(?: todos="\d+")?>\n?([\s\S]*?)\n?<\/refine-feedback>/;
+/** Enforced reviews: a completed todo passed, or a reminder about open todos. */
+const NOTE_RE = /^<(refine-approved|todo-reminder)(?: reviewer="([^"]*)")?(?: open="\d+")?>\n?([\s\S]*?)\n?<\/(?:refine-approved|todo-reminder)>/;
+/** Messages from the harness shown as cards instead of user bubbles. */
+const isHarnessNote = (text: string) => BG_RE.test(text) || REFINE_RE.test(text) || NOTE_RE.test(text);
+
+/** A todo passed its review, or the agent was sent back to its open todos. */
+function HarnessNote({ text }: { text: string }) {
+  const t = useT();
+  const m = text.match(NOTE_RE);
+  if (!m) return null;
+  const [, kind, reviewer, body] = m;
+  const items = body.split("\n").map((l) => l.replace(/^- /, "").trim()).filter(Boolean);
+  const approved = kind === "refine-approved";
+  return (
+    <div className={`harness-note ${approved ? "ok" : ""}`}>
+      <Icon name={approved ? "check" : "refresh"} />
+      <span className="grow">
+        <b>{t(approved ? "chat.reviewPassed" : "chat.todoReminder", { n: items.length })}</b> {items.join(" · ")}
+      </span>
+      {reviewer && <span className="chip">{reviewer}</span>}
+    </div>
+  );
+}
+
+function HarnessMessage({ text }: { text: string }) {
+  if (REFINE_RE.test(text)) return <RefineFeedback text={text} />;
+  if (NOTE_RE.test(text)) return <HarnessNote text={text} />;
+  return <BackgroundResult text={text} />;
+}
 
 /** Findings of the review loop, sent back to the agent. */
 function RefineFeedback({ text }: { text: string }) {
@@ -469,14 +498,14 @@ export function ChatView({ sessionId, onMenu, onClosePane }: { sessionId: string
               );
             }
             const allTexts = m.parts.filter((p) => p.type === "text") as { text: string }[];
-            const background = allTexts.filter((p) => BG_RE.test(p.text) || REFINE_RE.test(p.text));
-            const texts = allTexts.filter((p) => !BG_RE.test(p.text) && !REFINE_RE.test(p.text));
+            const background = allTexts.filter((p) => isHarnessNote(p.text));
+            const texts = allTexts.filter((p) => !isHarnessNote(p.text));
             const imgs = m.parts.filter((p) => p.type === "image") as { image: ImageData }[];
             if (texts.length === 0 && imgs.length === 0) {
               return background.length ? (
                 <div key={m.id} className="msg">
                   {background.map((p, i) => (
-                    REFINE_RE.test(p.text) ? <RefineFeedback key={i} text={p.text} /> : <BackgroundResult key={i} text={p.text} />
+                    <HarnessMessage key={i} text={p.text} />
                   ))}
                 </div>
               ) : null;
@@ -484,7 +513,7 @@ export function ChatView({ sessionId, onMenu, onClosePane }: { sessionId: string
             return (
               <div key={m.id} className="msg">
                 {background.map((p, i) => (
-                  REFINE_RE.test(p.text) ? <RefineFeedback key={i} text={p.text} /> : <BackgroundResult key={i} text={p.text} />
+                  <HarnessMessage key={i} text={p.text} />
                 ))}
                 <div className="msg-user">
                   {!busy && !readOnly && (

web/src/components/Settings.tsx

@@ -376,6 +376,7 @@ interface ModelRow {
   name?: string;
   context?: number;
   max_output?: number;
+  max_input?: number;
   reasoning?: boolean;
   vision?: boolean;
   effort?: string;
@@ -454,6 +455,7 @@ function ProviderEditor({ name, p, reload, status }: { name: string; p: Json; re
             price_multipliers: f.price_multipliers ?? m.price_multipliers,
             context: m.context ?? f.context,
             max_output: m.max_output ?? f.max_output,
+            max_input: m.max_input ?? f.max_input ?? undefined,
             vision: m.vision || !!f.vision,
             reasoning: m.reasoning || !!f.reasoning,
           };
@@ -616,6 +618,7 @@ function ProviderEditor({ name, p, reload, status }: { name: string; p: Json; re
                   <th>ID</th>
                   <th>{t("settings.context")}</th>
                   <th>{t("settings.maxOutput")}</th>
+                  <th title={t("settings.maxInputHint")}>{t("settings.maxInput")}</th>
                   <th title={t("settings.reasoning")}><Icon name="brain" /></th>
                   <th title={t("settings.vision")}><Icon name="eye" /></th>
                   <th>{t("settings.effort")}</th>
@@ -640,6 +643,9 @@ function ProviderEditor({ name, p, reload, status }: { name: string; p: Json; re
                     <td>
                       <input type="number" value={m.max_output ?? ""} onChange={(e) => setModel(i, { max_output: num(e.target.value) })} />
                     </td>
+                    <td>
+                      <input type="number" value={m.max_input ?? ""} placeholder="–" onChange={(e) => setModel(i, { max_input: num(e.target.value) })} />
+                    </td>
                     <td>
                       <input type="checkbox" checked={!!m.reasoning} onChange={(e) => setModel(i, { reasoning: e.target.checked })} />
                     </td>

web/src/components/settings/AgentsEditor.tsx

@@ -61,6 +61,7 @@ function AgentRow({ a, raw, tools, onSaved }: { a: AgentInfo; raw: any; tools: T
     refine_rounds: String(raw?.refine?.rounds ?? a.refine?.rounds ?? 0),
     refine_model: raw?.refine?.model ?? "",
     refine_criteria: raw?.refine?.criteria ?? "",
+    refine_after_todos: (raw?.refine?.after_todos ?? a.refine?.after_todos ?? true) as boolean,
   });
   const builtin = a.source === "builtin" || (a.source === "config" && !raw?.prompt && ["build", "plan", "craft", "chat", "general", "explore"].includes(a.name));
 
@@ -74,7 +75,7 @@ function AgentRow({ a, raw, tools, onSaved }: { a: AgentInfo; raw: any; tools: T
       const rounds = Math.max(0, Math.min(10, Number(form.refine_rounds) || 0));
       patches.push({
         path: [...base, "refine"],
-        value: rounds || form.refine_model || form.refine_criteria ? { rounds, model: form.refine_model || null, criteria: form.refine_criteria || null } : null,
+        value: rounds || form.refine_model || form.refine_criteria ? { rounds, model: form.refine_model || null, criteria: form.refine_criteria || null, after_todos: form.refine_after_todos } : null,
       });
     }
     if (!builtin || form.description) patches.push({ path: [...base, "description"], value: form.description || null });
@@ -158,6 +159,11 @@ function AgentRow({ a, raw, tools, onSaved }: { a: AgentInfo; raw: any; tools: T
                 <label>{t("agents.refineCriteria")}</label>
                 <textarea rows={3} value={form.refine_criteria} onChange={(e) => setForm({ ...form, refine_criteria: e.target.value })} />
                 <div className="hint">{t("agents.refineCriteriaHint")}</div>
+                <label className="check">
+                  <input type="checkbox" checked={form.refine_after_todos} onChange={(e) => setForm({ ...form, refine_after_todos: e.target.checked })} />
+                  {t("agents.refineAfterTodos")}
+                </label>
+                <div className="hint">{t("agents.refineAfterTodosHint")}</div>
               </>
             )}
             <label>{t("agents.description")}</label>