feat(ui): implement autopilot visual streaming and dynamic state injection

- Add AutopilotPhase type (idle/thinking/filling/submitting)
- Rewrite useEpisode hook with history-aware prompt builder and phase management
- Add generateAutopilotPayload() for dynamic LLM context injection
- Rewrite ActionConsole with 6-step autopilot orchestration:
staggered field fills, typewriter justification, countdown auto-submit
- Phase-aware gradient button, shimmer animations, AI badges on filled fields
- Abort-safe ref tracking for mid-animation episode resets

sre-dashboard/src/components/ActionConsole.tsx

@@ -1,12 +1,13 @@
-import { useState, useCallback } from 'react';
-import { motion } from 'framer-motion';
-import { Send, Zap, RotateCcw, ChevronDown } from 'lucide-react';
+import { useState, useCallback, useRef, useEffect } from 'react';
+import { motion, AnimatePresence } from 'framer-motion';
+import { Send, Zap, RotateCcw, ChevronDown, Bot, Play } from 'lucide-react';
 import type {
   TaskName,
   ContainmentAction,
   InvestigationQuery,
   RootCause,
   Action,
+  AutopilotPhase,
 } from '../types/sre';
 import {
   CONTAINMENT_LABELS,
@@ -16,15 +17,11 @@ import {
   ROOT_CAUSE_LABELS,
 } from '../types/sre';
 
-interface ActionConsoleProps {
-  onSubmit: (action: Action) => void;
-  onAutopilot: () => Promise<Action | null>;
-  onReset: (taskName: TaskName) => void;
-  isLoading: boolean;
-  isAutopiloting: boolean;
-  isDone: boolean;
-  hasEpisode: boolean;
-}
+// ─── Constants ───────────────────────────────────────────────────────────────
+
+const FILL_DELAY_MS = 450;
+const TYPEWRITER_MS = 18;
+const SUBMIT_COUNTDOWN_MS = 1500;
 
 const CONTAINMENT_OPTIONS: ContainmentAction[] = [
   'scale_up_nodes',
@@ -52,30 +49,81 @@ const ROOT_CAUSE_OPTIONS: RootCause[] = [
 
 const TASK_OPTIONS: TaskName[] = ['easy', 'medium', 'hard'];
 
+// ─── Helpers ─────────────────────────────────────────────────────────────────
+
+function wait(ms: number): Promise<void> {
+  return new Promise((resolve) => setTimeout(resolve, ms));
+}
+
+// ─── Props ───────────────────────────────────────────────────────────────────
+
+interface ActionConsoleProps {
+  onSubmit: (action: Action) => void;
+  onAutopilot: () => Promise<Action | null>;
+  onSetAutopilotPhase: (phase: AutopilotPhase) => void;
+  onReset: (taskName: TaskName) => void;
+  isLoading: boolean;
+  autopilotPhase: AutopilotPhase;
+  isDone: boolean;
+  hasEpisode: boolean;
+}
+
+// ─── SelectField ─────────────────────────────────────────────────────────────
+
 interface SelectFieldProps {
   label: string;
   value: string;
   onChange: (v: string) => void;
   options: Array<{ value: string; label: string; detail?: string }>;
-  disabled: boolean;
+  blocked: boolean;
+  aiFilled: boolean;
 }
 
-function SelectField({ label, value, onChange, options, disabled }: SelectFieldProps) {
+function SelectField({
+  label,
+  value,
+  onChange,
+  options,
+  blocked,
+  aiFilled,
+}: SelectFieldProps) {
   return (
     <div className="space-y-1">
-      <label className="text-[10px] font-mono text-sre-text-muted tracking-wider uppercase">
-        {label}
-      </label>
-      <div className="relative">
+      <div className="flex items-center gap-1.5">
+        <label className="text-[10px] font-mono text-sre-text-muted tracking-wider uppercase">
+          {label}
+        </label>
+        <AnimatePresence>
+          {aiFilled && (
+            <motion.span
+              initial={{ opacity: 0, scale: 0.5, x: -4 }}
+              animate={{ opacity: 1, scale: 1, x: 0 }}
+              exit={{ opacity: 0, scale: 0.5 }}
+              className="px-1.5 py-0.5 rounded text-[9px] font-mono font-bold bg-sre-green-dim text-sre-green border border-sre-green/30"
+            >
+              AI
+            </motion.span>
+          )}
+        </AnimatePresence>
+      </div>
+      <div className={`relative ${blocked ? 'pointer-events-none' : ''}`}>
         <select
           value={value}
           onChange={(e) => onChange(e.target.value)}
-          disabled={disabled}
-          className="w-full appearance-none bg-sre-bg border border-sre-border rounded-md px-3 py-2 text-xs font-mono text-sre-text-bright focus:outline-none focus:border-sre-accent/50 focus:ring-1 focus:ring-sre-accent/30 disabled:opacity-40 cursor-pointer"
+          className={[
+            'w-full appearance-none bg-sre-bg rounded-md px-3 py-2 text-xs font-mono text-sre-text-bright',
+            'focus:outline-none transition-all duration-300',
+            aiFilled
+              ? 'border border-sre-green/50 shadow-[0_0_12px_rgba(34,197,94,0.15)]'
+              : blocked
+                ? 'border border-sre-border opacity-50'
+                : 'border border-sre-border focus:border-sre-accent/50 focus:ring-1 focus:ring-sre-accent/30 cursor-pointer',
+          ].join(' ')}
         >
           {options.map((opt) => (
             <option key={opt.value} value={opt.value}>
-              {opt.label}{opt.detail ? ` (${opt.detail})` : ''}
+              {opt.label}
+              {opt.detail ? ` (${opt.detail})` : ''}
             </option>
           ))}
         </select>
@@ -85,23 +133,115 @@ function SelectField({ label, value, onChange, options, disabled }: SelectFieldP
   );
 }
 
+// ─── Autopilot Button Content ────────────────────────────────────────────────
+
+function PulseDots({ count = 3, speed = 1 }: { count?: number; speed?: number }) {
+  return (
+    <span className="flex gap-0.5 ml-1">
+      {Array.from({ length: count }, (_, i) => (
+        <motion.span
+          key={i}
+          animate={{ opacity: [0.3, 1, 0.3] }}
+          transition={{ duration: speed, repeat: Infinity, delay: i * 0.2 }}
+          className="w-1 h-1 rounded-full bg-white"
+        />
+      ))}
+    </span>
+  );
+}
+
+function AutopilotButtonContent({ phase }: { phase: AutopilotPhase }) {
+  switch (phase) {
+    case 'thinking':
+      return (
+        <>
+          <Zap className="w-4 h-4" />
+          <span>NEMOTRON ANALYZING</span>
+          <PulseDots speed={1.2} />
+        </>
+      );
+    case 'filling':
+      return (
+        <>
+          <Bot className="w-4 h-4" />
+          <span>AI FILLING FORM</span>
+          <PulseDots speed={0.8} />
+        </>
+      );
+    case 'submitting':
+      return (
+        <>
+          <Play className="w-4 h-4" />
+          <span>AUTO-EXECUTING</span>
+        </>
+      );
+    default:
+      return (
+        <>
+          <Zap className="w-4 h-4" />
+          <span>AUTO-PILOT (RUN AI)</span>
+        </>
+      );
+  }
+}
+
+// ─── Gradient per phase ──────────────────────────────────────────────────────
+
+function phaseGradient(phase: AutopilotPhase): string {
+  switch (phase) {
+    case 'thinking':
+      return 'linear-gradient(135deg, #7c3aed 0%, #a855f7 50%, #38bdf8 100%)';
+    case 'filling':
+      return 'linear-gradient(135deg, #059669 0%, #22c55e 50%, #38bdf8 100%)';
+    case 'submitting':
+      return 'linear-gradient(135deg, #0284c7 0%, #38bdf8 50%, #22c55e 100%)';
+    default:
+      return 'linear-gradient(135deg, #7c3aed 0%, #a855f7 50%, #38bdf8 100%)';
+  }
+}
+
+// ─── Main Component ──────────────────────────────────────────────────────────
+
 export function ActionConsole({
   onSubmit,
   onAutopilot,
+  onSetAutopilotPhase,
   onReset,
   isLoading,
-  isAutopiloting,
+  autopilotPhase,
   isDone,
   hasEpisode,
 }: ActionConsoleProps) {
+  // ── Form state (controlled inputs) ──────────────────────────────────────
   const [containment, setContainment] = useState<ContainmentAction>('do_nothing');
   const [investigation, setInvestigation] = useState<InvestigationQuery>('none');
   const [rootCause, setRootCause] = useState<RootCause>('unknown');
   const [justification, setJustification] = useState('');
   const [selectedTask, setSelectedTask] = useState<TaskName>('easy');
 
-  const disabled = isLoading || isAutopiloting || isDone;
+  // ── AI visual state ─────────────────────────────────────────────────────
+  const [aiFilledFields, setAiFilledFields] = useState<Set<string>>(new Set());
 
+  // Tracks the current autopilot run so stale animations abort on reset/unmount
+  const autopilotRunRef = useRef(0);
+
+  // Reset form fields when episode is cleared
+  useEffect(() => {
+    if (!hasEpisode) {
+      setContainment('do_nothing');
+      setInvestigation('none');
+      setRootCause('unknown');
+      setJustification('');
+      setAiFilledFields(new Set());
+      autopilotRunRef.current++;
+    }
+  }, [hasEpisode]);
+
+  // ── Derived flags ───────────────────────────────────────────────────────
+  const isUserBlocked = isLoading || autopilotPhase !== 'idle' || isDone;
+  const isAiActive = autopilotPhase === 'filling' || autopilotPhase === 'submitting';
+
+  // ── Manual submit ───────────────────────────────────────────────────────
   const handleSubmit = useCallback(() => {
     if (!justification.trim()) return;
     onSubmit({
@@ -112,24 +252,68 @@ export function ActionConsole({
     });
   }, [containment, investigation, rootCause, justification, onSubmit]);
 
-  const handleAutopilot = useCallback(async () => {
+  // ── Autopilot orchestration ─────────────────────────────────────────────
+  const handleAutopilotClick = useCallback(async () => {
+    const runId = ++autopilotRunRef.current;
+    const isCurrent = () => autopilotRunRef.current === runId;
+
+    // 1 ── Lock form & reset fields while AI thinks
+    setContainment('do_nothing');
+    setInvestigation('none');
+    setRootCause('unknown');
+    setJustification('');
+    setAiFilledFields(new Set());
+
+    // 2 ── Call LLM (hook sets phase → "thinking" → "filling")
     const action = await onAutopilot();
-    if (action) {
-      setContainment(action.containment_action);
-      setInvestigation(action.investigation_query);
-      setRootCause(action.declare_root_cause);
-      setJustification(action.justification);
-      // Auto-submit the AI action
-      onSubmit(action);
+    if (!action || !isCurrent()) return;
+
+    // 3 ── Staggered field fill ────────────────────────────────────────────
+    await wait(FILL_DELAY_MS);
+    if (!isCurrent()) return;
+    setContainment(action.containment_action);
+    setAiFilledFields(new Set(['containment']));
+
+    await wait(FILL_DELAY_MS);
+    if (!isCurrent()) return;
+    setInvestigation(action.investigation_query);
+    setAiFilledFields(new Set(['containment', 'investigation']));
+
+    await wait(FILL_DELAY_MS);
+    if (!isCurrent()) return;
+    setRootCause(action.declare_root_cause);
+    setAiFilledFields(new Set(['containment', 'investigation', 'rootCause']));
+
+    // 4 ── Typewriter effect on justification ──────────────────────────────
+    await wait(200);
+    for (let i = 1; i <= action.justification.length; i++) {
+      if (!isCurrent()) return;
+      setJustification(action.justification.slice(0, i));
+      await wait(TYPEWRITER_MS);
     }
-  }, [onAutopilot, onSubmit]);
+    setAiFilledFields(
+      new Set(['containment', 'investigation', 'rootCause', 'justification']),
+    );
+
+    // 5 ── Countdown pause so user can read the justification ──────────────
+    onSetAutopilotPhase('submitting');
+    await wait(SUBMIT_COUNTDOWN_MS);
+    if (!isCurrent()) return;
+
+    // 6 ── Auto-submit the AI action to the game engine ────────────────────
+    onSubmit(action);
+    setAiFilledFields(new Set());
+    onSetAutopilotPhase('idle');
+  }, [onAutopilot, onSubmit, onSetAutopilotPhase]);
 
   return (
     <div className="flex flex-col h-full">
-      {/* Console Header */}
+      {/* ── Console Header ─────────────────────────────────────────────── */}
       <div className="flex items-center justify-between px-4 py-2 border-b border-sre-border bg-sre-surface/60">
-        <span className="text-xs font-mono text-sre-text-muted tracking-wider">ACTION CONSOLE</span>
-        {!hasEpisode || isDone ? (
+        <span className="text-xs font-mono text-sre-text-muted tracking-wider">
+          ACTION CONSOLE
+        </span>
+        {(!hasEpisode || isDone) && (
           <div className="flex items-center gap-2">
             <select
               value={selectedTask}
@@ -137,7 +321,9 @@ export function ActionConsole({
               className="bg-sre-bg border border-sre-border rounded px-2 py-1 text-xs font-mono text-sre-text-bright"
             >
               {TASK_OPTIONS.map((t) => (
-                <option key={t} value={t}>{t.toUpperCase()}</option>
+                <option key={t} value={t}>
+                  {t.toUpperCase()}
+                </option>
               ))}
             </select>
             <button
@@ -149,11 +335,29 @@ export function ActionConsole({
               {hasEpisode ? 'NEW EPISODE' : 'START'}
             </button>
           </div>
-        ) : null}
+        )}
       </div>
 
-      {/* Action Form */}
+      {/* ── Action Form ────────────────────────────────────────────────── */}
       <div className="flex-1 overflow-y-auto p-4 space-y-3">
+        {/* AI Thinking placeholder in justification area */}
+        {autopilotPhase === 'thinking' && (
+          <motion.div
+            initial={{ opacity: 0, y: 4 }}
+            animate={{ opacity: 1, y: 0 }}
+            className="flex items-center gap-2 p-2.5 rounded-lg bg-sre-purple-dim border border-sre-purple/20 mb-2"
+          >
+            <motion.div
+              animate={{ rotate: 360 }}
+              transition={{ duration: 2, repeat: Infinity, ease: 'linear' }}
+              className="w-4 h-4 border-2 border-sre-purple/30 border-t-sre-purple rounded-full"
+            />
+            <span className="text-[11px] font-mono text-sre-purple animate-pulse-glow">
+              Nemotron-120B is analyzing telemetry...
+            </span>
+          </motion.div>
+        )}
+
         <SelectField
           label="Containment Action"
           value={containment}
@@ -163,7 +367,8 @@ export function ActionConsole({
             label: CONTAINMENT_LABELS[v],
             detail: `$${CONTAINMENT_COSTS[v]}`,
           }))}
-          disabled={disabled}
+          blocked={isUserBlocked}
+          aiFilled={aiFilledFields.has('containment')}
         />
 
         <SelectField
@@ -175,7 +380,8 @@ export function ActionConsole({
             label: INVESTIGATION_LABELS[v],
             detail: v !== 'none' ? `$${INVESTIGATION_COST}` : '$0',
           }))}
-          disabled={disabled}
+          blocked={isUserBlocked}
+          aiFilled={aiFilledFields.has('investigation')}
         />
 
         <SelectField
@@ -186,53 +392,117 @@ export function ActionConsole({
             value: v,
             label: ROOT_CAUSE_LABELS[v],
           }))}
-          disabled={disabled}
+          blocked={isUserBlocked}
+          aiFilled={aiFilledFields.has('rootCause')}
         />
 
+        {/* Justification textarea */}
         <div className="space-y-1">
-          <label className="text-[10px] font-mono text-sre-text-muted tracking-wider uppercase">
-            Justification
-          </label>
-          <textarea
-            value={justification}
-            onChange={(e) => setJustification(e.target.value)}
-            disabled={disabled}
-            placeholder="Explain your reasoning..."
-            rows={3}
-            className="w-full bg-sre-bg border border-sre-border rounded-md px-3 py-2 text-xs font-mono text-sre-text-bright placeholder:text-sre-text-muted/50 focus:outline-none focus:border-sre-accent/50 focus:ring-1 focus:ring-sre-accent/30 disabled:opacity-40 resize-none"
-          />
+          <div className="flex items-center gap-1.5">
+            <label className="text-[10px] font-mono text-sre-text-muted tracking-wider uppercase">
+              Justification
+            </label>
+            <AnimatePresence>
+              {aiFilledFields.has('justification') && (
+                <motion.span
+                  initial={{ opacity: 0, scale: 0.5, x: -4 }}
+                  animate={{ opacity: 1, scale: 1, x: 0 }}
+                  exit={{ opacity: 0, scale: 0.5 }}
+                  className="px-1.5 py-0.5 rounded text-[9px] font-mono font-bold bg-sre-green-dim text-sre-green border border-sre-green/30"
+                >
+                  AI
+                </motion.span>
+              )}
+            </AnimatePresence>
+          </div>
+          <div className={isUserBlocked ? 'pointer-events-none' : ''}>
+            <textarea
+              value={justification}
+              onChange={(e) => setJustification(e.target.value)}
+              placeholder={
+                autopilotPhase === 'thinking'
+                  ? 'Nemotron-120B is analyzing telemetry...'
+                  : 'Explain your reasoning...'
+              }
+              rows={3}
+              className={[
+                'w-full bg-sre-bg rounded-md px-3 py-2 text-xs font-mono text-sre-text-bright',
+                'placeholder:text-sre-text-muted/50 focus:outline-none resize-none transition-all duration-300',
+                aiFilledFields.has('justification')
+                  ? 'border border-sre-green/50 shadow-[0_0_12px_rgba(34,197,94,0.15)]'
+                  : isAiActive
+                    ? 'border border-sre-accent/30'
+                    : isUserBlocked
+                      ? 'border border-sre-border opacity-50'
+                      : 'border border-sre-border focus:border-sre-accent/50 focus:ring-1 focus:ring-sre-accent/30',
+              ].join(' ')}
+            />
+          </div>
         </div>
       </div>
 
-      {/* Action Buttons */}
+      {/* ── Action Buttons ─────────────────────────────────────────────── */}
       <div className="p-4 border-t border-sre-border space-y-2">
         {/* Autopilot Button */}
-        <motion.button
-          onClick={handleAutopilot}
-          disabled={disabled || !hasEpisode}
-          whileHover={{ scale: 1.01 }}
-          whileTap={{ scale: 0.99 }}
-          className="w-full relative overflow-hidden flex items-center justify-center gap-2 px-4 py-2.5 rounded-lg font-mono text-xs font-semibold text-white disabled:opacity-40 disabled:cursor-not-allowed transition-shadow hover:shadow-[0_0_20px_rgba(168,85,247,0.3)]"
-          style={{
-            background: 'linear-gradient(135deg, #7c3aed 0%, #a855f7 50%, #38bdf8 100%)',
-          }}
-        >
-          <Zap className="w-4 h-4" />
-          {isAutopiloting ? 'NEMOTRON THINKING...' : 'AUTO-PILOT (RUN AI)'}
-          {isAutopiloting && (
-            <motion.div
-              className="absolute inset-0 bg-white/10"
-              animate={{ x: ['-100%', '100%'] }}
-              transition={{ duration: 1.5, repeat: Infinity }}
-              style={{ width: '50%' }}
-            />
-          )}
-        </motion.button>
+        <div className="relative">
+          <motion.button
+            onClick={handleAutopilotClick}
+            disabled={isUserBlocked || !hasEpisode}
+            whileHover={autopilotPhase === 'idle' ? { scale: 1.01 } : undefined}
+            whileTap={autopilotPhase === 'idle' ? { scale: 0.99 } : undefined}
+            className={[
+              'w-full relative overflow-hidden flex items-center justify-center gap-2',
+              'px-4 py-2.5 rounded-lg font-mono text-xs font-semibold text-white',
+              'disabled:opacity-40 disabled:cursor-not-allowed transition-shadow',
+              autopilotPhase === 'idle'
+                ? 'hover:shadow-[0_0_20px_rgba(168,85,247,0.3)]'
+                : '',
+            ].join(' ')}
+            style={{ background: phaseGradient(autopilotPhase) }}
+          >
+            <AutopilotButtonContent phase={autopilotPhase} />
+
+            {/* Shimmer sweep during active phases */}
+            {autopilotPhase !== 'idle' && (
+              <motion.div
+                className="absolute inset-0 bg-white/10"
+                animate={{ x: ['-100%', '100%'] }}
+                transition={{
+                  duration: autopilotPhase === 'thinking' ? 1.5 : 1,
+                  repeat: Infinity,
+                }}
+                style={{ width: '50%' }}
+              />
+            )}
+          </motion.button>
+
+          {/* Countdown progress bar during "submitting" phase */}
+          <AnimatePresence>
+            {autopilotPhase === 'submitting' && (
+              <motion.div
+                className="absolute bottom-0 left-0 right-0 h-0.5 rounded-b-lg overflow-hidden"
+                initial={{ opacity: 0 }}
+                animate={{ opacity: 1 }}
+                exit={{ opacity: 0 }}
+              >
+                <motion.div
+                  className="h-full bg-sre-accent"
+                  initial={{ width: '100%' }}
+                  animate={{ width: '0%' }}
+                  transition={{
+                    duration: SUBMIT_COUNTDOWN_MS / 1000,
+                    ease: 'linear',
+                  }}
+                />
+              </motion.div>
+            )}
+          </AnimatePresence>
+        </div>
 
         {/* Manual Submit */}
         <button
           onClick={handleSubmit}
-          disabled={disabled || !hasEpisode || !justification.trim()}
+          disabled={isUserBlocked || !hasEpisode || !justification.trim()}
           className="w-full flex items-center justify-center gap-2 px-4 py-2 rounded-lg bg-sre-surface-alt border border-sre-border text-xs font-mono text-sre-text-bright hover:bg-sre-border transition-colors disabled:opacity-40 disabled:cursor-not-allowed"
         >
           <Send className="w-3.5 h-3.5" />

sre-dashboard/src/components/DashboardLayout.tsx

@@ -93,9 +93,10 @@ export function DashboardLayout() {
           <ActionConsole
             onSubmit={episode.step}
             onAutopilot={episode.autopilot}
+            onSetAutopilotPhase={episode.setAutopilotPhase}
             onReset={episode.reset}
             isLoading={episode.isLoading}
-            isAutopiloting={episode.isAutopiloting}
+            autopilotPhase={episode.autopilotPhase}
             isDone={episode.isDone}
             hasEpisode={hasEpisode}
           />

sre-dashboard/src/hooks/useEpisode.ts

@@ -5,9 +5,12 @@ import type {
   Observation,
   Reward,
   EpisodeState,
+  AutopilotPhase,
 } from '../types/sre';
 import { resetEpisode, submitStep, runAutopilot } from '../api/client';
 
+// ─── Types ───────────────────────────────────────────────────────────────────
+
 interface TurnRecord {
   turn: number;
   action: Action;
@@ -22,6 +25,7 @@ interface EpisodeHook {
   history: TurnRecord[];
   isLoading: boolean;
   isAutopiloting: boolean;
+  autopilotPhase: AutopilotPhase;
   error: string | null;
   isDone: boolean;
   healerTriggered: boolean;
@@ -29,63 +33,133 @@ interface EpisodeHook {
   reset: (taskName: TaskName) => Promise<void>;
   step: (action: Action) => Promise<void>;
   autopilot: () => Promise<Action | null>;
+  setAutopilotPhase: (phase: AutopilotPhase) => void;
 }
 
-const SRE_SYSTEM_PROMPT = `You are a Tier-1 Site Reliability Engineer (SRE) responding to a live production incident.
+// ─── God-Level System Prompt ─────────────────────────────────────────────────
+
+const SRE_SYSTEM_PROMPT = `You are an elite, battle-tested Site Reliability Engineer (SRE) leading incident response for a critical cloud infrastructure. A live production incident is currently unfolding.
+
+YOUR OBJECTIVES:
+1. CONTAINMENT: Stabilize the system immediately to prevent cascading failures.
+2. INVESTIGATION: Gather concrete telemetry and logs to find the true source of the failure.
+3. RESOLUTION: Declare the root cause ONLY when you have definitive proof. Do not guess.
 
-## Mission
-Every turn you MUST make two decisions:
-1. **Containment:** An immediate ops action to keep the system online.
-2. **Investigation:** A diagnostic query to gather root-cause evidence.
+AVAILABLE ACTIONS:
+- Containment Actions: scale_up_nodes, rate_limit_all, rollback_last_deploy, do_nothing
+- Investigation Queries: analyze_ip_traffic, query_db_locks, check_commit_diffs, check_service_mesh, check_resource_utilization, none
+- Root Cause Declarations: ddos_attack, viral_traffic, bad_code, database_lock, unknown
 
-## Rules
-- Do NOT guess the root cause until investigation results provide strong evidence.
+RULES OF ENGAGEMENT:
+- You must balance budget and system health.
+- If system health is dropping rapidly, prioritize containment over investigation.
+- You will be heavily penalized for declaring a root cause prematurely without sufficient evidence.
 - Set declare_root_cause to "unknown" while still investigating.
 - Once evidence is conclusive, declare the root cause to resolve the incident.
 - Every action costs money. Unnecessary spending lowers your score.
 - Inaction causes system health to degrade. The system can crash.
 
-## Strategy
+STRATEGY:
 Turn 1-2: Stabilize with containment AND run investigation queries.
 Turn 3+: Declare root cause once evidence supports it.
 Never declare a root cause on turn 1 unless evidence is absolutely conclusive.
 
-## RESPONSE FORMAT — MANDATORY
-OUTPUT ONLY A SINGLE RAW JSON OBJECT. NOTHING ELSE.
+OUTPUT FORMAT:
+You must respond with a raw, valid JSON object and absolutely nothing else. Do not use markdown formatting, backticks, or conversational filler. The JSON must exactly match this schema:
 {
-  "containment_action": "scale_up_nodes | rate_limit_all | rollback_last_deploy | do_nothing",
-  "investigation_query": "analyze_ip_traffic | query_db_locks | check_commit_diffs | check_service_mesh | check_resource_utilization | none",
-  "declare_root_cause": "ddos_attack | viral_traffic | bad_code | database_lock | unknown",
-  "justification": "1-3 sentence explanation citing specific evidence gathered"
+  "containment_action": "<exact string from available containment actions>",
+  "investigation_query": "<exact string from available investigation queries>",
+  "declare_root_cause": "<exact string from available root causes, or 'unknown'>",
+  "justification": "<A brief, 1-3 sentence technical explanation citing specific evidence>"
 }`;
 
-function formatObservation(obs: Observation): string {
-  let msg = `INCIDENT ${obs.incident_id} | Severity: ${obs.severity} | Turn ${obs.turn_number} | ${obs.turns_remaining} remaining\n`;
-  msg += `System Health: ${obs.system_health}% | Budget Spent: $${obs.budget_spent}\n\n`;
-  msg += `Observation: ${obs.initial_observation}\n\n`;
-  msg += `Active Alerts:\n${obs.active_alerts.map((a) => `  - ${a}`).join('\n')}\n\n`;
-  msg += `System Metrics:\n${Object.entries(obs.system_metrics).map(([k, v]) => `  ${k}: ${v}`).join('\n')}\n\n`;
+// ─── Dynamic Prompt Builder ──────────────────────────────────────────────────
+
+/**
+ * Constructs the "user" message for the LLM by injecting the full live
+ * observation state and the history of actions already taken. This gives the
+ * model complete situational awareness each turn.
+ */
+export function generateAutopilotPayload(
+  obs: Observation,
+  history: TurnRecord[],
+): Array<{ role: string; content: string }> {
+  return [
+    { role: 'system', content: SRE_SYSTEM_PROMPT },
+    { role: 'user', content: buildUserMessage(obs, history) },
+  ];
+}
+
+function buildUserMessage(obs: Observation, history: TurnRecord[]): string {
+  const lines: string[] = [];
+
+  lines.push('=== CURRENT SYSTEM STATE ===');
+  lines.push(`INCIDENT: ${obs.incident_id} | Severity: ${obs.severity}`);
+  lines.push(`Turn: ${obs.turn_number} | Turns Remaining: ${obs.turns_remaining}`);
+  lines.push(`System Health: ${obs.system_health}% | Budget Spent: $${obs.budget_spent}`);
+  lines.push('');
+
+  lines.push('--- Observation ---');
+  lines.push(obs.initial_observation);
+  lines.push('');
+
+  lines.push('--- Active Alerts ---');
+  for (const a of obs.active_alerts) {
+    lines.push(`  \u2022 ${a}`);
+  }
+  lines.push('');
+
+  lines.push('--- System Metrics ---');
+  for (const [k, v] of Object.entries(obs.system_metrics)) {
+    lines.push(`  ${k}: ${v}`);
+  }
+  lines.push('');
 
   if (Object.keys(obs.investigation_results).length > 0) {
-    msg += `Investigation Results:\n${Object.entries(obs.investigation_results).map(([k, v]) => `  [${k}]: ${v}`).join('\n')}\n\n`;
+    lines.push('--- Investigation Results (EVIDENCE GATHERED) ---');
+    for (const [k, v] of Object.entries(obs.investigation_results)) {
+      lines.push(`  [${k}]: ${v}`);
+    }
+    lines.push('');
   }
 
-  msg += `Timeline:\n${obs.timeline.map((t) => `  ${t}`).join('\n')}`;
-  return msg;
+  lines.push('--- Timeline ---');
+  for (const t of obs.timeline) {
+    lines.push(`  ${t}`);
+  }
+
+  if (history.length > 0) {
+    lines.push('');
+    lines.push('=== PREVIOUS ACTIONS TAKEN ===');
+    for (const h of history) {
+      lines.push(
+        `Turn ${h.turn}: containment=${h.action.containment_action}, ` +
+        `investigation=${h.action.investigation_query}, ` +
+        `root_cause=${h.action.declare_root_cause}`,
+      );
+      lines.push(`  Justification: ${h.action.justification}`);
+    }
+  }
+
+  return lines.join('\n');
 }
 
+// ─── Hook ────────────────────────────────────────────────────────────────────
+
 export function useEpisode(): EpisodeHook {
   const [observation, setObservation] = useState<Observation | null>(null);
   const [state, setState] = useState<EpisodeState | null>(null);
   const [reward, setReward] = useState<Reward | null>(null);
   const [history, setHistory] = useState<TurnRecord[]>([]);
   const [isLoading, setIsLoading] = useState(false);
-  const [isAutopiloting, setIsAutopiloting] = useState(false);
+  const [autopilotPhase, setAutopilotPhase] = useState<AutopilotPhase>('idle');
   const [error, setError] = useState<string | null>(null);
   const [isDone, setIsDone] = useState(false);
   const [healerTriggered, setHealerTriggered] = useState(false);
   const [aiRawResponse, setAiRawResponse] = useState<string | null>(null);
 
+  const isAutopiloting = autopilotPhase !== 'idle';
+
   const reset = useCallback(async (taskName: TaskName) => {
     setIsLoading(true);
     setError(null);
@@ -94,6 +168,7 @@ export function useEpisode(): EpisodeHook {
     setIsDone(false);
     setHealerTriggered(false);
     setAiRawResponse(null);
+    setAutopilotPhase('idle');
     try {
       const res = await resetEpisode(taskName);
       setObservation(res.observation);
@@ -132,31 +207,32 @@ export function useEpisode(): EpisodeHook {
 
   const autopilot = useCallback(async (): Promise<Action | null> => {
     if (!observation) return null;
-    setIsAutopiloting(true);
+    setAutopilotPhase('thinking');
     setError(null);
     setHealerTriggered(false);
     try {
-      const messages = [
-        { role: 'system', content: SRE_SYSTEM_PROMPT },
-        { role: 'user', content: formatObservation(observation) },
-      ];
+      const messages = generateAutopilotPayload(observation, history);
       const res = await runAutopilot(messages);
       setAiRawResponse(res.content);
 
       const parsed = JSON.parse(res.content) as Action;
-      // If the raw content differs from re-serialized, healer likely intervened
       const reser = JSON.stringify(parsed);
       if (res.content.trim() !== reser) {
         setHealerTriggered(true);
       }
+
+      setAutopilotPhase('filling');
       return parsed;
     } catch (e: unknown) {
       setError(e instanceof Error ? e.message : 'Autopilot failed');
+      setAutopilotPhase('idle');
       return null;
-    } finally {
-      setIsAutopiloting(false);
     }
-  }, [observation]);
+  }, [observation, history]);
+
+  const setPhase = useCallback((phase: AutopilotPhase) => {
+    setAutopilotPhase(phase);
+  }, []);
 
   return {
     observation,
@@ -165,6 +241,7 @@ export function useEpisode(): EpisodeHook {
     history,
     isLoading,
     isAutopiloting,
+    autopilotPhase,
     error,
     isDone,
     healerTriggered,
@@ -172,5 +249,6 @@ export function useEpisode(): EpisodeHook {
     reset,
     step,
     autopilot,
+    setAutopilotPhase: setPhase,
   };
 }

sre-dashboard/src/types/sre.ts

@@ -23,6 +23,8 @@ export type RootCause =
   | 'database_lock'
   | 'unknown';
 
+export type AutopilotPhase = 'idle' | 'thinking' | 'filling' | 'submitting';
+
 export interface Action {
   containment_action: ContainmentAction;
   investigation_query: InvestigationQuery;

sre_frontend_dist/assets/index-BXigT_1l.css

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var(--tw-backdrop-hue-rotate,) var(--tw-backdrop-invert,) var(--tw-backdrop-opacity,) var(--tw-backdrop-saturate,) var(--tw-backdrop-sepia,)}.transition{transition-property:color,background-color,border-color,outline-color,text-decoration-color,fill,stroke,--tw-gradient-from,--tw-gradient-via,--tw-gradient-to,opacity,box-shadow,transform,translate,scale,rotate,filter,-webkit-backdrop-filter,backdrop-filter,display,content-visibility,overlay,pointer-events;transition-timing-function:var(--tw-ease,var(--default-transition-timing-function));transition-duration:var(--tw-duration,var(--default-transition-duration))}.transition-all{transition-property:all;transition-timing-function:var(--tw-ease,var(--default-transition-timing-function));transition-duration:var(--tw-duration,var(--default-transition-duration))}.transition-colors{transition-property:color,background-color,border-color,outline-color,text-decoration-color,fill,stroke,--tw-gradient-from,--tw-gradient-via,--tw-gradient-to;transition-timing-function:var(--tw-ease,var(--default-transition-timing-function));transition-duration:var(--tw-duration,var(--default-transition-duration))}.transition-opacity{transition-property:opacity;transition-timing-function:var(--tw-ease,var(--default-transition-timing-function));transition-duration:var(--tw-duration,var(--default-transition-duration))}.transition-shadow{transition-property:box-shadow;transition-timing-function:var(--tw-ease,var(--default-transition-timing-function));transition-duration:var(--tw-duration,var(--default-transition-duration))}.transition-transform{transition-property:transform,translate,scale,rotate;transition-timing-function:var(--tw-ease,var(--default-transition-timing-function));transition-duration:var(--tw-duration,var(--default-transition-duration))}.duration-300{--tw-duration:.3s;transition-duration:.3s}@media (hover:hover){.group-hover\:opacity-100:is(:where(.group):hover *){opacity:1}}.group-data-\[state\=open\]\:rotate-180:is(:where(.group)[data-state=open] *){rotate:180deg}.placeholder\:text-sre-text-muted\/50::placeholder{color:#64748b80}@supports (color:color-mix(in lab, red, red)){.placeholder\:text-sre-text-muted\/50::placeholder{color:color-mix(in oklab, var(--color-sre-text-muted) 50%, transparent)}}@media (hover:hover){.hover\:bg-sre-accent\/25:hover{background-color:#38bdf840}@supports (color:color-mix(in lab, red, red)){.hover\:bg-sre-accent\/25:hover{background-color:color-mix(in oklab, var(--color-sre-accent) 25%, transparent)}}.hover\:bg-sre-border:hover{background-color:var(--color-sre-border)}.hover\:bg-sre-orange\/20:hover{background-color:#f9731633}@supports (color:color-mix(in lab, red, red)){.hover\:bg-sre-orange\/20:hover{background-color:color-mix(in oklab, var(--color-sre-orange) 20%, 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red)){.focus\:ring-sre-accent\/30:focus{--tw-ring-color:color-mix(in oklab, var(--color-sre-accent) 30%, transparent)}}.focus\:outline-none:focus{--tw-outline-style:none;outline-style:none}.disabled\:cursor-not-allowed:disabled{cursor:not-allowed}.disabled\:opacity-40:disabled{opacity:.4}}@keyframes pulse-glow{0%,to{opacity:1}50%{opacity:.6}}@keyframes slide-up{0%{opacity:0;transform:translateY(8px)}to{opacity:1;transform:translateY(0)}}body{background:var(--color-sre-bg);color:var(--color-sre-text);font-family:var(--font-sans);-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;margin:0}#root{flex-direction:column;min-height:100dvh;display:flex}::-webkit-scrollbar{width:6px;height:6px}::-webkit-scrollbar-track{background:0 0}::-webkit-scrollbar-thumb{background:var(--color-sre-border-bright);border-radius:3px}::-webkit-scrollbar-thumb:hover{background:var(--color-sre-text-muted)}.font-mono{font-family:var(--font-mono)}@property 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--tw-inset-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-inset-shadow-color{syntax:"*";inherits:false}@property --tw-inset-shadow-alpha{syntax:"<percentage>";inherits:false;initial-value:100%}@property --tw-ring-color{syntax:"*";inherits:false}@property --tw-ring-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-inset-ring-color{syntax:"*";inherits:false}@property --tw-inset-ring-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-ring-inset{syntax:"*";inherits:false}@property --tw-ring-offset-width{syntax:"<length>";inherits:false;initial-value:0}@property --tw-ring-offset-color{syntax:"*";inherits:false;initial-value:#fff}@property --tw-ring-offset-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-blur{syntax:"*";inherits:false}@property --tw-brightness{syntax:"*";inherits:false}@property --tw-contrast{syntax:"*";inherits:false}@property --tw-grayscale{syntax:"*";inherits:false}@property --tw-hue-rotate{syntax:"*";inherits:false}@property --tw-invert{syntax:"*";inherits:false}@property --tw-opacity{syntax:"*";inherits:false}@property --tw-saturate{syntax:"*";inherits:false}@property --tw-sepia{syntax:"*";inherits:false}@property --tw-drop-shadow{syntax:"*";inherits:false}@property --tw-drop-shadow-color{syntax:"*";inherits:false}@property --tw-drop-shadow-alpha{syntax:"<percentage>";inherits:false;initial-value:100%}@property --tw-drop-shadow-size{syntax:"*";inherits:false}@property --tw-backdrop-blur{syntax:"*";inherits:false}@property --tw-backdrop-brightness{syntax:"*";inherits:false}@property --tw-backdrop-contrast{syntax:"*";inherits:false}@property --tw-backdrop-grayscale{syntax:"*";inherits:false}@property --tw-backdrop-hue-rotate{syntax:"*";inherits:false}@property --tw-backdrop-invert{syntax:"*";inherits:false}@property --tw-backdrop-opacity{syntax:"*";inherits:false}@property --tw-backdrop-saturate{syntax:"*";inherits:false}@property --tw-backdrop-sepia{syntax:"*";inherits:false}@property --tw-duration{syntax:"*";inherits:false}

sre_frontend_dist/index.html

@@ -0,0 +1,14 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <link rel="icon" type="image/svg+xml" href="/favicon.svg" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>sre-dashboard</title>
+    <script type="module" crossorigin src="/assets/index-6hP2OA7w.js"></script>
+    <link rel="stylesheet" crossorigin href="/assets/index-BXigT_1l.css">
+  </head>
+  <body>
+    <div id="root"></div>
+  </body>
+</html>