summaryrefslogtreecommitdiff
path: root/internal/scheduler/scheduler.go
blob: cc6fa3af192e15ea30ebe9527e86014641e3c6a3 (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
// Package scheduler implements a first-pass retry-then-escalate loop for
// role-typed tasks (task.AgentConfig.Role != ""). On a poll interval it looks
// for tasks whose most recent execution ended FAILED, and either resubmits
// them at the same escalation-ladder tier (if under that tier's MaxRetries)
// or escalates them to the next tier (if the budget allows) — recording an
// event.KindEscalated event either way. If the ladder is exhausted or the
// budget denies the escalation, the task is left FAILED for human attention.
//
// Phase 7c extended this same "watch for stuck role-typed tasks and take
// escalation action" responsibility to a second trigger: a role-typed task
// BLOCKED on an ask_user question nobody has answered within
// SchedulerConfig.AskUserTimeoutSeconds (see tickAskUserTimeouts below). This
// is a natural extension of what Scheduler already does, not a new
// component — it owns retry/escalation for role-typed tasks generally, and a
// stuck question is just another way a role-typed task gets stuck.
//
// Explicit non-goal still remaining: no DAG/cascade-fail logic here (that's
// executor.Pool.cascadeFail's job). Handling for TIMED_OUT/CANCELLED/
// BUDGET_EXCEEDED tasks follows the same shape as FAILED but isn't
// implemented yet — only FAILED is polled for the failure-retry path.
package scheduler

import (
	"context"
	"encoding/json"
	"log/slog"
	"sync"
	"time"

	"github.com/google/uuid"
	"github.com/thepeterstone/claudomator/internal/event"
	"github.com/thepeterstone/claudomator/internal/role"
	"github.com/thepeterstone/claudomator/internal/storage"
	"github.com/thepeterstone/claudomator/internal/task"
)

// Store is the subset of storage.DB methods the Scheduler needs.
type Store interface {
	ListTasks(filter storage.TaskFilter) ([]*task.Task, error)
	ListExecutions(taskID string) ([]*storage.Execution, error)
	GetActiveRoleConfig(role string) (*storage.RoleConfigRow, error)
	UpdateTaskAgent(id string, agent task.AgentConfig) error
	UpdateTaskState(id string, newState task.State) error
	CreateEvent(e *event.Event) error
	// UpdateTaskQuestion, AppendTaskInteraction, and UpdateTaskNeedsReview
	// back tickAskUserTimeouts' resume-with-fallback-answer flow (Phase 7c):
	// clearing the stale question, recording the system-authored answer as an
	// interaction (mirroring api.answerTaskQuestion's audit trail for a real
	// human answer), and flagging the task for later human review.
	UpdateTaskQuestion(taskID, questionJSON string) error
	AppendTaskInteraction(taskID string, interaction task.Interaction) error
	UpdateTaskNeedsReview(id string, needsReview bool) error
}

// Pool is the subset of *executor.Pool the Scheduler needs. Satisfied by
// *executor.Pool directly (see internal/cli/serve.go); declared as an
// interface here purely so tests can supply a fake without dragging in the
// executor package's runner/sandbox machinery.
type Pool interface {
	Submit(ctx context.Context, t *task.Task) error
	// SubmitResume re-queues a BLOCKED (or otherwise interrupted) task using
	// a resume execution carrying ResumeSessionID/ResumeAnswer. Used by
	// tickAskUserTimeouts to resume a task with a system-authored fallback
	// answer the same way api.answerTaskQuestion resumes it with a real one.
	SubmitResume(ctx context.Context, t *task.Task, exec *storage.Execution) error
}

// BudgetGate reports whether an escalation to provider estimated at estCost
// is allowed. Satisfied by *budget.Accountant.
type BudgetGate interface {
	Allow(provider string, estCost float64) (bool, error)
}

// Scheduler polls for role-typed FAILED tasks and retries or escalates them
// per their active role_configs escalation ladder. It also polls for
// role-typed tasks BLOCKED on a stale ask_user question (see
// tickAskUserTimeouts).
type Scheduler struct {
	Store  Store
	Pool   Pool
	Budget BudgetGate // nil means "no budget gating" (always allow)
	Logger *slog.Logger

	// AskUserTimeout is how long a role-typed task may sit BLOCKED on an
	// unanswered ask_user question before tickAskUserTimeouts resumes it with
	// a system-authored fallback answer. <= 0 means DefaultAskUserTimeout
	// (see askUserTimeout()); set from config.SchedulerConfig.AskUserTimeout()
	// in production (internal/cli/serve.go).
	AskUserTimeout time.Duration

	// handled dedupes processing within a single running process: once a
	// decision (retry/escalate/decline) has been made for a given
	// execution ID, it is never reconsidered again by this Scheduler
	// instance. This is what keeps Run's poll loop convergent — a task left
	// FAILED after its ladder is exhausted (or an escalation is budget-
	// denied) has the same "latest execution" on every subsequent tick, so
	// without this it would emit a fresh "final" KindEscalated event, and
	// re-run the same decision, every single poll forever. A restart clears
	// this map, so a task can be reconsidered once more after a restart —
	// intentional: it's an idempotent bookkeeping decision, not orchestration
	// state, so re-deriving it once is harmless.
	//
	// tickAskUserTimeouts does NOT need an equivalent guard: successfully
	// resuming a task moves it out of BLOCKED (to QUEUED), which structurally
	// removes it from the next tick's BLOCKED query — the same
	// "idempotency via a state the next poll won't rediscover" pattern
	// StoryOrchestrator's ensureEvaluators/ensureArbitration use, rather than
	// an in-memory marker.
	mu      sync.Mutex
	handled map[string]bool
}

// DefaultPollInterval is used by Run when pollInterval <= 0.
const DefaultPollInterval = 30 * time.Second

// DefaultAskUserTimeout is used when Scheduler.AskUserTimeout <= 0. Mirrors
// config.SchedulerConfig.AskUserTimeout's default and reasoning (10 minutes:
// long enough for an actively-working human to notice and answer a
// clarification request, short enough that a role-typed task doesn't stall
// for hours on input that may never come — the common case for a
// self-hosted, typically single-operator deployment).
const DefaultAskUserTimeout = 10 * time.Minute

// askUserTimeout returns the effective ask-user timeout, defaulting to
// DefaultAskUserTimeout when unset.
func (s *Scheduler) askUserTimeout() time.Duration {
	if s.AskUserTimeout <= 0 {
		return DefaultAskUserTimeout
	}
	return s.AskUserTimeout
}

// fallbackAnswer is the system-authored answer injected into a role-typed
// task's ask_user question once it has gone unanswered for longer than
// askUserTimeout(). Clearly marked as a system fallback, not a real human
// answer, so anyone reading the task's interaction history or event stream
// later understands why the agent proceeded without a real decision.
const fallbackAnswer = "[auto-escalated: no human response within timeout; proceeding with best judgment]"

// Run polls for role-typed FAILED tasks every pollInterval until ctx is
// cancelled.
func (s *Scheduler) Run(ctx context.Context, pollInterval time.Duration) {
	if pollInterval <= 0 {
		pollInterval = DefaultPollInterval
	}
	ticker := time.NewTicker(pollInterval)
	defer ticker.Stop()
	for {
		select {
		case <-ctx.Done():
			return
		case <-ticker.C:
			s.Tick(ctx)
		}
	}
}

// Tick runs a single poll pass: FAILED-task retry/escalation, then
// ask_user-timeout escalation. Exported so tests can drive it directly
// without waiting on a ticker.
func (s *Scheduler) Tick(ctx context.Context) {
	tasks, err := s.Store.ListTasks(storage.TaskFilter{State: task.StateFailed})
	if err != nil {
		s.logf("scheduler: list failed tasks", "error", err)
	} else {
		for _, t := range tasks {
			if t.Agent.Role == "" {
				continue
			}
			s.processTask(ctx, t)
		}
	}
	s.tickAskUserTimeouts(ctx)
}

func (s *Scheduler) logf(msg string, args ...any) {
	if s.Logger != nil {
		s.Logger.Warn(msg, args...)
	}
}

func (s *Scheduler) markHandled(execID string) bool {
	s.mu.Lock()
	defer s.mu.Unlock()
	if s.handled == nil {
		s.handled = make(map[string]bool)
	}
	if s.handled[execID] {
		return false
	}
	s.handled[execID] = true
	return true
}

func (s *Scheduler) processTask(ctx context.Context, t *task.Task) {
	execs, err := s.Store.ListExecutions(t.ID)
	if err != nil || len(execs) == 0 {
		return
	}
	latest := execs[0] // ListExecutions orders DESC by start_time.
	if latest.Status != "FAILED" {
		return
	}
	if !s.markHandled(latest.ID) {
		return // already decided for this execution — converged, nothing to do.
	}

	currentRung := latest.EscalationRung
	if currentRung < 0 {
		currentRung = 0
	}

	row, err := s.Store.GetActiveRoleConfig(t.Agent.Role)
	if err != nil {
		s.retryWithoutLadder(ctx, t, execs, currentRung, "no active role config for role "+t.Agent.Role)
		return
	}
	var rc role.RoleConfig
	if err := json.Unmarshal([]byte(row.ConfigJSON), &rc); err != nil {
		s.retryWithoutLadder(ctx, t, execs, currentRung, "failed to decode role config")
		return
	}
	if len(rc.EscalationLadder) == 0 {
		s.retryWithoutLadder(ctx, t, execs, currentRung, "empty escalation ladder")
		return
	}

	if currentRung >= len(rc.EscalationLadder) {
		// Ladder already exhausted (e.g. the ladder was shortened after this
		// task started climbing it) — nothing more to do.
		return
	}
	tier := rc.EscalationLadder[currentRung]
	attempts := attemptsAtRung(execs, currentRung)

	if attempts < tier.MaxRetries {
		s.retrySameRung(ctx, t, currentRung)
		return
	}

	nextRung := currentRung + 1
	if nextRung >= len(rc.EscalationLadder) || len(rc.EscalationLadder[nextRung].Candidates) == 0 {
		s.decline(ctx, t, currentRung, "", "escalation ladder exhausted")
		return
	}
	nextTier := rc.EscalationLadder[nextRung]
	target := nextTier.Candidates[0]

	estCost := rc.DefaultBudgetUSD
	if estCost <= 0 {
		estCost = t.Agent.MaxBudgetUSD
	}
	allowed := true
	if s.Budget != nil {
		var berr error
		allowed, berr = s.Budget.Allow(target.Provider, estCost)
		if berr != nil {
			s.logf("scheduler: budget check failed; declining escalation", "taskID", t.ID, "error", berr)
			allowed = false
		}
	}
	if !allowed {
		s.decline(ctx, t, currentRung, target.Provider, "budget denied")
		return
	}
	s.escalate(ctx, t, currentRung, nextRung, target)
}

// attemptsAtRung counts how many executions, starting from the most recent
// (execs[0]) and moving backward, ran at rung consecutively — i.e. how many
// attempts have already been made at the task's current tier since it last
// moved to (or started at) that tier.
func attemptsAtRung(execs []*storage.Execution, rung int) int {
	n := 0
	for _, e := range execs {
		if e.EscalationRung != rung {
			break
		}
		n++
	}
	return n
}

func (s *Scheduler) retrySameRung(ctx context.Context, t *task.Task, rung int) {
	if err := s.Store.UpdateTaskState(t.ID, task.StateQueued); err != nil {
		s.logf("scheduler: retry: update task state", "taskID", t.ID, "error", err)
		return
	}
	resubmit := *t
	resubmit.State = task.StateQueued
	if err := s.Pool.Submit(ctx, &resubmit); err != nil {
		s.logf("scheduler: retry: submit", "taskID", t.ID, "error", err)
	}
}

// maxRetriesNoRoleConfig bounds retryWithoutLadder's same-tier retries when
// a role-typed task has no usable escalation ladder to consult -- a simple,
// hardcoded safety net (mirrors maxFixAttempts in
// internal/scheduler/story_orchestrator.go), not real ladder-based tiering.
const maxRetriesNoRoleConfig = 2

// retryWithoutLadder handles a role-typed task whose role has no usable
// escalation ladder to consult -- no active role_configs row at all, a
// corrupt one, or one with an empty ladder -- by retrying at the task's
// existing Agent.Type/Model (unchanged, since there's no ladder to pick a
// tier from) up to maxRetriesNoRoleConfig times before giving up. Mirrors
// escalateAskUserTimeout's own "no active role config... still resuming,
// just without a provider/model change" fallback below, applied here to the
// FAILED-task retry path instead of the ask_user-timeout path.
//
// Added 2026-07-11: before this, a role with no seeded role_configs (every
// role except builder/planner, as of this fix -- see
// internal/storage.SeedRoleConfigs) got zero retry safety net at all: the
// very first transient infra failure (a generic "container execution failed:
// exit status 1", the same symptom repeatedly traced to disk-full or other
// non-deterministic causes this session) left the task FAILED forever with
// nothing ever looking at it again -- a real production incident (see
// internal/scheduler/story_orchestrator.go's finalizeArbitration doc
// comment for the related arbitration-side half of this same root cause).
func (s *Scheduler) retryWithoutLadder(ctx context.Context, t *task.Task, execs []*storage.Execution, rung int, reason string) {
	attempts := attemptsAtRung(execs, rung)
	if attempts < maxRetriesNoRoleConfig {
		s.logf("scheduler: retrying without a usable escalation ladder", "role", t.Agent.Role, "taskID", t.ID, "reason", reason, "attempt", attempts+1, "maxAttempts", maxRetriesNoRoleConfig)
		s.retrySameRung(ctx, t, rung)
		return
	}
	s.decline(ctx, t, rung, "", reason+"; retries exhausted")
}

func (s *Scheduler) escalate(ctx context.Context, t *task.Task, fromRung, toRung int, target role.Rung) {
	fromProvider := t.Agent.Type
	newAgent := t.Agent
	newAgent.Type = target.Provider
	newAgent.Model = target.Model
	if err := s.Store.UpdateTaskAgent(t.ID, newAgent); err != nil {
		s.logf("scheduler: escalate: update task agent", "taskID", t.ID, "error", err)
		return
	}
	if err := s.Store.UpdateTaskState(t.ID, task.StateQueued); err != nil {
		s.logf("scheduler: escalate: update task state", "taskID", t.ID, "error", err)
		return
	}
	s.emitEscalated(t.ID, fromRung, toRung, fromProvider, target.Provider, false, "", "failure")

	resubmit := *t
	resubmit.Agent = newAgent
	resubmit.State = task.StateQueued
	if err := s.Pool.Submit(ctx, &resubmit); err != nil {
		s.logf("scheduler: escalate: submit", "taskID", t.ID, "error", err)
	}
}

// decline records that no further escalation will happen for t right now
// (ladder exhausted or budget denied) and leaves it FAILED for human
// attention.
func (s *Scheduler) decline(ctx context.Context, t *task.Task, atRung int, consideredProvider, reason string) {
	s.emitEscalated(t.ID, atRung, atRung, t.Agent.Type, consideredProvider, true, reason, "failure")
}

// emitEscalated records an event.KindEscalated event. trigger distinguishes
// what caused the scheduler to reconsider this task's tier: "failure" for
// the FAILED-task retry/escalation path above, "ask_user_timeout" for
// escalateAskUserTimeout below — so someone reading the event stream later
// can tell a stuck-question escalation from a stuck-failure one.
func (s *Scheduler) emitEscalated(taskID string, fromRung, toRung int, fromProvider, toProvider string, final bool, reason, trigger string) {
	payload, _ := json.Marshal(struct {
		FromRung     int    `json:"from_rung"`
		ToRung       int    `json:"to_rung"`
		FromProvider string `json:"from_provider"`
		ToProvider   string `json:"to_provider,omitempty"`
		Final        bool   `json:"final"`
		Reason       string `json:"reason,omitempty"`
		Trigger      string `json:"trigger,omitempty"`
	}{FromRung: fromRung, ToRung: toRung, FromProvider: fromProvider, ToProvider: toProvider, Final: final, Reason: reason, Trigger: trigger})
	if err := s.Store.CreateEvent(&event.Event{
		TaskID:  taskID,
		Kind:    event.KindEscalated,
		Actor:   event.ActorSystem,
		Payload: payload,
	}); err != nil {
		s.logf("scheduler: emit escalated event", "taskID", taskID, "error", err)
	}
}

// tickAskUserTimeouts finds role-typed tasks BLOCKED on an ask_user question
// that has been outstanding longer than askUserTimeout() and resumes each
// with a system-authored fallback answer, escalating to the next tier of the
// role's ladder where possible so a different (hopefully more capable)
// provider/model picks up where the original agent stalled.
//
// The "outstanding since" timestamp is task.UpdatedAt, not a new column:
// storage.DB.UpdateTaskQuestion (the last write made to a task's row on its
// way into BLOCKED — see executor.Pool.handleRunResult's BlockedError
// branch, which calls UpdateTaskState(BLOCKED) then
// UpdateTaskQuestion(questionJSON) in that order) stamps updated_at at the
// exact moment the question was recorded, and nothing else touches the row
// while it sits BLOCKED awaiting an answer. Reusing it avoids an entirely
// redundant "asked_at" column carrying the same information a second time.
func (s *Scheduler) tickAskUserTimeouts(ctx context.Context) {
	tasks, err := s.Store.ListTasks(storage.TaskFilter{State: task.StateBlocked})
	if err != nil {
		s.logf("scheduler: list blocked tasks", "error", err)
		return
	}
	timeout := s.askUserTimeout()
	for _, t := range tasks {
		if t.Agent.Role == "" || t.QuestionJSON == "" {
			// Not role-typed, or BLOCKED on pending subtasks rather than a
			// question (see task.go's state machine: BLOCKED covers both).
			continue
		}
		if time.Since(t.UpdatedAt) < timeout {
			continue // still within the grace period
		}
		s.escalateAskUserTimeout(ctx, t)
	}
}

// escalateAskUserTimeout resumes a single BLOCKED, role-typed task whose
// question has timed out. It resolves the role's escalation ladder from the
// tier the task was dispatched at (latest execution's EscalationRung) and
// picks the next tier up, mirroring processTask's escalate() above but
// applied to "stuck on a question" rather than "stuck on a failure" — if no
// higher tier exists (ladder exhausted, no active role config, etc.) it
// still resumes the task (unblocking it is the priority) at its current
// tier, just without a provider/model change, and marks the escalation
// event final:true so that distinction is visible in the event stream.
func (s *Scheduler) escalateAskUserTimeout(ctx context.Context, t *task.Task) {
	execs, err := s.Store.ListExecutions(t.ID)
	if err != nil || len(execs) == 0 {
		s.logf("scheduler: ask-user-timeout: no executions", "taskID", t.ID)
		return
	}
	latest := execs[0] // ListExecutions orders DESC by start_time.
	if latest.SessionID == "" {
		s.logf("scheduler: ask-user-timeout: no resumable session", "taskID", t.ID)
		return
	}

	currentRung := latest.EscalationRung
	if currentRung < 0 {
		currentRung = 0
	}

	// Captured before any Store mutation below: fakeStore-style test doubles
	// (and, in principle, a caching Store) may hand back the same *task.Task
	// pointer from ListTasks that UpdateTaskAgent then mutates in place, so
	// reading t.Agent.Type *after* that call would silently pick up the new
	// value instead of the original one — the same "read fromProvider before
	// mutating" care processTask's escalate() takes above.
	fromProvider := t.Agent.Type

	newAgent := t.Agent
	toRung := currentRung
	toProvider := fromProvider
	reason := ""
	final := false

	row, rcErr := s.Store.GetActiveRoleConfig(t.Agent.Role)
	if rcErr != nil {
		reason = "no active role config; resuming at same tier"
		final = true
	} else {
		var rc role.RoleConfig
		if jsonErr := json.Unmarshal([]byte(row.ConfigJSON), &rc); jsonErr != nil {
			reason = "failed to decode role config; resuming at same tier"
			final = true
		} else if len(rc.EscalationLadder) == 0 {
			reason = "empty escalation ladder; resuming at same tier"
			final = true
		} else {
			nextRung := currentRung + 1
			if nextRung >= len(rc.EscalationLadder) || len(rc.EscalationLadder[nextRung].Candidates) == 0 {
				reason = "escalation ladder exhausted; resuming at same tier"
				final = true
			} else {
				target := rc.EscalationLadder[nextRung].Candidates[0]
				newAgent.Type = target.Provider
				newAgent.Model = target.Model
				toRung = nextRung
				toProvider = target.Provider
			}
		}
	}

	// Record the system-authored fallback answer as an interaction before
	// clearing the question, mirroring the audit trail api.answerTaskQuestion
	// leaves for a real human answer.
	if t.QuestionJSON != "" {
		var qData struct {
			Text    string   `json:"text"`
			Options []string `json:"options"`
		}
		if json.Unmarshal([]byte(t.QuestionJSON), &qData) == nil {
			if err := s.Store.AppendTaskInteraction(t.ID, task.Interaction{
				QuestionText: qData.Text,
				Options:      qData.Options,
				Answer:       fallbackAnswer,
				AskedAt:      t.UpdatedAt,
			}); err != nil {
				s.logf("scheduler: ask-user-timeout: append interaction", "taskID", t.ID, "error", err)
			}
		}
	}
	if err := s.Store.UpdateTaskQuestion(t.ID, ""); err != nil {
		s.logf("scheduler: ask-user-timeout: clear question", "taskID", t.ID, "error", err)
		return
	}
	if newAgent.Type != fromProvider || newAgent.Model != t.Agent.Model {
		if err := s.Store.UpdateTaskAgent(t.ID, newAgent); err != nil {
			s.logf("scheduler: ask-user-timeout: update task agent", "taskID", t.ID, "error", err)
			return
		}
	}
	if err := s.Store.UpdateTaskState(t.ID, task.StateQueued); err != nil {
		s.logf("scheduler: ask-user-timeout: update task state", "taskID", t.ID, "error", err)
		return
	}
	if err := s.Store.UpdateTaskNeedsReview(t.ID, true); err != nil {
		s.logf("scheduler: ask-user-timeout: mark needs_review", "taskID", t.ID, "error", err)
	}

	s.emitEscalated(t.ID, currentRung, toRung, fromProvider, toProvider, final, reason, "ask_user_timeout")

	// SubmitResume requires the task passed in to carry a resumable State
	// (see executor.resumablePoolStates, which includes BLOCKED) — mirroring
	// api.answerTaskQuestion, which passes the pre-transition BLOCKED task
	// struct even though the DB row has already moved to QUEUED above.
	resume := *t
	resume.Agent = newAgent
	resume.State = task.StateBlocked
	resumeExec := &storage.Execution{
		ID:              uuid.NewString(),
		TaskID:          t.ID,
		ResumeSessionID: latest.SessionID,
		ResumeAnswer:    fallbackAnswer,
		SandboxDir:      latest.SandboxDir,
	}
	if err := s.Pool.SubmitResume(ctx, &resume, resumeExec); err != nil {
		s.logf("scheduler: ask-user-timeout: submit resume", "taskID", t.ID, "error", err)
	}
}