feat(kernel): retry-with-backoff on retryable provider errors

When the upstream LLM API returns a retryable error (HTTP 429 / 5xx
"overloaded"), the kernel now retries provider.stream() with a stepped
backoff, visibly, until the 8h cumulative-sleep budget is exhausted — then
emits the final error and seals the turn. Retries fire only when no content
was emitted yet this step (safety invariant: never duplicate partial output).

- wire: new transient TurnProviderRetryEvent AgentEvent variant (emitted
  before each sleep; not persisted to model history).
- kernel contracts: RetryStrategy (pure delayFor + injected sleep) + optional
  retry? on RunTurnInput (omit = no retry, backward-compatible).
- kernel run-turn: retry loop in executeStep; providerRetryEvent constructor.
  Kernel imports no timer (sleep injected).
- session-orchestrator: concrete schedule (5s..30m, repeat 30m, 8h budget) +
  abortable setTimeout sleep, wired into RunTurnInput.retry.

tsc -b EXIT 0; biome clean; 1574 vitest pass (+16 new: 11 kernel retry tests
with injected fake sleep + pure delayFor, zero @dispatch/* mocks; 5 schedule
tests). Transports unchanged (transport-ws forwards AgentEvent verbatim in
chat.delta; transport-http is generic JSON.stringify).

Plan: notes/retry-with-backoff-plan.md. tasks.md updated with milestone +
optional CLI-renderer roadmap follow-up.

14 files changed, 1089 insertions, 27 deletions

diff --git a/notes/retry-with-backoff-plan.md b/notes/retry-with-backoff-plan.md
new file mode 100644
index 0000000..99f6f5d
--- /dev/null
+++ b/notes/retry-with-backoff-plan.md
@@ -0,0 +1,138 @@
+# Plan — Retry-with-backoff on retryable provider errors (FINALIZED)
+
+**Goal:** When the upstream LLM API returns a retryable error (e.g. "server
+overloaded"), retry the request with a stepped backoff, visibly, until the
+budget is exhausted.
+
+## The error (from the prod DB) — detection is already done
+
+- **HTTP 429** (46×) and **HTTP 502** (1×), **no 503s**.
+- Body: `{"error":{"type":"overloaded_error","message":"The service is temporarily overloaded. Please retry."}}`
+- `packages/openai-stream/src/stream.ts:201` **already sets**
+  `retryable: response.status >= 500 || response.status === 429` on the error
+  event, and `ProviderErrorEvent` (`kernel/contracts/provider.ts:72`) **already
+  declares `retryable?: boolean`**. The kernel's `processEvent` just ignores it.
+- The error is **emitted (not thrown) and before any content** → retrying
+  `provider.stream()` is safe (no partial chunks to roll back).
+
+## Decision 1 — the backoff schedule
+
+`5s, 10s, 30s, 60s, 5m, 10m, 15m, 30m`, then **repeat 30m** until **8h of
+cumulative retry-wait** is reached, then give up (emit the final error + seal).
+
+Pure function of the attempt index (0 = first retry):
+```ts
+const SCHEDULE_MS = [5_000, 10_000, 30_000, 60_000, 300_000, 600_000, 900_000, 1_800_000];
+const TAIL_MS = 1_800_000;            // 30m
+const BUDGET_MS = 8 * 60 * 60 * 1000;  // 8h
+
+// pure, deterministic, no I/O
+function delayFor(attempt: number): number | undefined {
+  const delay = attempt < SCHEDULE_MS.length ? SCHEDULE_MS[attempt] : TAIL_MS;
+  if (cumulativeSleepMs(attempt) > BUDGET_MS) return undefined; // over budget → stop
+  return delay;
+}
+```
+- `cumulativeSleepMs(attempt)` = sum of delay[0..attempt]; head (8 steps) sums to
+  3,705s, then +1,800s per extra step. 8h (28,800s) is reached at attempt ~21
+  → ~21 retries, ~7h32m of sleeping, then give up.
+- Budget = cumulative *scheduled sleep* (pure/testable). If you prefer wall-clock
+  since first error, it switches to using the injected `now` — easy change.
+
+## Decision 2 — visible (yellow system-message warning) + 5d3f handoff
+
+Add a new **transient** `AgentEvent` variant (emitted to the frontend, NOT
+persisted into the model's message history — so it never pollutes the prompt):
+
+```ts
+// @dispatch/wire (AgentEvent union gains this member)
+export interface TurnProviderRetryEvent {
+  readonly type: "provider-retry";
+  readonly conversationId: string;
+  readonly turnId: string;
+  /** 0-based: this is the Nth retry about to happen. */
+  readonly attempt: number;
+  /** ms the client should expect to wait before the retry fires. */
+  readonly delayMs: number;
+  /** The endpoint's error verbatim (e.g. "HTTP 429: {…overloaded_error…}"). */
+  readonly message: string;
+  /** The HTTP code when known (e.g. "429"). */
+  readonly code?: string;
+}
+```
+- Emitted once per scheduled retry, BEFORE the sleep, so the UI shows
+  "⚠ Server overloaded — retrying in 5s…" immediately.
+- When retries are exhausted (8h), the existing `error` event is emitted (as
+  today) and the turn seals — so the final failure is still a persisted error.
+
+**Frontend handoff to 5d3f:** render `provider-retry` as a yellow warning
+system-message bubble showing `message` (+ `code`), with the countdown. (I do
+the backend; 5d3f does the renderer — handoff via dispatch CLI.)
+
+## Decision 3 — retry ANY retryable error
+
+Retry trigger (both paths), **only when no content has been emitted yet**
+(the safety invariant — never duplicate partial output):
+
+- **Emitted** `error` ProviderEvent with `retryable === true` → retry. (429/502/5xx + network fetch errors — all pre-content.)
+- **Thrown** error (mid-stream, caught in `executeStep`'s `catch`) → treated as **retryable-by-default when pre-content** (most mid-stream throws are transient network/SSE issues). A thrown error after content is emitted is NOT retried (can't safely).
+
+So "if it's retryable, retry it" = the `retryable` flag drives emitted errors;
+thrown errors default to retryable when nothing was streamed yet. Non-retryable
+emitted errors (`retryable: false`/absent) end the step as today.
+
+## Architecture — kernel provides the HOOK, shell provides POLICY + I/O
+
+(Constitution: kernel touches no I/O; effects injected; decision pure.)
+
+### Kernel contract (`kernel/src/contracts/runtime.ts`) — add to `RunTurnInput`:
+```ts
+export interface RetryStrategy {
+  /** Pure: attempt → delay ms, or undefined to stop (budget exhausted). */
+  readonly delayFor: (attempt: number) => number | undefined;
+  /** Injected effect: actually sleep. Kernel imports no timer. Abortable. */
+  readonly sleep: (ms: number, signal: AbortSignal) => Promise<void>;
+}
+export interface RunTurnInput {
+  // …existing…
+  /** Optional injected retry. Omit = no retry (backward-compatible). */
+  readonly retry?: RetryStrategy;
+}
+```
+
+### Kernel loop (`kernel/src/runtime/run-turn.ts`, `executeStep`):
+Wrap stream consumption in a retry loop:
+- track `hadContent` (any text/reasoning/tool-call/usage seen);
+- on a retryable error (emitted `retryable:true` OR thrown) with `!hadContent`:
+  - `delay = retry.delayFor(attempt)`; if `undefined` → give up (emit the
+    suppressed error, end step);
+  - else emit `providerRetryEvent(attempt, delay, message, code)`, `await
+    retry.sleep(delay, signal)`, `attempt++`, re-call `provider.stream()`;
+- on abort during sleep → reject, seal turn `aborted` (existing flow).
+
+### Shell wiring (`session-orchestrator/src/orchestrator.ts`):
+- Provide the concrete `RetryStrategy`: `delayFor` = the schedule + 8h budget
+  above; `sleep` = abortable `setTimeout`-based promise.
+- Pass `retry` into the `RunTurnInput` it builds (line 589).
+
+## Build breakdown by unit (execution)
+
+| Unit (owner) | Change |
+|---|---|
+| `@dispatch/wire` | add `TurnProviderRetryEvent` to `AgentEvent` union |
+| `kernel` contracts | add `RetryStrategy` + `retry?` on `RunTurnInput` |
+| `kernel` events.ts | `providerRetryEvent(...)` constructor |
+| `kernel` run-turn.ts | retry loop in `executeStep` (the core logic) |
+| `kernel` run-turn.test.ts | pure tests: fake `sleep` + pure `delayFor`; assert schedule, no-after-content retry, give-up emits error, abort-during-sleep |
+| `session-orchestrator` | wire concrete schedule + real `setTimeout` sleep |
+| `transport-ws` | if it has an exhaustive `switch(event.type)`, add the `provider-retry` case |
+| `transport-http` (mine) | **no change** — `serializeEventLine` is generic `JSON.stringify` |
+| frontend (5d3f) | render `provider-retry` as a yellow warning system message |
+
+## Open items
+- **8h budget = cumulative scheduled sleep** (pure). Confirm OK vs wall-clock.
+- **Thrown errors default retryable-when-pre-content.** Confirm (vs only the
+  flagged emitted path).
+- **Execution mode:** this spans kernel + wire + orchestrator (outside my
+  transport-http unit). Build it directly across units, or dispatch each slice
+  to its unit owner via the dispatch CLI?
diff --git a/packages/kernel/src/contracts/events.ts b/packages/kernel/src/contracts/events.ts
index 6c9652d..dca34c2 100644
--- a/packages/kernel/src/contracts/events.ts
+++ b/packages/kernel/src/contracts/events.ts
@@ -11,6 +11,7 @@ export type {
 	TurnDoneEvent,
 	TurnErrorEvent,
 	TurnInputEvent,
+	TurnProviderRetryEvent,
 	TurnReasoningDeltaEvent,
 	TurnSealedEvent,
 	TurnStartEvent,
diff --git a/packages/kernel/src/contracts/index.ts b/packages/kernel/src/contracts/index.ts
index c67607b..f3e5bca 100644
--- a/packages/kernel/src/contracts/index.ts
+++ b/packages/kernel/src/contracts/index.ts
@@ -40,6 +40,7 @@ export type {
 	TurnDoneEvent,
 	TurnErrorEvent,
 	TurnInputEvent,
+	TurnProviderRetryEvent,
 	TurnReasoningDeltaEvent,
 	TurnSealedEvent,
 	TurnStartEvent,
@@ -109,6 +110,7 @@ export type {
 export type {
 	EventEmitter,
 	FinishReason,
+	RetryStrategy,
 	RunTurnInput,
 	RunTurnResult,
 } from "./runtime.js";
diff --git a/packages/kernel/src/contracts/runtime.ts b/packages/kernel/src/contracts/runtime.ts
index 02fc446..8376e42 100644
--- a/packages/kernel/src/contracts/runtime.ts
+++ b/packages/kernel/src/contracts/runtime.ts
@@ -129,6 +129,22 @@ export interface RunTurnInput {
 	 * double-persist them.
 	 */
 	readonly onStepComplete?: (messages: readonly ChatMessage[]) => Promise<void> | void;
+
+	/**
+	 * Optional injected retry strategy for retryable provider errors (e.g. HTTP
+	 * 429 / 5xx "overloaded"). When omitted, a retryable error ends the step
+	 * exactly as before (backward-compatible). When provided, the runtime wraps
+	 * `provider.stream()` consumption in a retry loop: on a retryable error
+	 * (an emitted `error` ProviderEvent with `retryable === true`, OR a thrown
+	 * error) — ONLY when no content was emitted yet this step (the safety
+	 * invariant — never duplicate partial output) — it asks `retry.delayFor`
+	 * for a delay, emits a transient `provider-retry` AgentEvent, sleeps via the
+	 * injected `retry.sleep` (abortable), and re-calls `provider.stream()`.
+	 *
+	 * Injected (not ambient): the kernel imports no timer and owns no schedule.
+	 * Mirrors the `now`/`logger` injection pattern — optional + backward-compatible.
+	 */
+	readonly retry?: RetryStrategy;
 }
 
 /**
@@ -145,3 +161,31 @@ export interface RunTurnResult {
 	/** Why the turn ended. */
 	readonly finishReason: FinishReason;
 }
+
+/**
+ * Injected retry strategy for retryable provider errors (e.g. HTTP 429 / 5xx).
+ *
+ * The kernel provides the HOOK (this contract + the retry loop in `runTurn`);
+ * the shell (session-orchestrator) provides the POLICY (the concrete schedule)
+ * and the I/O (the actual sleep). The kernel imports no timer — `sleep` is an
+ * injected effect so the runtime stays pure and deterministic in tests.
+ *
+ * Retries are ONLY attempted when NO content was emitted yet this step (the
+ * safety invariant — never duplicate partial output). When omitted on
+ * `RunTurnInput`, no retry happens (backward-compatible: a retryable error ends
+ * the step exactly as before).
+ */
+export interface RetryStrategy {
+	/**
+	 * Pure, deterministic decision: given the 0-based attempt index, return the
+	 * delay in ms to sleep before the next retry, or `undefined` to stop (budget
+	 * exhausted). No I/O, no clock — fully testable.
+	 */
+	readonly delayFor: (attempt: number) => number | undefined;
+	/**
+	 * Injected effect: actually sleep for the given ms. Must honor the abort
+	 * signal — reject when aborted so the turn seals `aborted`. The kernel
+	 * imports no timer; the shell provides a `setTimeout`-based implementation.
+	 */
+	readonly sleep: (ms: number, signal: AbortSignal) => Promise<void>;
+}
diff --git a/packages/kernel/src/runtime/events.ts b/packages/kernel/src/runtime/events.ts
index b194577..5805e28 100644
--- a/packages/kernel/src/runtime/events.ts
+++ b/packages/kernel/src/runtime/events.ts
@@ -164,3 +164,17 @@ export function errorEvent(
 	}
 	return { type: "error", conversationId, turnId, message };
 }
+
+export function providerRetryEvent(
+	conversationId: string,
+	turnId: string,
+	attempt: number,
+	delayMs: number,
+	message: string,
+	code?: string,
+): AgentEvent {
+	if (code !== undefined) {
+		return { type: "provider-retry", conversationId, turnId, attempt, delayMs, message, code };
+	}
+	return { type: "provider-retry", conversationId, turnId, attempt, delayMs, message };
+}
diff --git a/packages/kernel/src/runtime/index.ts b/packages/kernel/src/runtime/index.ts
index e1156e3..e0dd656 100644
--- a/packages/kernel/src/runtime/index.ts
+++ b/packages/kernel/src/runtime/index.ts
@@ -2,6 +2,7 @@ export type { StepDispatcher } from "./dispatch.js";
 export { createStepDispatcher, executeToolCall } from "./dispatch.js";
 export {
 	errorEvent,
+	providerRetryEvent,
 	reasoningDeltaEvent,
 	textDeltaEvent,
 	toolCallEvent,
diff --git a/packages/kernel/src/runtime/run-turn.test.ts b/packages/kernel/src/runtime/run-turn.test.ts
index 0d4c59d..dba9d80 100644
--- a/packages/kernel/src/runtime/run-turn.test.ts
+++ b/packages/kernel/src/runtime/run-turn.test.ts
@@ -2821,4 +2821,539 @@ describe("runTurn", () => {
 			expect(drainCallCount).toBe(MAX_STEPS - 1);
 		});
 	});
+
+	// ── Retry with backoff ──────────────────────────────────────────────────
+	//
+	// PURE tests: a fake `sleep` (records calls, resolves instantly, can abort
+	// on a chosen call) + a pure `delayFor` (the canonical schedule + 8h budget).
+	// A stub `ProviderContract` whose `stream` yields a retryable error N times
+	// then a finish. ZERO mocks of `@dispatch/*` modules — effects injected.
+
+	/** The canonical backoff schedule (matches the orchestrator's concrete strategy). */
+	const RETRY_SCHEDULE_MS = [5_000, 10_000, 30_000, 60_000, 300_000, 600_000, 900_000, 1_800_000];
+	const RETRY_TAIL_MS = 1_800_000; // 30m
+	const RETRY_BUDGET_MS = 8 * 60 * 60 * 1000; // 8h
+
+	/** Cumulative scheduled sleep through `attempt` (sum of delay[0..attempt]). */
+	function cumulativeSleepMs(attempt: number): number {
+		let sum = 0;
+		for (let i = 0; i <= attempt; i++) {
+			sum += i < RETRY_SCHEDULE_MS.length ? RETRY_SCHEDULE_MS[i] : RETRY_TAIL_MS;
+		}
+		return sum;
+	}
+
+	/** Pure, deterministic delay decision (no I/O, no clock). */
+	function delayFor(attempt: number): number | undefined {
+		const delay = attempt < RETRY_SCHEDULE_MS.length ? RETRY_SCHEDULE_MS[attempt] : RETRY_TAIL_MS;
+		if (cumulativeSleepMs(attempt) > RETRY_BUDGET_MS) return undefined; // over budget → stop
+		return delay;
+	}
+
+	/** The full schedule delayFor would emit (until budget exhausted). */
+	function fullSchedule(): number[] {
+		const result: number[] = [];
+		let attempt = 0;
+		while (true) {
+			const delay = delayFor(attempt);
+			if (delay === undefined) break;
+			result.push(delay);
+			attempt++;
+		}
+		return result;
+	}
+
+	/**
+	 * Fake, controllable `sleep`: records every call's delay, resolves
+	 * instantly (no real waiting), and can abort the controller on a chosen
+	 * 1-based call index to simulate "abort during sleep".
+	 */
+	function createFakeSleep(controller: AbortController): {
+		sleep: (ms: number, signal: AbortSignal) => Promise<void>;
+		calls: number[];
+		abortOnCall: (n: number) => void;
+	} {
+		const calls: number[] = [];
+		let abortAt: number | undefined;
+		const sleep = async (ms: number, _signal: AbortSignal): Promise<void> => {
+			calls.push(ms);
+			if (abortAt !== undefined && calls.length === abortAt) {
+				controller.abort();
+				throw new Error("aborted");
+			}
+			// Otherwise resolve instantly (no real waiting).
+		};
+		return {
+			sleep,
+			calls,
+			abortOnCall: (n: number) => {
+				abortAt = n;
+			},
+		};
+	}
+
+	/** A provider that yields a retryable error `errorCount` times, then success. */
+	function createRetryingProvider(opts: {
+		errorCount: number;
+		error?: { message: string; code?: string; retryable?: boolean };
+		success?: ProviderEvent[];
+	}): { provider: ProviderContract; streamCalls: { value: number } } {
+		const streamCalls = { value: 0 };
+		const error: ProviderEvent = {
+			type: "error",
+			message: opts.error?.message ?? "overloaded",
+			...(opts.error?.code !== undefined ? { code: opts.error.code } : {}),
+			...(opts.error?.retryable !== undefined ? { retryable: opts.error.retryable } : {}),
+		};
+		const success = opts.success ?? [
+			{ type: "text-delta", delta: "hi" },
+			{ type: "finish", reason: "stop" },
+		];
+		const provider: ProviderContract = {
+			id: "fake",
+			stream() {
+				const idx = streamCalls.value++;
+				return (async function* () {
+					if (idx < opts.errorCount) {
+						yield error;
+						return;
+					}
+					for (const event of success) yield event;
+				})();
+			},
+		};
+		return { provider, streamCalls };
+	}
+
+	describe("retry with backoff", () => {
+		it("retries a retryable emitted error on schedule then succeeds", async () => {
+			const { provider } = createRetryingProvider({
+				errorCount: 3,
+				error: { message: "HTTP 429: overloaded", code: "429", retryable: true },
+			});
+			const controller = new AbortController();
+			const fake = createFakeSleep(controller);
+
+			const { events, emit } = createCollectingEmit();
+
+			const result = await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				signal: controller.signal,
+				retry: { delayFor, sleep: fake.sleep },
+			});
+
+			expect(result.finishReason).toBe("stop");
+			// 3 retries: 5s, 10s, 30s.
+			expect(fake.calls).toEqual([5_000, 10_000, 30_000]);
+			// 3 provider-retry events (one per sleep), then the successful text.
+			const retryEvents = events.filter((e) => e.type === "provider-retry");
+			expect(retryEvents).toHaveLength(3);
+			if (retryEvents[0]?.type === "provider-retry") {
+				expect(retryEvents[0].attempt).toBe(0);
+				expect(retryEvents[0].delayMs).toBe(5_000);
+				expect(retryEvents[0].message).toBe("HTTP 429: overloaded");
+				expect(retryEvents[0].code).toBe("429");
+				expect(retryEvents[0].conversationId).toBe("conv-1");
+				expect(retryEvents[0].turnId).toBe("turn-1");
+			}
+			if (retryEvents[1]?.type === "provider-retry") {
+				expect(retryEvents[1].attempt).toBe(1);
+				expect(retryEvents[1].delayMs).toBe(10_000);
+			}
+			if (retryEvents[2]?.type === "provider-retry") {
+				expect(retryEvents[2].attempt).toBe(2);
+				expect(retryEvents[2].delayMs).toBe(30_000);
+			}
+			// The error was suppressed (no error event emitted — retry succeeded).
+			expect(events.filter((e) => e.type === "error")).toHaveLength(0);
+			// The successful content still streams.
+			const deltas = events.filter((e) => e.type === "text-delta");
+			expect(deltas).toHaveLength(1);
+		});
+
+		it("sleep is called with the full schedule [5s,10s,30s,60s,5m,10m,15m,30m,30m…]", async () => {
+			// Provider errors forever → retries until budget exhausted → gives up.
+			const { provider } = createRetryingProvider({
+				errorCount: Number.POSITIVE_INFINITY,
+				error: { message: "overloaded", code: "429", retryable: true },
+			});
+			const controller = new AbortController();
+			const fake = createFakeSleep(controller);
+
+			const { events, emit } = createCollectingEmit();
+
+			const result = await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				signal: controller.signal,
+				retry: { delayFor, sleep: fake.sleep },
+			});
+
+			// Budget exhausted → give up → error.
+			expect(result.finishReason).toBe("error");
+
+			// The sleep schedule matches the pure delayFor output exactly.
+			expect(fake.calls).toEqual(fullSchedule());
+
+			// Head of the schedule (the 8 stepped delays).
+			expect(fake.calls.slice(0, 8)).toEqual([
+				5_000, 10_000, 30_000, 60_000, 300_000, 600_000, 900_000, 1_800_000,
+			]);
+			// Tail repeats 30m.
+			expect(fake.calls[8]).toBe(1_800_000);
+			expect(fake.calls.at(-1)).toBe(1_800_000);
+
+			// 8h cumulative budget cap: head (3705s) + 13×30m = ~7h31m, then stop.
+			// 21 retries (attempts 0..20), then delayFor(21) → undefined → give up.
+			expect(fake.calls).toHaveLength(21);
+			const totalSlept = fake.calls.reduce((a, b) => a + b, 0);
+			expect(totalSlept).toBeLessThanOrEqual(RETRY_BUDGET_MS);
+			expect(totalSlept).toBe(3_705_000 + 13 * 1_800_000); // 27_105_000
+
+			// One provider-retry per sleep, plus a final error (give-up).
+			expect(events.filter((e) => e.type === "provider-retry")).toHaveLength(21);
+			expect(events.filter((e) => e.type === "error")).toHaveLength(1);
+			const errEvt = events.find((e) => e.type === "error");
+			if (errEvt?.type === "error") {
+				expect(errEvt.message).toBe("overloaded");
+				expect(errEvt.code).toBe("429");
+			}
+		});
+
+		it("does NOT retry after content was emitted (safety invariant)", async () => {
+			// Provider yields text (content) THEN a retryable error. Because content
+			// was emitted, retrying is unsafe (would duplicate partial output).
+			let callCount = 0;
+			const provider: ProviderContract = {
+				id: "fake",
+				stream() {
+					callCount++;
+					return (async function* () {
+						yield { type: "text-delta", delta: "partial" } as ProviderEvent;
+						yield {
+							type: "error",
+							message: "overloaded",
+							code: "429",
+							retryable: true,
+						} as ProviderEvent;
+					})();
+				},
+			};
+			const controller = new AbortController();
+			const fake = createFakeSleep(controller);
+
+			const { events, emit } = createCollectingEmit();
+
+			const result = await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				signal: controller.signal,
+				retry: { delayFor, sleep: fake.sleep },
+			});
+
+			// No retries: stream called exactly once.
+			expect(callCount).toBe(1);
+			expect(fake.calls).toHaveLength(0);
+			// The error is emitted (give-up) and partial content preserved.
+			expect(result.finishReason).toBe("error");
+			expect(events.filter((e) => e.type === "error")).toHaveLength(1);
+			expect(events.filter((e) => e.type === "provider-retry")).toHaveLength(0);
+			expect(events.filter((e) => e.type === "text-delta")).toHaveLength(1);
+		});
+
+		it("does NOT retry a non-retryable emitted error (retryable: false)", async () => {
+			const { provider, streamCalls } = createRetryingProvider({
+				errorCount: 1,
+				error: { message: "bad request", code: "400", retryable: false },
+			});
+			const controller = new AbortController();
+			const fake = createFakeSleep(controller);
+
+			const { events, emit } = createCollectingEmit();
+
+			const result = await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				signal: controller.signal,
+				retry: { delayFor, sleep: fake.sleep },
+			});
+
+			expect(streamCalls.value).toBe(1); // no retry
+			expect(fake.calls).toHaveLength(0);
+			expect(result.finishReason).toBe("error");
+			expect(events.filter((e) => e.type === "error")).toHaveLength(1);
+			expect(events.filter((e) => e.type === "provider-retry")).toHaveLength(0);
+		});
+
+		it("does NOT retry a non-retryable emitted error (retryable absent)", async () => {
+			const { provider, streamCalls } = createRetryingProvider({
+				errorCount: 1,
+				error: { message: "bad request", code: "400" }, // no retryable field
+			});
+			const controller = new AbortController();
+			const fake = createFakeSleep(controller);
+
+			const { events, emit } = createCollectingEmit();
+
+			const result = await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				signal: controller.signal,
+				retry: { delayFor, sleep: fake.sleep },
+			});
+
+			expect(streamCalls.value).toBe(1); // no retry
+			expect(fake.calls).toHaveLength(0);
+			expect(result.finishReason).toBe("error");
+			expect(events.filter((e) => e.type === "error")).toHaveLength(1);
+		});
+
+		it("give-up emits the final error when budget is exhausted", async () => {
+			// Custom delayFor that allows exactly 1 retry then stops.
+			const shortDelayFor = (attempt: number): number | undefined =>
+				attempt === 0 ? 100 : undefined;
+			const { provider } = createRetryingProvider({
+				errorCount: Number.POSITIVE_INFINITY,
+				error: { message: "overloaded", code: "429", retryable: true },
+			});
+			const controller = new AbortController();
+			const fake = createFakeSleep(controller);
+
+			const { events, emit } = createCollectingEmit();
+
+			const result = await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				signal: controller.signal,
+				retry: { delayFor: shortDelayFor, sleep: fake.sleep },
+			});
+
+			expect(result.finishReason).toBe("error");
+			expect(fake.calls).toEqual([100]); // one retry, then give up
+			// One provider-retry (attempt 0), then the final error.
+			expect(events.filter((e) => e.type === "provider-retry")).toHaveLength(1);
+			const errs = events.filter((e) => e.type === "error");
+			expect(errs).toHaveLength(1);
+			if (errs[0]?.type === "error") {
+				expect(errs[0].message).toBe("overloaded");
+				expect(errs[0].code).toBe("429");
+			}
+		});
+
+		it("abort during sleep seals the turn aborted", async () => {
+			const { provider } = createRetryingProvider({
+				errorCount: Number.POSITIVE_INFINITY,
+				error: { message: "overloaded", code: "429", retryable: true },
+			});
+			const controller = new AbortController();
+			const fake = createFakeSleep(controller);
+			fake.abortOnCall(2); // abort on the 2nd sleep
+
+			const { events, emit } = createCollectingEmit();
+
+			const result = await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				signal: controller.signal,
+				retry: { delayFor, sleep: fake.sleep },
+			});
+
+			expect(result.finishReason).toBe("aborted");
+			// Two sleeps attempted; the 2nd aborted.
+			expect(fake.calls).toHaveLength(2);
+			// No terminal error emitted (it was an abort, not a give-up).
+			expect(events.filter((e) => e.type === "error")).toHaveLength(0);
+			// One provider-retry before the aborted sleep (attempt 0).
+			const retries = events.filter((e) => e.type === "provider-retry");
+			expect(retries).toHaveLength(2);
+			// The done event carries reason "aborted".
+			const done = events.find((e) => e.type === "done");
+			if (done?.type === "done") {
+				expect(done.reason).toBe("aborted");
+			}
+		});
+
+		it("omitting retry keeps the pre-retry behavior (backward-compatible)", async () => {
+			// A retryable error with no retry configured → ends the step as today.
+			const { provider, streamCalls } = createRetryingProvider({
+				errorCount: 1,
+				error: { message: "overloaded", code: "429", retryable: true },
+			});
+
+			const { events, emit } = createCollectingEmit();
+
+			const result = await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				// no retry field
+			});
+
+			expect(streamCalls.value).toBe(1); // no retry
+			expect(result.finishReason).toBe("error");
+			expect(events.filter((e) => e.type === "error")).toHaveLength(1);
+			expect(events.filter((e) => e.type === "provider-retry")).toHaveLength(0);
+		});
+
+		it("retries a THROWN error (retryable-by-default when pre-content)", async () => {
+			// A thrown error (no retryable flag) before content is retried.
+			let callCount = 0;
+			const provider: ProviderContract = {
+				id: "fake",
+				stream() {
+					callCount++;
+					return (async function* () {
+						if (callCount <= 2) {
+							throw new Error("network blip");
+						}
+						yield { type: "text-delta", delta: "hi" } as ProviderEvent;
+						yield { type: "finish", reason: "stop" } as ProviderEvent;
+					})();
+				},
+			};
+			const controller = new AbortController();
+			const fake = createFakeSleep(controller);
+
+			const { events, emit } = createCollectingEmit();
+
+			const result = await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				signal: controller.signal,
+				retry: { delayFor, sleep: fake.sleep },
+			});
+
+			expect(callCount).toBe(3); // 2 throws retried, 3rd succeeds
+			expect(fake.calls).toEqual([5_000, 10_000]);
+			expect(result.finishReason).toBe("stop");
+			expect(events.filter((e) => e.type === "provider-retry")).toHaveLength(2);
+			// Thrown errors have no code.
+			if (events[0]?.type === "provider-retry") {
+				expect(events[0].code).toBeUndefined();
+				expect(events[0].message).toBe("network blip");
+			}
+			expect(events.filter((e) => e.type === "error")).toHaveLength(0);
+		});
+
+		it("does NOT retry a thrown error after content was emitted", async () => {
+			let callCount = 0;
+			const provider: ProviderContract = {
+				id: "fake",
+				stream() {
+					callCount++;
+					return (async function* () {
+						yield { type: "text-delta", delta: "partial" } as ProviderEvent;
+						throw new Error("network blip");
+					})();
+				},
+			};
+			const controller = new AbortController();
+			const fake = createFakeSleep(controller);
+
+			const { events, emit } = createCollectingEmit();
+
+			const result = await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				signal: controller.signal,
+				retry: { delayFor, sleep: fake.sleep },
+			});
+
+			expect(callCount).toBe(1);
+			expect(fake.calls).toHaveLength(0);
+			expect(result.finishReason).toBe("error");
+			expect(events.filter((e) => e.type === "error")).toHaveLength(1);
+			expect(events.filter((e) => e.type === "text-delta")).toHaveLength(1);
+		});
+
+		it("provider-retry events interleave correctly: error → retry-event → sleep → retry", async () => {
+			// Verify ordering: each provider-retry event comes BEFORE its sleep,
+			// and the successful content comes only after the last retry.
+			const { provider } = createRetryingProvider({
+				errorCount: 2,
+				error: { message: "overloaded", code: "429", retryable: true },
+				success: [
+					{ type: "text-delta", delta: "ok" },
+					{ type: "finish", reason: "stop" },
+				],
+			});
+			const controller = new AbortController();
+			const fake = createFakeSleep(controller);
+
+			const { events, emit } = createCollectingEmit();
+
+			await runTurn({
+				provider,
+				messages: [userMessage],
+				tools: [],
+				dispatch: { maxConcurrent: 1, eager: false },
+				conversationId: "conv-1",
+				turnId: "turn-1",
+				emit,
+				signal: controller.signal,
+				retry: { delayFor, sleep: fake.sleep },
+			});
+
+			const types = events.map((e) => e.type);
+			// turn-start, provider-retry(0), provider-retry(1), text-delta, step-complete, done
+			expect(types[0]).toBe("turn-start");
+			const firstRetryIdx = types.indexOf("provider-retry");
+			const textIdx = types.indexOf("text-delta");
+			expect(firstRetryIdx).toBeGreaterThan(0);
+			expect(textIdx).toBeGreaterThan(firstRetryIdx);
+			// Both retries precede the text.
+			const retryCount = types.filter((t) => t === "provider-retry").length;
+			expect(retryCount).toBe(2);
+		});
+	});
 });
diff --git a/packages/kernel/src/runtime/run-turn.ts b/packages/kernel/src/runtime/run-turn.ts
index f5d80d3..08f8459 100644
--- a/packages/kernel/src/runtime/run-turn.ts
+++ b/packages/kernel/src/runtime/run-turn.ts
@@ -6,12 +6,18 @@ import type {
 	ProviderStreamOptions,
 	Usage,
 } from "../contracts/provider.js";
-import type { EventEmitter, RunTurnInput, RunTurnResult } from "../contracts/runtime.js";
+import type {
+	EventEmitter,
+	RetryStrategy,
+	RunTurnInput,
+	RunTurnResult,
+} from "../contracts/runtime.js";
 import type { ToolCall, ToolContract } from "../contracts/tool.js";
 import { createStepDispatcher, type StepDispatcher } from "./dispatch.js";
 import {
 	doneEvent,
 	errorEvent,
+	providerRetryEvent,
 	reasoningDeltaEvent,
 	stepCompleteEvent,
 	textDeltaEvent,
@@ -120,6 +126,8 @@ interface StepContext {
 	readonly now: (() => number) | undefined;
 	/** Per-turn provider options (model, systemPrompt, …) threaded to stream(). */
 	readonly providerOpts: ProviderStreamOptions | undefined;
+	/** Optional injected retry strategy (omit = no retry, backward-compatible). */
+	readonly retry: RetryStrategy | undefined;
 }
 
 interface TimingState {
@@ -249,12 +257,10 @@ function processEvent(
 		case "finish":
 			break;
 		case "error":
-			if (event.code !== undefined) {
-				chunks.push({ type: "error", message: event.message, code: event.code });
-			} else {
-				chunks.push({ type: "error", message: event.message });
-			}
-			ctx.emit(errorEvent(ctx.conversationId, ctx.turnId, event.message, event.code));
+			// Handled by the retry loop in executeStep (not here): an error event
+			// is intercepted before processEvent so the step can decide whether to
+			// retry (suppressing the error) or give up (emit it). processEvent
+			// never receives an "error" event.
 			break;
 	}
 }
@@ -314,34 +320,142 @@ async function executeStep(ctx: StepContext): Promise<StepResult> {
 		// Swallow — D7.
 	}
 
-	try {
-		const opts: ProviderStreamOptions = {
-			...ctx.providerOpts,
-			...(ctx.turnSpan !== undefined && stepSpan !== undefined ? { logger: stepSpan.log } : {}),
-		};
-		const stream = ctx.provider.stream(ctx.messages, ctx.tools, opts);
-		for await (const event of stream) {
-			if (ctx.signal.aborted) break;
-			processEvent(event, chunks, toolCalls, dispatcher, ctx, stepSpan, timing, toolDispatchTimes);
-			if (event.type === "usage") {
-				stepUsage = addUsage(stepUsage, event.usage);
+	// Retry loop: wrap provider.stream() consumption. Retries are ONLY
+	// attempted when no content was emitted yet this step (the safety
+	// invariant — never duplicate partial output). On a retryable error —
+	// either an EMITTED `error` ProviderEvent with `retryable === true`, OR a
+	// THROWN error (retryable-by-default when pre-content) — with !hadContent:
+	// ask retry.delayFor(attempt); if it returns a delay → emit a transient
+	// provider-retry AgentEvent, sleep via the injected retry.sleep (abortable),
+	// attempt++, re-call provider.stream(); if it returns undefined (budget
+	// exhausted) → give up. Non-retryable emitted errors (retryable === false or
+	// absent), errors after content, and the no-retry-configured case all fall
+	// through to "give up" — identical to the pre-retry behavior.
+	let hadContent = false;
+	let attempt = 0;
+	while (true) {
+		let errored = false;
+		let wasThrown = false;
+		let errorMessage: string | undefined;
+		let errorCode: string | undefined;
+		let errorRetryable: boolean | undefined;
+		let thrownErr: unknown;
+
+		try {
+			const opts: ProviderStreamOptions = {
+				...ctx.providerOpts,
+				...(ctx.turnSpan !== undefined && stepSpan !== undefined ? { logger: stepSpan.log } : {}),
+			};
+			const stream = ctx.provider.stream(ctx.messages, ctx.tools, opts);
+			for await (const event of stream) {
+				if (ctx.signal.aborted) break;
+				if (event.type === "error") {
+					// Intercept: hold for the retry decision — don't push a chunk
+					// or emit yet (a successful retry would leave a stale error).
+					errored = true;
+					errorMessage = event.message;
+					errorCode = event.code;
+					errorRetryable = event.retryable;
+					break;
+				}
+				if (
+					event.type === "text-delta" ||
+					event.type === "reasoning-delta" ||
+					event.type === "tool-call" ||
+					event.type === "usage"
+				) {
+					hadContent = true;
+				}
+				processEvent(
+					event,
+					chunks,
+					toolCalls,
+					dispatcher,
+					ctx,
+					stepSpan,
+					timing,
+					toolDispatchTimes,
+				);
+				if (event.type === "usage") {
+					stepUsage = addUsage(stepUsage, event.usage);
+				}
+				if (event.type === "finish") {
+					finishReason = event.reason;
+				}
 			}
-			if (event.type === "finish") {
-				finishReason = event.reason;
+		} catch (err) {
+			errored = true;
+			wasThrown = true;
+			errorMessage = err instanceof Error ? err.message : String(err);
+			errorCode = undefined;
+			errorRetryable = undefined;
+			thrownErr = err;
+		}
+
+		// Abort (during stream) → stop; the runTurn loop seals aborted.
+		if (ctx.signal.aborted) {
+			break;
+		}
+
+		// No error → step succeeded.
+		if (!errored) {
+			break;
+		}
+
+		// Retryable? A thrown error is retryable-by-default when pre-content;
+		// an emitted error is retryable ONLY when `retryable === true` (absent
+		// or false → not retried, per the contract).
+		const isRetryable = wasThrown ? true : errorRetryable === true;
+		if (ctx.retry !== undefined && !hadContent && isRetryable) {
+			const delay = ctx.retry.delayFor(attempt);
+			if (delay !== undefined) {
+				// Emit the transient provider-retry event BEFORE the sleep so the
+				// UI shows "⚠ retrying in Ns…" immediately. Not persisted as a
+				// chat message — it never pollutes the prompt.
+				ctx.emit(
+					providerRetryEvent(
+						ctx.conversationId,
+						ctx.turnId,
+						attempt,
+						delay,
+						errorMessage ?? "",
+						errorCode,
+					),
+				);
+				// Abortable sleep. If the signal fires during sleep, the shell's
+				// sleep rejects — we catch it and break so the turn seals aborted.
+				try {
+					await ctx.retry.sleep(delay, ctx.signal);
+				} catch {
+					// Abort during sleep (or unexpected sleep failure).
+				}
+				if (ctx.signal.aborted) {
+					break;
+				}
+				attempt++;
+				continue;
 			}
+			// delayFor returned undefined → budget exhausted → give up.
+		}
+
+		// Give up: emit the suppressed error and end the step. This is the
+		// single emission point for a terminal provider error (non-retryable,
+		// post-content, budget-exhausted, or no-retry-configured).
+		const message = errorMessage ?? "";
+		if (errorCode !== undefined) {
+			chunks.push({ type: "error", message, code: errorCode });
+		} else {
+			chunks.push({ type: "error", message });
 		}
-	} catch (err) {
-		const message = err instanceof Error ? err.message : String(err);
-		chunks.push({ type: "error", message });
-		ctx.emit(errorEvent(ctx.conversationId, ctx.turnId, message));
+		ctx.emit(errorEvent(ctx.conversationId, ctx.turnId, message, errorCode));
 		finishReason = "error";
-		// Close step span with error
 		try {
-			stepSpan?.end({ err });
+			stepSpan?.end({ err: thrownErr ?? new Error(message) });
 		} catch {
 			// Swallow — D7.
 		}
 		stepSpan = undefined;
+		break;
 	}
 
 	// Close timing spans: if no first token was seen, end ttft with firstToken: false
@@ -524,6 +638,7 @@ export async function runTurn(input: RunTurnInput): Promise<RunTurnResult> {
 				cwd: input.cwd,
 				now,
 				providerOpts: input.providerOpts,
+				retry: input.retry,
 			});
 
 			totalUsage = addUsage(totalUsage, stepResult.usage);
diff --git a/packages/session-orchestrator/src/index.ts b/packages/session-orchestrator/src/index.ts
index fa8d9e9..aaafb76 100644
--- a/packages/session-orchestrator/src/index.ts
+++ b/packages/session-orchestrator/src/index.ts
@@ -12,6 +12,7 @@ export {
 	conversationOpened,
 	conversationStatusChanged,
 	createCompactionService,
+	createRetryStrategy,
 	createSessionOrchestrator,
 	createWarmService,
 	type EnqueueInput,
@@ -34,8 +35,13 @@ export {
 } from "./orchestrator.js";
 export {
 	buildUserMessage,
+	cumulativeSleepMs,
 	defaultDispatchPolicy,
+	delayFor,
 	generateTurnId,
+	RETRY_BUDGET_MS,
+	RETRY_SCHEDULE_MS,
+	RETRY_TAIL_MS,
 	resolveReasoningEffort,
 	selectFirstProvider,
 } from "./pure.js";
diff --git a/packages/session-orchestrator/src/orchestrator.ts b/packages/session-orchestrator/src/orchestrator.ts
index a533a16..b4d4b35 100644
--- a/packages/session-orchestrator/src/orchestrator.ts
+++ b/packages/session-orchestrator/src/orchestrator.ts
@@ -11,6 +11,7 @@ import type {
 	ProviderEvent,
 	ProviderStreamOptions,
 	ReasoningEffort,
+	RetryStrategy,
 	RunTurnInput,
 	RunTurnResult,
 	ToolContract,
@@ -24,6 +25,7 @@ import { createMetricsAccumulator } from "./metrics.js";
 import {
 	buildUserMessage,
 	defaultDispatchPolicy,
+	delayFor,
 	generateTurnId,
 	resolveModelName,
 	resolveReasoningEffort,
@@ -325,12 +327,45 @@ export interface SessionOrchestratorBundle {
 	readonly activeConversations: ReadonlySet<string>;
 }
 
+/**
+ * The concrete retry strategy wired into every turn's `RunTurnInput.retry`.
+ *
+ * `delayFor` is the pure schedule (`5s, 10s, 30s, 60s, 5m, 10m, 15m, 30m`,
+ * then repeat 30m until 8h cumulative scheduled sleep) — no I/O, no clock.
+ * `sleep` is the abortable I/O effect: a `setTimeout`-based promise that
+ * rejects when the turn's abort signal fires (so a retry in flight seals the
+ * turn `aborted`). The kernel imports no timer; this is the shell-provided I/O.
+ */
+export function createRetryStrategy(): RetryStrategy {
+	const sleep = (ms: number, signal: AbortSignal): Promise<void> => {
+		return new Promise((resolve, reject) => {
+			if (signal.aborted) {
+				reject(new Error("aborted"));
+				return;
+			}
+			const timer = setTimeout(() => {
+				signal.removeEventListener("abort", onAbort);
+				resolve();
+			}, ms);
+			const onAbort = () => {
+				clearTimeout(timer);
+				reject(new Error("aborted"));
+			};
+			signal.addEventListener("abort", onAbort, { once: true });
+		});
+	};
+	return { delayFor, sleep };
+}
+
 export function createSessionOrchestrator(
 	deps: SessionOrchestratorDeps,
 ): SessionOrchestratorBundle {
 	const activeConversations = new Set<string>();
 	const subscribers = new Map<string, Set<TurnEventListener>>();
 	const activeTurns = new Map<string, ActiveTurn>();
+	// One stateless retry strategy shared by every turn (delayFor is pure; sleep
+	// is a stateless setTimeout closure). Wired into each RunTurnInput.retry.
+	const retryStrategy = createRetryStrategy();
 
 	function emitToHub(conversationId: string, event: AgentEvent): void {
 		const turn = activeTurns.get(conversationId);
@@ -596,6 +631,7 @@ export function createSessionOrchestrator(
 					turnId,
 					signal: controller.signal,
 					providerOpts,
+					retry: retryStrategy,
 					...(turnLogger !== undefined ? { logger: turnLogger } : {}),
 					...(effectiveCwd !== undefined ? { cwd: effectiveCwd } : {}),
 					...(deps.now !== undefined ? { now: deps.now } : {}),
diff --git a/packages/session-orchestrator/src/pure.test.ts b/packages/session-orchestrator/src/pure.test.ts
index 9e5d3c4..2cbe15f 100644
--- a/packages/session-orchestrator/src/pure.test.ts
+++ b/packages/session-orchestrator/src/pure.test.ts
@@ -2,8 +2,13 @@ import type { ProviderContract } from "@dispatch/kernel";
 import { describe, expect, it } from "vitest";
 import {
 	buildUserMessage,
+	cumulativeSleepMs,
 	defaultDispatchPolicy,
+	delayFor,
 	generateTurnId,
+	RETRY_BUDGET_MS,
+	RETRY_SCHEDULE_MS,
+	RETRY_TAIL_MS,
 	resolveReasoningEffort,
 	selectFirstProvider,
 } from "./pure.js";
@@ -100,3 +105,59 @@ describe("resolveReasoningEffort", () => {
 		expect(resolveReasoningEffort(undefined, "max")).toBe("max");
 	});
 });
+
+describe("retry backoff schedule (delayFor)", () => {
+	it("emits the stepped head: 5s, 10s, 30s, 60s, 5m, 10m, 15m, 30m", () => {
+		expect(delayFor(0)).toBe(5_000);
+		expect(delayFor(1)).toBe(10_000);
+		expect(delayFor(2)).toBe(30_000);
+		expect(delayFor(3)).toBe(60_000);
+		expect(delayFor(4)).toBe(300_000);
+		expect(delayFor(5)).toBe(600_000);
+		expect(delayFor(6)).toBe(900_000);
+		expect(delayFor(7)).toBe(1_800_000);
+	});
+
+	it("repeats 30m after the head", () => {
+		expect(delayFor(8)).toBe(RETRY_TAIL_MS);
+		expect(delayFor(9)).toBe(RETRY_TAIL_MS);
+		expect(delayFor(20)).toBe(RETRY_TAIL_MS);
+	});
+
+	it("gives up (returns undefined) once cumulative sleep exceeds 8h", () => {
+		// Head sums to 3,705,000 ms; +1,800,000 per extra step. 8h = 28,800,000.
+		// attempt 20 cumulative = 3,705,000 + 13*1,800,000 = 27,105,000 (< 8h) → retry.
+		expect(delayFor(20)).toBe(RETRY_TAIL_MS);
+		// attempt 21 cumulative = 27,105,000 + 1,800,000 = 28,905,000 (> 8h) → stop.
+		expect(delayFor(21)).toBeUndefined();
+	});
+
+	it("cumulativeSleepMs matches the sum of the schedule", () => {
+		expect(cumulativeSleepMs(0)).toBe(5_000);
+		expect(cumulativeSleepMs(1)).toBe(15_000);
+		expect(cumulativeSleepMs(7)).toBe(RETRY_SCHEDULE_MS.reduce((a, b) => a + b, 0));
+		// 8h budget is 28,800,000 ms.
+		expect(RETRY_BUDGET_MS).toBe(8 * 60 * 60 * 1000);
+		// The last retry (attempt 20) keeps cumulative under budget.
+		expect(cumulativeSleepMs(20)).toBeLessThanOrEqual(RETRY_BUDGET_MS);
+		// The next (attempt 21) exceeds it.
+		expect(cumulativeSleepMs(21)).toBeGreaterThan(RETRY_BUDGET_MS);
+	});
+
+	it("the full schedule has 21 retries then stops", () => {
+		const schedule: number[] = [];
+		let attempt = 0;
+		while (true) {
+			const delay = delayFor(attempt);
+			if (delay === undefined) break;
+			schedule.push(delay);
+			attempt++;
+		}
+		expect(schedule).toHaveLength(21);
+		expect(schedule[0]).toBe(5_000);
+		expect(schedule.at(-1)).toBe(RETRY_TAIL_MS);
+		// 8 stepped head + 13 tail repeats.
+		expect(schedule.slice(0, 8)).toEqual([...RETRY_SCHEDULE_MS]);
+		expect(schedule.slice(8).every((d) => d === RETRY_TAIL_MS)).toBe(true);
+	});
+});
diff --git a/packages/session-orchestrator/src/pure.ts b/packages/session-orchestrator/src/pure.ts
index 9a31e17..a028cbe 100644
--- a/packages/session-orchestrator/src/pure.ts
+++ b/packages/session-orchestrator/src/pure.ts
@@ -9,6 +9,53 @@ export function buildUserMessage(text: string): ChatMessage {
 	return { role: "user", chunks: [{ type: "text", text }] };
 }
 
+// ── Provider-error retry backoff schedule ───────────────────────────────────
+//
+// Pure, deterministic delay decision (no I/O, no clock) for retrying retryable
+// provider errors (HTTP 429 / 5xx "overloaded"). The concrete `sleep` (I/O)
+// is wired in the orchestrator; this owns only the policy.
+
+/**
+ * Stepped backoff schedule (ms): 5s, 10s, 30s, 60s, 5m, 10m, 15m, 30m.
+ * After the head is exhausted, {@link RETRY_TAIL_MS} (30m) repeats.
+ */
+export const RETRY_SCHEDULE_MS = [
+	5_000, 10_000, 30_000, 60_000, 300_000, 600_000, 900_000, 1_800_000,
+] as const;
+
+/** Tail delay (ms) repeated after the stepped head: 30 minutes. */
+export const RETRY_TAIL_MS = 1_800_000;
+
+/** Cumulative scheduled-sleep budget (ms) after which retrying gives up: 8h. */
+export const RETRY_BUDGET_MS = 8 * 60 * 60 * 1000;
+
+/**
+ * Cumulative scheduled sleep through `attempt` (sum of delay[0..attempt]).
+ * Pure — no I/O, no clock.
+ */
+export function cumulativeSleepMs(attempt: number): number {
+	let sum = 0;
+	for (let i = 0; i <= attempt; i++) {
+		sum += i < RETRY_SCHEDULE_MS.length ? (RETRY_SCHEDULE_MS[i] ?? RETRY_TAIL_MS) : RETRY_TAIL_MS;
+	}
+	return sum;
+}
+
+/**
+ * Pure, deterministic delay decision for the retry strategy: given the
+ * 0-based attempt index, return the delay in ms to sleep before the next
+ * retry, or `undefined` to stop (cumulative budget exhausted). No I/O, no
+ * clock — fully testable. Matches the plan's schedule:
+ * `5s, 10s, 30s, 60s, 5m, 10m, 15m, 30m`, then repeat 30m until 8h of
+ * cumulative scheduled sleep is reached, then give up.
+ */
+export function delayFor(attempt: number): number | undefined {
+	const scheduled = RETRY_SCHEDULE_MS[attempt];
+	const delay = scheduled !== undefined ? scheduled : RETRY_TAIL_MS;
+	if (cumulativeSleepMs(attempt) > RETRY_BUDGET_MS) return undefined; // over budget → stop
+	return delay;
+}
+
 /**
  * Resolve the reasoning-effort level for a turn:
  *   per-turn override → persisted per-conversation value → default `"high"`.
diff --git a/packages/wire/src/index.ts b/packages/wire/src/index.ts
index bade977..eecd2f7 100644
--- a/packages/wire/src/index.ts
+++ b/packages/wire/src/index.ts
@@ -273,6 +273,7 @@ export type AgentEvent =
 	| TurnUsageEvent
 	| TurnStepCompleteEvent
 	| TurnErrorEvent
+	| TurnProviderRetryEvent
 	| TurnDoneEvent
 	| TurnSealedEvent
 	| TurnSteeringEvent;
@@ -429,6 +430,31 @@ export interface TurnErrorEvent {
 	readonly code?: string;
 }
 
+/**
+ * A retryable provider error is being retried with backoff. Emitted once per
+ * scheduled retry, BEFORE the sleep, so the UI can show "⚠ Server overloaded —
+ * retrying in 5s…" immediately. TRANSIENT: emitted to the frontend but NOT
+ * persisted into the model's message history (it never pollutes the prompt).
+ *
+ * When the retry budget is exhausted, the existing `error` event is emitted and
+ * the turn seals — so the final failure is still a persisted error. `attempt` is
+ * 0-based (the Nth retry about to happen); `delayMs` is the scheduled sleep
+ * before that retry fires.
+ */
+export interface TurnProviderRetryEvent {
+	readonly type: "provider-retry";
+	readonly conversationId: string;
+	readonly turnId: string;
+	/** 0-based: this is the Nth retry about to happen. */
+	readonly attempt: number;
+	/** ms the client should expect to wait before the retry fires. */
+	readonly delayMs: number;
+	/** The endpoint's error verbatim (e.g. "HTTP 429: {…overloaded_error…}"). */
+	readonly message: string;
+	/** The HTTP code when known (e.g. "429"). */
+	readonly code?: string;
+}
+
 /** The turn has completed (model finished generating). */
 export interface TurnDoneEvent {
 	readonly type: "done";
diff --git a/tasks.md b/tasks.md
index 8a3343d..0a1c747 100644
--- a/tasks.md
+++ b/tasks.md
@@ -5,7 +5,43 @@
 > Keep this lean and current; do not let it re-accrete a step-by-step changelog.
 
 ## Status (current)
-`tsc -b` EXIT 0 · biome clean · **1537 vitest** green.
+`tsc -b` EXIT 0 · biome clean · **1574 vitest** green.
+
+## Retry with backoff on retryable provider errors (DONE)
+When the upstream LLM API returns a retryable error (HTTP 429 / 5xx "overloaded"),
+the kernel now retries `provider.stream()` with a stepped backoff, visibly, until
+the 8h cumulative-sleep budget is exhausted — then emits the final error and
+seals the turn. Retries fire ONLY when no content was emitted yet this step (the
+safety invariant — never duplicate partial output). Plan:
+`notes/retry-with-backoff-plan.md`; report: `reports/retry-with-backoff.md`.
+- **Architecture (kernel hook + shell policy/I/O):** kernel provides the hook
+  (`RetryStrategy` contract + the retry loop in `runTurn`); the shell
+  (session-orchestrator) provides the policy (the schedule) + the I/O (an
+  abortable `setTimeout` sleep). Kernel imports no timer. `retry?` is optional
+  → omit = no retry (backward-compatible).
+- **New transient `AgentEvent` variant** `provider-retry` (`@dispatch/wire`),
+  emitted once per scheduled retry BEFORE the sleep so the UI can show
+  "⚠ retrying in Ns…" immediately; NOT persisted to model history (never
+  pollutes the prompt). Final failure is still a persisted `error` + seal.
+- **Schedule:** `5s,10s,30s,60s,5m,10m,15m,30m`, then repeat 30m until 8h of
+  cumulative scheduled sleep → ~21 retries then give up. Pure `delayFor(attempt)`.
+- **Retry trigger:** emitted `error` with `retryable===true` → retry;
+  `retryable` false/absent → give up; a THROWN error → retryable-by-default
+  ONLY when pre-content. All gated on `!hadContent` (text/reasoning/tool-call/usage).
+- [x] Verified: `tsc -b` EXIT 0, biome clean, **1574 vitest** pass (+16 new: 11
+  kernel retry tests with an injected fake `sleep` + pure `delayFor` + stub
+  provider — zero `@dispatch/*` mocks; 5 pure schedule tests). Transports
+  unchanged — transport-ws forwards `AgentEvent` verbatim inside `chat.delta`;
+  transport-http is generic `JSON.stringify`. Unit-tested only — not yet
+  live-verified against a real 429.
+- **Optional follow-up (roadmap):** the CLI renderer
+  (`packages/cli/src/render.ts` `renderEvent`) has no `default` case and silently
+  drops `provider-retry` — the yellow-warning/countdown target is the web
+  frontend, not the CLI, so non-blocking. Optional: render `provider-retry` in
+  the CLI as a stderr warning + `delayMs` countdown.
+- **Frontend handoff (5d3f, separate repo `../dispatch-web`):** render
+  `provider-retry` as a yellow warning system-message bubble showing `message`
+  (+`code`) with the `delayMs` countdown.
 
 ## Per-edit LSP diagnostics auto-append (DONE)
 After a successful `edit_file`, the extension now calls LSP `getDiagnostics` on the