[docs] Document multi-turn ai sessions with DurableAgent #759

VaguelySerious · 2026-01-09T17:38:35Z

No description provided.

Signed-off-by: Peter Wielander <[email protected]>

vercel · 2026-01-09T17:38:36Z

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Project	Deployment	Review	Updated (UTC)
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changeset-bot · 2026-01-09T17:38:41Z

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github-actions · 2026-01-09T17:38:46Z

🧪 E2E Test Results

❌ Some tests failed

Summary

	Passed	Failed	Skipped	Total
❌ ▲ Vercel Production	362	1	11	374
✅ 💻 Local Development	332	0	8	340
✅ 📦 Local Production	332	0	8	340
✅ 🐘 Local Postgres	332	0	8	340
✅ 🪟 Windows	34	0	0	34
❌ 🌍 Community Worlds	131	17	0	148
Total	1523	18	35	1576

❌ Failed Tests

▲ Vercel Production (1 failed)

example (1 failed):

hookCleanupTestWorkflow - hook token reuse after workflow completion

🌍 Community Worlds (17 failed)

mongodb (1 failed):

webhookWorkflow

redis (1 failed):

webhookWorkflow

starter (14 failed):

addTenWorkflow
addTenWorkflow
error handling error propagation workflow errors nested function calls preserve message and stack trace
error handling error propagation workflow errors cross-file imports preserve message and stack trace
error handling error propagation step errors basic step error preserves message and stack trace
error handling error propagation step errors cross-file step error preserves message and function names in stack
error handling retry behavior regular Error retries until success
error handling retry behavior FatalError fails immediately without retries
error handling catchability FatalError can be caught and detected with FatalError.is()
hookCleanupTestWorkflow - hook token reuse after workflow completion
stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars)
stepFunctionWithClosureWorkflow - step function with closure variables passed as argument
spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step
pathsAliasWorkflow - TypeScript path aliases resolve correctly

turso (1 failed):

webhookWorkflow

Details by Category

❌ ▲ Vercel Production

App	Passed	Failed	Skipped
✅ astro	33	0	1
❌ example	32	1	1
✅ express	33	0	1
✅ fastify	33	0	1
✅ hono	33	0	1
✅ nextjs-turbopack	33	0	1
✅ nextjs-webpack	33	0	1
✅ nitro	33	0	1
✅ nuxt	33	0	1
✅ sveltekit	33	0	1
✅ vite	33	0	1

✅ 💻 Local Development

App	Passed	Skipped
✅ astro-stable	33	1
✅ express-stable	33	1
✅ fastify-stable	33	1
✅ hono-stable	33	1
✅ nextjs-turbopack-stable	34	0
✅ nextjs-webpack-stable	34	0
✅ nitro-stable	33	1
✅ nuxt-stable	33	1
✅ sveltekit-stable	33	1
✅ vite-stable	33	1

✅ 📦 Local Production

App	Passed	Skipped
✅ astro-stable	33	1
✅ express-stable	33	1
✅ fastify-stable	33	1
✅ hono-stable	33	1
✅ nextjs-turbopack-stable	34	0
✅ nextjs-webpack-stable	34	0
✅ nitro-stable	33	1
✅ nuxt-stable	33	1
✅ sveltekit-stable	33	1
✅ vite-stable	33	1

✅ 🐘 Local Postgres

App	Passed	Skipped
✅ astro-stable	33	1
✅ express-stable	33	1
✅ fastify-stable	33	1
✅ hono-stable	33	1
✅ nextjs-turbopack-stable	34	0
✅ nextjs-webpack-stable	34	0
✅ nitro-stable	33	1
✅ nuxt-stable	33	1
✅ sveltekit-stable	33	1
✅ vite-stable	33	1

✅ 🪟 Windows

App	Passed	Failed	Skipped
✅ nextjs-turbopack	34	0	0

❌ 🌍 Community Worlds

App	Passed	Failed
✅ mongodb-dev	3	0
❌ mongodb	33	1
✅ redis-dev	3	0
❌ redis	33	1
✅ starter-dev	3	0
❌ starter	20	14
✅ turso-dev	3	0
❌ turso	33	1

📋 View full workflow run

❌ Some E2E test jobs failed:

Vercel Prod: failure
Local Dev: success
Local Prod: success
Local Postgres: success
Windows: success

Check the workflow run for details.

github-actions · 2026-01-09T17:38:47Z

📊 Benchmark Results

📈 Comparing against baseline from main branch. Green 🟢 = faster, Red 🔺 = slower.

workflow with no steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🌐 Starter	🥇 Next.js (Turbopack)	0.037s (-0.8%)	1.014s (~)	0.977s	10	1.00x
🌐 Redis	Next.js (Turbopack)	0.041s (+1.2%)	1.017s (~)	0.976s	10	1.12x
💻 Local	Next.js (Turbopack)	0.042s (+9.4% 🔺)	1.027s (+1.3%)	0.985s	10	1.13x
💻 Local	Nitro	0.043s (~)	1.007s (~)	0.964s	10	1.16x
💻 Local	Express	0.046s (+6.0% 🔺)	1.007s (~)	0.961s	10	1.24x
🌐 MongoDB	Next.js (Turbopack)	0.080s (+47.6% 🔺)	1.017s (~)	0.937s	10	2.16x
🌐 Turso	Next.js (Turbopack)	0.113s (+56.2% 🔺)	1.015s (~)	0.902s	10	3.05x
🐘 Postgres	Next.js (Turbopack)	0.198s (-42.2% 🟢)	1.027s (~)	0.829s	10	5.36x
🐘 Postgres	Nitro	0.309s (+4.9%)	1.013s (~)	0.704s	10	8.36x
🐘 Postgres	Express	0.374s (+6.3% 🔺)	1.013s (-0.7%)	0.639s	10	10.10x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Express	0.585s (-4.3%)	1.473s (+3.5%)	0.887s	10	1.00x
▲ Vercel	Nitro	0.611s (+11.1% 🔺)	1.551s (+8.2% 🔺)	0.941s	10	1.04x
▲ Vercel	Next.js (Turbopack)	0.706s (+28.2% 🔺)	1.686s (+3.9%)	0.980s	10	1.21x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 1 step

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🌐 Starter	🥇 Next.js (Turbopack)	1.089s (~)	2.010s (~)	0.922s	10	1.00x
💻 Local	Next.js (Turbopack)	1.096s (~)	2.011s (~)	0.914s	10	1.01x
🌐 Redis	Next.js (Turbopack)	1.102s (~)	2.013s (~)	0.910s	10	1.01x
💻 Local	Express	1.113s (~)	2.008s (~)	0.895s	10	1.02x
💻 Local	Nitro	1.114s (~)	2.006s (~)	0.892s	10	1.02x
🌐 MongoDB	Next.js (Turbopack)	1.303s (~)	2.014s (~)	0.711s	10	1.20x
🌐 Turso	Next.js (Turbopack)	1.309s (+0.6%)	2.013s (~)	0.703s	10	1.20x
🐘 Postgres	Next.js (Turbopack)	1.883s (+1.8%)	2.017s (~)	0.135s	10	1.73x
🐘 Postgres	Nitro	2.163s (+1.0%)	3.013s (~)	0.850s	10	1.99x
🐘 Postgres	Express	2.241s (+4.0%)	3.013s (~)	0.772s	10	2.06x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	2.765s (~)	3.644s (+3.0%)	0.880s	10	1.00x
▲ Vercel	Next.js (Turbopack)	2.839s (+2.5%)	3.893s (+3.0%)	1.055s	10	1.03x
▲ Vercel	Express	2.924s (+5.2% 🔺)	3.755s (+4.5%)	0.831s	10	1.06x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 10 sequential steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🌐 Starter	🥇 Next.js (Turbopack)	10.584s (~)	11.010s (~)	0.427s	5	1.00x
💻 Local	Next.js (Turbopack)	10.636s (~)	11.018s (~)	0.382s	5	1.00x
🌐 Redis	Next.js (Turbopack)	10.688s (~)	11.021s (~)	0.333s	5	1.01x
💻 Local	Express	10.778s (~)	11.012s (~)	0.233s	5	1.02x
💻 Local	Nitro	10.799s (~)	11.010s (~)	0.211s	5	1.02x
🌐 Turso	Next.js (Turbopack)	12.186s (~)	13.026s (~)	0.841s	5	1.15x
🌐 MongoDB	Next.js (Turbopack)	12.229s (~)	13.023s (~)	0.795s	5	1.16x
🐘 Postgres	Next.js (Turbopack)	14.720s (-3.0%)	15.234s (-5.0% 🟢)	0.514s	5	1.39x
🐘 Postgres	Nitro	16.637s (-18.8% 🟢)	17.229s (-18.1% 🟢)	0.592s	5	1.57x
🐘 Postgres	Express	20.279s (-1.1%)	21.036s (~)	0.757s	5	1.92x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	22.517s (+2.2%)	23.565s (+3.3%)	1.048s	5	1.00x
▲ Vercel	Next.js (Turbopack)	27.637s (+24.8% 🔺)	28.531s (+23.2% 🔺)	0.894s	5	1.23x
▲ Vercel	Express	27.705s (+24.0% 🔺)	28.582s (+22.7% 🔺)	0.876s	5	1.23x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

Promise.all with 10 concurrent steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🌐 Starter	🥇 Next.js (Turbopack)	1.343s (~)	2.008s (~)	0.665s	15	1.00x
🌐 Redis	Next.js (Turbopack)	1.363s (+1.0%)	2.011s (~)	0.649s	15	1.01x
💻 Local	Next.js (Turbopack)	1.375s (-0.6%)	2.012s (~)	0.638s	15	1.02x
💻 Local	Express	1.400s (-1.2%)	2.006s (~)	0.605s	15	1.04x
💻 Local	Nitro	1.420s (+0.6%)	2.005s (~)	0.586s	15	1.06x
🐘 Postgres	Nitro	1.812s (-24.5% 🟢)	2.010s (-33.3% 🟢)	0.199s	15	1.35x
🐘 Postgres	Next.js (Turbopack)	2.055s (-1.8%)	2.227s (-11.5% 🟢)	0.172s	14	1.53x
🌐 MongoDB	Next.js (Turbopack)	2.144s (+0.5%)	3.015s (~)	0.871s	10	1.60x
🌐 Turso	Next.js (Turbopack)	2.222s (~)	3.014s (~)	0.791s	10	1.65x
🐘 Postgres	Express	2.493s (+1.8%)	3.011s (~)	0.518s	10	1.86x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	3.317s (+13.6% 🔺)	4.103s (+12.8% 🔺)	0.786s	8	1.00x
▲ Vercel	Express	3.578s (+20.9% 🔺)	4.322s (+15.2% 🔺)	0.744s	7	1.08x
▲ Vercel	Next.js (Turbopack)	3.732s (+23.9% 🔺)	4.540s (+16.1% 🔺)	0.808s	7	1.13x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.all with 25 concurrent steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
💻 Local	🥇 Next.js (Turbopack)	2.062s (-4.2%)	2.914s (-4.1%)	0.852s	11	1.00x
💻 Local	Nitro	2.203s (-0.9%)	3.126s (-1.8%)	0.923s	10	1.07x
💻 Local	Express	2.216s (-4.4%)	3.170s (-1.7%)	0.954s	10	1.07x
🌐 Starter	Next.js (Turbopack)	2.451s (~)	3.009s (~)	0.558s	10	1.19x
🌐 Redis	Next.js (Turbopack)	2.488s (~)	3.019s (~)	0.531s	10	1.21x
🐘 Postgres	Next.js (Turbopack)	2.548s (-2.7%)	3.019s (~)	0.471s	10	1.24x
🐘 Postgres	Nitro	2.821s (-7.4% 🟢)	3.122s (-7.3% 🟢)	0.300s	10	1.37x
🐘 Postgres	Express	2.881s (-5.5% 🟢)	3.012s (-18.8% 🟢)	0.130s	10	1.40x
🌐 MongoDB	Next.js (Turbopack)	4.668s (~)	5.183s (~)	0.515s	6	2.26x
🌐 Turso	Next.js (Turbopack)	4.701s (~)	5.185s (~)	0.484s	6	2.28x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Express	3.853s (+5.5% 🔺)	4.534s (+8.6% 🔺)	0.681s	7	1.00x
▲ Vercel	Next.js (Turbopack)	4.079s (+10.4% 🔺)	4.688s (+3.9%)	0.609s	7	1.06x
▲ Vercel	Nitro	4.104s (+3.8%)	4.744s (~)	0.640s	7	1.07x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Promise.race with 10 concurrent steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🌐 Starter	🥇 Next.js (Turbopack)	1.353s (~)	2.007s (~)	0.655s	15	1.00x
💻 Local	Next.js (Turbopack)	1.374s (-2.2%)	2.010s (~)	0.636s	15	1.02x
🌐 Redis	Next.js (Turbopack)	1.378s (+0.8%)	2.010s (~)	0.632s	15	1.02x
💻 Local	Express	1.423s (-2.0%)	2.006s (~)	0.583s	15	1.05x
💻 Local	Nitro	1.424s (~)	2.006s (~)	0.582s	15	1.05x
🐘 Postgres	Next.js (Turbopack)	1.702s (-5.5% 🟢)	2.013s (~)	0.311s	15	1.26x
🐘 Postgres	Nitro	1.834s (-2.6%)	2.077s (+3.3%)	0.243s	15	1.36x
🐘 Postgres	Express	1.913s (+3.1%)	2.522s (+25.5% 🔺)	0.609s	12	1.41x
🌐 MongoDB	Next.js (Turbopack)	2.192s (+2.4%)	3.013s (~)	0.821s	10	1.62x
🌐 Turso	Next.js (Turbopack)	2.243s (+1.0%)	3.016s (~)	0.773s	10	1.66x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	3.176s (-1.1%)	4.062s (+2.3%)	0.886s	8	1.00x
▲ Vercel	Next.js (Turbopack)	3.190s (-8.2% 🟢)	4.154s (-5.5% 🟢)	0.964s	8	1.00x
▲ Vercel	Express	3.203s (+5.7% 🔺)	3.940s (+4.3%)	0.737s	8	1.01x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

Promise.race with 25 concurrent steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
💻 Local	🥇 Next.js (Turbopack)	2.112s (-1.7%)	2.988s (-2.7%)	0.876s	11	1.00x
💻 Local	Nitro	2.236s (-2.8%)	3.174s (-2.4%)	0.938s	10	1.06x
💻 Local	Express	2.267s (-3.6%)	3.222s (-2.2%)	0.955s	10	1.07x
🌐 Redis	Next.js (Turbopack)	2.494s (~)	3.011s (~)	0.517s	10	1.18x
🐘 Postgres	Next.js (Turbopack)	2.519s (-3.4%)	3.018s (~)	0.499s	10	1.19x
🌐 Starter	Next.js (Turbopack)	2.532s (+3.3%)	3.027s (+0.6%)	0.495s	10	1.20x
🐘 Postgres	Express	2.545s (-4.8%)	3.111s (+3.2%)	0.566s	10	1.20x
🐘 Postgres	Nitro	2.704s (-4.0%)	3.118s (~)	0.414s	10	1.28x
🌐 MongoDB	Next.js (Turbopack)	4.619s (-2.2%)	5.180s (~)	0.561s	6	2.19x
🌐 Turso	Next.js (Turbopack)	4.793s (+2.3%)	5.184s (~)	0.391s	6	2.27x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Express	3.498s (-16.7% 🟢)	4.036s (-23.5% 🟢)	0.538s	8	1.00x
▲ Vercel	Next.js (Turbopack)	3.573s (-6.0% 🟢)	4.326s (-10.4% 🟢)	0.753s	7	1.02x
▲ Vercel	Nitro	3.690s (-15.7% 🟢)	4.484s (-10.5% 🟢)	0.795s	7	1.05x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Stream Benchmarks (includes TTFB metrics)

workflow with stream

💻 Local Development

World	Framework	Workflow Time	TTFB	Slurp	Wall Time	Overhead	Samples	vs Fastest
🌐 Starter	🥇 Next.js (Turbopack)	0.128s (+4.2%)	1.006s (~)	0.000s (-50.0% 🟢)	1.011s (~)	0.883s	10	1.00x
💻 Local	Next.js (Turbopack)	0.137s (-4.7%)	1.003s (~)	0.016s (+3.8%)	1.027s (~)	0.890s	10	1.07x
🌐 Redis	Next.js (Turbopack)	0.145s (-4.0%)	1.005s (~)	0.000s (-100.0% 🟢)	1.014s (~)	0.869s	10	1.13x
💻 Local	Express	0.172s (-3.3%)	0.992s (~)	0.015s (-3.1%)	1.022s (~)	0.850s	10	1.34x
💻 Local	Nitro	0.179s (+1.8%)	0.993s (~)	0.021s (+33.5% 🔺)	1.028s (+0.6%)	0.849s	10	1.40x
🌐 MongoDB	Next.js (Turbopack)	0.510s (+5.3% 🔺)	0.939s (-3.0%)	0.000s (~)	1.013s (~)	0.503s	10	3.99x
🌐 Turso	Next.js (Turbopack)	0.529s (+17.8% 🔺)	0.920s (-8.1% 🟢)	0.000s (NaN%)	1.013s (~)	0.484s	10	4.14x
🐘 Postgres	Next.js (Turbopack)	1.204s (-14.2% 🟢)	1.840s (+12.0% 🔺)	0.000s (NaN%)	2.020s (~)	0.816s	10	9.41x
🐘 Postgres	Nitro	1.394s (-39.4% 🟢)	1.722s (-37.2% 🟢)	0.000s (-100.0% 🟢)	2.013s (-33.2% 🟢)	0.619s	10	10.90x
🐘 Postgres	Express	2.396s (+2.1%)	2.646s (-1.9%)	0.000s (-100.0% 🟢)	3.014s (~)	0.618s	10	18.73x

▲ Production (Vercel)

World	Framework	Workflow Time	TTFB	Slurp	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Express	3.918s (+34.8% 🔺)	4.096s (+28.3% 🔺)	0.547s (+8.4% 🔺)	5.342s (+26.7% 🔺)	1.424s	10	1.00x
▲ Vercel	Next.js (Turbopack)	4.050s (+36.3% 🔺)	4.150s (+26.5% 🔺)	0.655s (+40.9% 🔺)	5.458s (+29.3% 🔺)	1.408s	10	1.03x
▲ Vercel	Nitro	4.536s (+50.8% 🔺)	4.369s (+37.1% 🔺)	0.609s (+46.6% 🔺)	6.105s (+50.0% 🔺)	1.568s	10	1.16x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World	🥇 Fastest Framework	Wins
💻 Local	Next.js (Turbopack)	8/8
🐘 Postgres	Next.js (Turbopack)	7/8
▲ Vercel	Express	4/8

Fastest World by Framework

Winner determined by most benchmark wins

Framework	🥇 Fastest World	Wins
Express	💻 Local	8/8
Next.js (Turbopack)	🌐 Starter	6/8
Nitro	💻 Local	8/8

Column Definitions

Workflow Time: Runtime reported by workflow (completedAt - createdAt) - primary metric
TTFB: Time to First Byte - time from workflow start until first stream byte received (stream benchmarks only)
Slurp: Time from first byte to complete stream consumption (stream benchmarks only)
Wall Time: Total testbench time (trigger workflow + poll for result)
Overhead: Testbench overhead (Wall Time - Workflow Time)
Samples: Number of benchmark iterations run
vs Fastest: How much slower compared to the fastest configuration for this benchmark

Worlds:

💻 Local: In-memory filesystem world (local development)
🐘 Postgres: PostgreSQL database world (local development)
▲ Vercel: Vercel production/preview deployment
🌐 Starter: Community world (local development)
🌐 Turso: Community world (local development)
🌐 MongoDB: Community world (local development)
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Additional Suggestion:

Missing || operator between two conditions in if statement causes invalid JavaScript syntax in documentation code example

vercel · 2026-01-09T17:44:28Z

docs/content/docs/ai/human-in-the-loop.mdx

 Create a typed hook with a Zod schema for validation:

-```typescript title="workflow/steps/tools.ts" lineNumbers
+```typescript title="workflow/hooks/booking-approval.ts" lineNumbers


Suggested change

```typescript title="workflow/hooks/booking-approval.ts" lineNumbers

```typescript title="workflows/hooks/booking-approval.ts" lineNumbers

File path title uses singular "workflow" but import path and other workflow paths use plural "workflows", causing inconsistency in documentation

[docs] Document multi-turn ai sessions with DurableAgent

00c25be

Signed-off-by: Peter Wielander <[email protected]>

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View reviewed changes

	```typescript title="workflow/hooks/booking-approval.ts" lineNumbers
	```typescript title="workflows/hooks/booking-approval.ts" lineNumbers

[docs] Document multi-turn ai sessions with DurableAgent #759

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[docs] Document multi-turn ai sessions with DurableAgent #759

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