[Docs] Fix cookbook pattern for AI SDK by karthikscale3 · Pull Request #2099 · vercel/workflow

karthikscale3 · 2026-05-22T23:54:10Z

Summary

The AI SDK cookbook entry (docs/content/docs/v{4,5}/cookbook/integrations/ai-sdk.mdx) shows streamText inside a "use step" turn function with the example tools (lookupOrder, processRefund) also marked "use step". That presentation implies tool calls are individually durable, but per Workflows & Steps the "use step" directive is a no-op when called from another step. So in this pattern tools run as plain inline functions inside runTurn, and the durability boundary is the entire turn — if anything in the turn throws, every tool call that already ran is replayed.

This PR fixes the cookbook to reflect that reality and gives readers an explicit migration path (idempotent tools or DurableAgent).

Changes (applied identically to v4 and v5)

Removed the "use step" directive from lookupOrder and processRefund in the workflow code sample, with an inline comment explaining why.
Updated the frontmatter summary and intro paragraph: dropped the inaccurate "tools remain durable steps" claim; explicitly call out the per-turn durability boundary.
Added a new Tools are not individually durable entry to Pitfalls covering:
- The retry unit is runTurn, not the tool call.
- A side-effectful tool (e.g. processRefund) can run multiple times if the turn retries.
- Mitigations: idempotent tool implementations, or DurableAgent (each tool call becomes its own durable step).
Added a runTurn durability-boundary bullet to How it works.
Added a Tool call durability row to the streamText vs DurableAgent table.
Rewrote two misleading Key APIs bullets:
- tool() no longer claims tools wrap "use step" functions / are replayed from the log.
- "use step" is now described as applied to runTurn, not to "tool executions".

Test plan

Visual check of the rendered /cookbook/integrations/ai-sdk page on v4 and v5.
Confirm the new in-page anchor (#tools-are-not-individually-durable) resolves from the intro paragraph, How it works, and Key APIs cross-links.
Confirm the code sample still typechecks in the docs typecheck pipeline.

Made with Cursor

changeset-bot · 2026-05-22T23:54:14Z

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Latest commit: f5f1655

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github-actions · 2026-05-22T23:54:18Z

📊 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
💻 Local	🥇 Express	0.025s (-44.2% 🟢)	1.007s (~)	0.982s	10	1.00x
💻 Local	Nitro	0.031s (-27.8% 🟢)	1.005s (~)	0.974s	10	1.26x
💻 Local	Next.js (Turbopack)	0.047s	1.005s	0.958s	10	1.91x
🐘 Postgres	Express	0.049s (-15.9% 🟢)	1.012s (~)	0.963s	10	1.98x
🐘 Postgres	Nitro	0.052s (-44.9% 🟢)	1.013s (-2.9%)	0.960s	10	2.13x
🐘 Postgres	Next.js (Turbopack)	0.056s	1.011s	0.955s	10	2.27x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Next.js (Turbopack)	0.280s (+11.3% 🔺)	2.062s (-11.6% 🟢)	1.782s	10	1.00x
▲ Vercel	Nitro	0.778s (+89.9% 🔺)	2.885s (+15.0% 🔺)	2.107s	10	2.78x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Next.js (Turbopack) | Nitro

workflow with 1 step

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
💻 Local	🥇 Express	1.054s (-6.4% 🟢)	2.005s (~)	0.951s	10	1.00x
💻 Local	Nitro	1.075s (-5.0%)	2.006s (~)	0.931s	10	1.02x
🐘 Postgres	Nitro	1.081s (-5.2% 🟢)	2.009s (~)	0.928s	10	1.03x
🐘 Postgres	Express	1.095s (-4.5%)	2.010s (~)	0.915s	10	1.04x
💻 Local	Next.js (Turbopack)	1.117s	2.006s	0.889s	10	1.06x
🐘 Postgres	Next.js (Turbopack)	1.122s	2.010s	0.888s	10	1.06x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	1.722s (-55.8% 🟢)	3.728s (-36.9% 🟢)	2.007s	10	1.00x
▲ Vercel	Next.js (Turbopack)	2.121s (+4.2%)	4.007s (+4.6%)	1.886s	10	1.23x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

workflow with 10 sequential steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
💻 Local	🥇 Express	10.325s (-5.5% 🟢)	11.020s (~)	0.695s	3	1.00x
🐘 Postgres	Nitro	10.420s (-4.1%)	11.020s (~)	0.600s	3	1.01x
💻 Local	Nitro	10.422s (-4.8%)	11.023s (~)	0.601s	3	1.01x
🐘 Postgres	Express	10.461s (-4.6%)	11.021s (~)	0.561s	3	1.01x
💻 Local	Next.js (Turbopack)	10.644s	11.021s	0.378s	3	1.03x
🐘 Postgres	Next.js (Turbopack)	10.707s	11.018s	0.311s	3	1.04x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	13.466s (-43.3% 🟢)	15.443s (-38.5% 🟢)	1.977s	2	1.00x
▲ Vercel	Next.js (Turbopack)	13.597s (-21.5% 🟢)	15.609s (-19.5% 🟢)	2.012s	2	1.01x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

workflow with 25 sequential steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
💻 Local	🥇 Express	13.278s (-11.3% 🟢)	14.025s (-6.7% 🟢)	0.747s	5	1.00x
🐘 Postgres	Nitro	13.492s (-7.6% 🟢)	14.022s (-6.7% 🟢)	0.530s	5	1.02x
💻 Local	Nitro	13.517s (-10.3% 🟢)	14.028s (-12.5% 🟢)	0.511s	5	1.02x
🐘 Postgres	Express	13.561s (-7.0% 🟢)	14.017s (-6.7% 🟢)	0.456s	5	1.02x
💻 Local	Next.js (Turbopack)	14.036s	15.029s	0.992s	4	1.06x
🐘 Postgres	Next.js (Turbopack)	14.210s	15.016s	0.805s	4	1.07x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	20.997s (-67.4% 🟢)	23.220s (-65.1% 🟢)	2.223s	3	1.00x
▲ Vercel	Next.js (Turbopack)	21.088s (-59.9% 🟢)	22.890s (-58.1% 🟢)	1.802s	3	1.00x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

workflow with 50 sequential steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
💻 Local	🥇 Express	11.495s (-30.8% 🟢)	12.021s (-29.4% 🟢)	0.526s	8	1.00x
💻 Local	Nitro	11.983s (-28.6% 🟢)	12.398s (-27.2% 🟢)	0.414s	8	1.04x
🐘 Postgres	Express	12.060s (-13.9% 🟢)	12.875s (-11.8% 🟢)	0.816s	7	1.05x
🐘 Postgres	Nitro	12.183s (-12.8% 🟢)	12.875s (-10.0% 🟢)	0.693s	7	1.06x
🐘 Postgres	Next.js (Turbopack)	13.055s	14.017s	0.962s	7	1.14x
💻 Local	Next.js (Turbopack)	13.086s	13.741s	0.655s	7	1.14x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	29.622s (-93.0% 🟢)	31.647s (-92.5% 🟢)	2.026s	3	1.00x
▲ Vercel	Next.js (Turbopack)	30.482s (-92.3% 🟢)	32.323s (-91.8% 🟢)	1.841s	3	1.03x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

Promise.all with 10 concurrent steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
💻 Local	🥇 Express	1.137s (-23.6% 🟢)	2.005s (~)	0.868s	15	1.00x
🐘 Postgres	Nitro	1.152s (-9.7% 🟢)	2.010s (~)	0.858s	15	1.01x
🐘 Postgres	Express	1.161s (-7.9% 🟢)	2.008s (~)	0.847s	15	1.02x
💻 Local	Nitro	1.175s (-28.0% 🟢)	2.006s (-3.3%)	0.831s	15	1.03x
🐘 Postgres	Next.js (Turbopack)	1.217s	2.006s	0.789s	15	1.07x
💻 Local	Next.js (Turbopack)	1.274s	2.006s	0.732s	15	1.12x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	2.507s (-11.0% 🟢)	4.066s (-5.9% 🟢)	1.559s	8	1.00x
▲ Vercel	Next.js (Turbopack)	2.701s (-20.5% 🟢)	4.223s (-14.4% 🟢)	1.522s	8	1.08x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

Promise.all with 25 concurrent steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Express	1.218s (-48.4% 🟢)	2.008s (-33.3% 🟢)	0.790s	15	1.00x
🐘 Postgres	Nitro	1.228s (-47.8% 🟢)	2.007s (-33.3% 🟢)	0.779s	15	1.01x
🐘 Postgres	Next.js (Turbopack)	1.334s	2.006s	0.672s	15	1.10x
💻 Local	Express	1.554s (-47.4% 🟢)	2.005s (-41.9% 🟢)	0.451s	15	1.28x
💻 Local	Next.js (Turbopack)	1.783s	2.220s	0.438s	14	1.46x
💻 Local	Nitro	1.811s (-42.4% 🟢)	2.073s (-46.6% 🟢)	0.262s	15	1.49x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	3.373s (-16.8% 🟢)	5.135s (-13.3% 🟢)	1.762s	6	1.00x
▲ Vercel	Next.js (Turbopack)	4.306s (-39.3% 🟢)	6.038s (-32.2% 🟢)	1.732s	5	1.28x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

Promise.all with 50 concurrent steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Nitro	1.337s (-61.6% 🟢)	2.008s (-49.9% 🟢)	0.671s	15	1.00x
🐘 Postgres	Express	1.348s (-61.3% 🟢)	2.008s (-49.9% 🟢)	0.660s	15	1.01x
🐘 Postgres	Next.js (Turbopack)	1.640s	2.075s	0.434s	15	1.23x
💻 Local	Express	3.604s (-56.8% 🟢)	4.011s (-55.6% 🟢)	0.406s	8	2.70x
💻 Local	Next.js (Turbopack)	4.792s	5.344s	0.552s	6	3.58x
💻 Local	Nitro	5.476s (-34.4% 🟢)	6.012s (-33.3% 🟢)	0.536s	5	4.10x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Next.js (Turbopack)	6.633s (-25.6% 🟢)	8.539s (-22.1% 🟢)	1.906s	4	1.00x
▲ Vercel	Nitro	10.485s (+197.4% 🔺)	12.449s (+125.0% 🔺)	1.964s	3	1.58x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Next.js (Turbopack) | Nitro

Promise.race with 10 concurrent steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Nitro	1.152s (-8.3% 🟢)	2.007s (~)	0.855s	15	1.00x
🐘 Postgres	Express	1.161s (-7.7% 🟢)	2.011s (~)	0.850s	15	1.01x
🐘 Postgres	Next.js (Turbopack)	1.206s	2.006s	0.800s	15	1.05x
💻 Local	Express	1.270s (-32.9% 🟢)	2.005s (-15.2% 🟢)	0.735s	15	1.10x
💻 Local	Next.js (Turbopack)	1.307s	2.006s	0.699s	15	1.13x
💻 Local	Nitro	1.422s (-23.8% 🟢)	2.006s (-14.3% 🟢)	0.585s	15	1.23x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Next.js (Turbopack)	2.450s (-16.4% 🟢)	3.765s (-18.9% 🟢)	1.315s	8	1.00x
▲ Vercel	Nitro	2.474s (+0.6%)	3.893s (-6.6% 🟢)	1.419s	8	1.01x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Next.js (Turbopack) | Nitro

Promise.race with 25 concurrent steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Nitro	1.203s (-48.6% 🟢)	2.008s (-33.3% 🟢)	0.805s	15	1.00x
🐘 Postgres	Express	1.211s (-48.3% 🟢)	2.008s (-33.3% 🟢)	0.797s	15	1.01x
🐘 Postgres	Next.js (Turbopack)	1.356s	2.008s	0.651s	15	1.13x
💻 Local	Express	1.643s (-47.5% 🟢)	2.004s (-46.7% 🟢)	0.361s	15	1.37x
💻 Local	Next.js (Turbopack)	2.042s	2.508s	0.465s	12	1.70x
💻 Local	Nitro	2.046s (-33.3% 🟢)	2.508s (-35.5% 🟢)	0.463s	12	1.70x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Next.js (Turbopack)	3.908s (+24.4% 🔺)	5.687s (+25.8% 🔺)	1.779s	6	1.00x
▲ Vercel	Nitro	4.346s (+34.4% 🔺)	5.934s (+16.9% 🔺)	1.588s	6	1.11x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Next.js (Turbopack) | Nitro

Promise.race with 50 concurrent steps

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Nitro	1.312s (-62.3% 🟢)	2.007s (-49.9% 🟢)	0.695s	15	1.00x
🐘 Postgres	Express	1.368s (-60.9% 🟢)	2.008s (-49.9% 🟢)	0.640s	15	1.04x
🐘 Postgres	Next.js (Turbopack)	1.594s	2.007s	0.413s	15	1.21x
💻 Local	Express	4.334s (-50.8% 🟢)	5.012s (-46.0% 🟢)	0.677s	6	3.30x
💻 Local	Next.js (Turbopack)	5.107s	5.513s	0.406s	6	3.89x
💻 Local	Nitro	6.278s (-31.3% 🟢)	6.617s (-34.0% 🟢)	0.339s	5	4.79x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	6.444s (+26.5% 🔺)	8.033s (+17.8% 🔺)	1.589s	4	1.00x
▲ Vercel	Next.js (Turbopack)	8.351s (+23.6% 🔺)	10.240s (+19.8% 🔺)	1.890s	3	1.30x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

workflow with 10 sequential data payload steps (10KB)

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
💻 Local	🥇 Express	0.409s (-58.4% 🟢)	1.004s (-6.7% 🟢)	0.595s	60	1.00x
🐘 Postgres	Nitro	0.427s (-48.0% 🟢)	1.007s (~)	0.580s	60	1.04x
🐘 Postgres	Express	0.467s (-44.3% 🟢)	1.023s (~)	0.556s	60	1.14x
💻 Local	Nitro	0.485s (-50.5% 🟢)	1.004s (-8.2% 🟢)	0.519s	60	1.19x
🐘 Postgres	Next.js (Turbopack)	0.650s	1.006s	0.356s	60	1.59x
💻 Local	Next.js (Turbopack)	0.722s	1.005s	0.283s	60	1.77x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	5.142s (-76.7% 🟢)	6.851s (-71.5% 🟢)	1.708s	9	1.00x
▲ Vercel	Next.js (Turbopack)	5.490s (-62.1% 🟢)	7.141s (-55.6% 🟢)	1.650s	9	1.07x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

workflow with 25 sequential data payload steps (10KB)

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Nitro	1.053s (-45.3% 🟢)	1.585s (-24.5% 🟢)	0.532s	57	1.00x
🐘 Postgres	Express	1.069s (-45.9% 🟢)	1.903s (-15.7% 🟢)	0.834s	48	1.02x
💻 Local	Express	1.087s (-63.9% 🟢)	1.581s (-55.9% 🟢)	0.493s	57	1.03x
💻 Local	Nitro	1.194s (-60.7% 🟢)	2.006s (-46.6% 🟢)	0.812s	45	1.13x
🐘 Postgres	Next.js (Turbopack)	1.631s	2.030s	0.398s	45	1.55x
💻 Local	Next.js (Turbopack)	1.792s	2.005s	0.213s	45	1.70x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	12.408s (-68.6% 🟢)	14.406s (-65.1% 🟢)	1.999s	7	1.00x
▲ Vercel	Next.js (Turbopack)	12.973s (-74.0% 🟢)	15.089s (-70.8% 🟢)	2.117s	6	1.05x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

workflow with 50 sequential data payload steps (10KB)

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Nitro	2.024s (-50.7% 🟢)	2.477s (-46.2% 🟢)	0.453s	49	1.00x
🐘 Postgres	Express	2.040s (-48.9% 🟢)	2.582s (-40.9% 🟢)	0.541s	47	1.01x
💻 Local	Express	2.336s (-74.6% 🟢)	3.007s (-70.0% 🟢)	0.670s	40	1.15x
💻 Local	Nitro	2.697s (-71.0% 🟢)	3.008s (-70.0% 🟢)	0.311s	40	1.33x
🐘 Postgres	Next.js (Turbopack)	3.081s	4.009s	0.928s	30	1.52x
💻 Local	Next.js (Turbopack)	3.838s	4.041s	0.203s	30	1.90x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	25.853s (-73.3% 🟢)	28.260s (-71.3% 🟢)	2.407s	5	1.00x
▲ Vercel	Next.js (Turbopack)	28.880s (-73.0% 🟢)	31.134s (-71.4% 🟢)	2.255s	4	1.12x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

workflow with 10 concurrent data payload steps (10KB)

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Nitro	0.174s (-38.7% 🟢)	1.006s (~)	0.832s	60	1.00x
🐘 Postgres	Express	0.185s (-34.6% 🟢)	1.006s (~)	0.821s	60	1.06x
🐘 Postgres	Next.js (Turbopack)	0.226s	1.006s	0.780s	60	1.30x
💻 Local	Express	0.323s (-42.5% 🟢)	1.003s (~)	0.680s	60	1.86x
💻 Local	Nitro	0.405s (-33.0% 🟢)	1.004s (-1.7%)	0.599s	60	2.33x
💻 Local	Next.js (Turbopack)	0.513s	1.004s	0.491s	60	2.96x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	2.127s (+28.0% 🔺)	3.862s (+15.3% 🔺)	1.736s	16	1.00x
▲ Vercel	Next.js (Turbopack)	78.672s (+3789.9% 🔺)	80.646s (+2025.9% 🔺)	1.974s	4	37.00x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

workflow with 25 concurrent data payload steps (10KB)

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Express	0.302s (-40.7% 🟢)	1.006s (~)	0.704s	90	1.00x
🐘 Postgres	Nitro	0.311s (-37.4% 🟢)	1.006s (~)	0.695s	90	1.03x
🐘 Postgres	Next.js (Turbopack)	0.445s	1.006s	0.561s	90	1.47x
💻 Local	Express	1.824s (-27.4% 🟢)	2.150s (-28.5% 🟢)	0.326s	42	6.03x
💻 Local	Nitro	2.160s (-14.9% 🟢)	2.795s (-7.1% 🟢)	0.635s	33	7.14x
💻 Local	Next.js (Turbopack)	2.262s	2.976s	0.715s	31	7.48x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Next.js (Turbopack)	5.307s (+50.1% 🔺)	6.944s (+33.7% 🔺)	1.637s	14	1.00x
▲ Vercel	Nitro	5.392s (+67.2% 🔺)	7.071s (+46.6% 🔺)	1.679s	13	1.02x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: Next.js (Turbopack) | Nitro

workflow with 50 concurrent data payload steps (10KB)

💻 Local Development

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Express	0.641s (-21.7% 🟢)	1.006s (-1.1%)	0.365s	120	1.00x
🐘 Postgres	Nitro	0.642s (-18.7% 🟢)	1.007s (~)	0.364s	120	1.00x
🐘 Postgres	Next.js (Turbopack)	0.925s	1.150s	0.224s	105	1.44x
💻 Local	Express	8.003s (-28.5% 🟢)	8.559s (-28.3% 🟢)	0.555s	15	12.49x
💻 Local	Nitro	10.406s (-7.0% 🟢)	10.939s (-6.2% 🟢)	0.533s	11	16.24x
💻 Local	Next.js (Turbopack)	10.412s	11.121s	0.708s	11	16.25x

▲ Production (Vercel)

World	Framework	Workflow Time	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Next.js (Turbopack)	12.912s (+25.0% 🔺)	14.548s (+18.4% 🔺)	1.637s	9	1.00x
▲ Vercel	Nitro	14.623s (+89.4% 🔺)	16.444s (+74.9% 🔺)	1.821s	8	1.13x
▲ Vercel	Express	⚠️ missing	-	-	-	-

🔍 Observability: 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
💻 Local	🥇 Express	1.105s (+454.9% 🔺)	2.004s (+99.5% 🔺)	0.008s (-33.9% 🟢)	2.014s (+97.9% 🔺)	0.909s	10	1.00x
💻 Local	Nitro	1.135s (+431.0% 🔺)	2.005s (+99.6% 🔺)	0.013s (+0.8%)	2.020s (+98.3% 🔺)	0.885s	10	1.03x
🐘 Postgres	Nitro	1.145s (+458.3% 🔺)	1.999s (+100.0% 🔺)	0.001s (-26.7% 🟢)	2.010s (+98.8% 🔺)	0.866s	10	1.04x
🐘 Postgres	Express	1.145s (+458.3% 🔺)	1.997s (+100.0% 🔺)	0.002s (+6.2% 🔺)	2.011s (+98.9% 🔺)	0.866s	10	1.04x
💻 Local	Next.js (Turbopack)	1.174s	2.003s	0.011s	2.017s	0.843s	10	1.06x
🐘 Postgres	Next.js (Turbopack)	1.202s	2.000s	0.002s	2.010s	0.807s	10	1.09x

▲ Production (Vercel)

World	Framework	Workflow Time	TTFB	Slurp	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	2.209s (-42.4% 🟢)	3.408s (-35.4% 🟢)	1.775s (+139.2% 🔺)	5.660s (-12.7% 🟢)	3.450s	10	1.00x
▲ Vercel	Next.js (Turbopack)	2.281s (-66.7% 🟢)	3.118s (-64.0% 🟢)	2.449s (+287.5% 🔺)	6.043s (-38.3% 🟢)	3.761s	10	1.03x
▲ Vercel	Express	⚠️ missing	-	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

stream pipeline with 5 transform steps (1MB)

💻 Local Development

World	Framework	Workflow Time	TTFB	Slurp	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Express	1.522s (+141.6% 🔺)	2.007s (+99.4% 🔺)	0.004s (-1.7%)	2.024s (+97.9% 🔺)	0.503s	30	1.00x
🐘 Postgres	Nitro	1.541s (+146.9% 🔺)	2.002s (+98.9% 🔺)	0.004s (-8.9% 🟢)	2.026s (+98.2% 🔺)	0.485s	30	1.01x
🐘 Postgres	Next.js (Turbopack)	1.689s	2.011s	0.004s	2.026s	0.337s	30	1.11x
💻 Local	Express	1.823s (+140.8% 🔺)	2.009s (+95.2% 🔺)	0.006s (-32.9% 🟢)	2.418s (+132.5% 🔺)	0.595s	25	1.20x
💻 Local	Next.js (Turbopack)	1.842s	2.011s	0.010s	2.203s	0.361s	28	1.21x
💻 Local	Nitro	1.949s (+132.4% 🔺)	2.011s (+98.8% 🔺)	0.010s (+2.5%)	2.424s (+117.2% 🔺)	0.475s	25	1.28x

▲ Production (Vercel)

World	Framework	Workflow Time	TTFB	Slurp	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Nitro	5.940s (-79.8% 🟢)	7.502s (-75.6% 🟢)	0.172s (+53.3% 🔺)	8.173s (-74.3% 🟢)	2.234s	8	1.00x
▲ Vercel	Next.js (Turbopack)	6.033s (-64.3% 🟢)	7.498s (-58.9% 🟢)	0.161s (-23.9% 🟢)	8.134s (-57.0% 🟢)	2.101s	8	1.02x
▲ Vercel	Express	⚠️ missing	-	-	-	-	-

🔍 Observability: Nitro | Next.js (Turbopack)

10 parallel streams (1MB each)

💻 Local Development

World	Framework	Workflow Time	TTFB	Slurp	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Nitro	0.658s (-32.1% 🟢)	1.033s (-17.2% 🟢)	0.000s (-58.6% 🟢)	1.041s (-17.2% 🟢)	0.383s	58	1.00x
🐘 Postgres	Express	0.675s (-29.7% 🟢)	1.031s (-19.3% 🟢)	0.000s (-20.7% 🟢)	1.043s (-20.2% 🟢)	0.367s	58	1.03x
🐘 Postgres	Next.js (Turbopack)	0.796s	1.053s	0.000s	1.068s	0.272s	57	1.21x
💻 Local	Express	1.135s (-7.3% 🟢)	1.981s (-1.9%)	0.000s (+16.1% 🔺)	1.983s (-1.9%)	0.848s	31	1.73x
💻 Local	Nitro	1.340s (+9.6% 🔺)	2.015s (~)	0.000s (+333.3% 🔺)	2.017s (~)	0.678s	30	2.04x
💻 Local	Next.js (Turbopack)	1.432s	2.014s	0.000s	2.017s	0.585s	30	2.18x

▲ Production (Vercel)

World	Framework	Workflow Time	TTFB	Slurp	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Next.js (Turbopack)	3.812s (-62.6% 🟢)	4.992s (-56.7% 🟢)	0.000s (+Infinity% 🔺)	5.457s (-54.7% 🟢)	1.645s	11	1.00x
▲ Vercel	Nitro	4.160s (+36.4% 🔺)	5.415s (+23.3% 🔺)	0.000s (+18.2% 🔺)	5.898s (+22.7% 🔺)	1.738s	11	1.09x
▲ Vercel	Express	⚠️ missing	-	-	-	-	-

🔍 Observability: Next.js (Turbopack) | Nitro

fan-out fan-in 10 streams (1MB each)

💻 Local Development

World	Framework	Workflow Time	TTFB	Slurp	Wall Time	Overhead	Samples	vs Fastest
🐘 Postgres	🥇 Nitro	1.335s (-25.5% 🟢)	2.000s (-6.6% 🟢)	0.000s (-6.7% 🟢)	2.032s (-6.6% 🟢)	0.696s	30	1.00x
🐘 Postgres	Express	1.421s (-19.8% 🟢)	2.102s (-3.5%)	0.000s (NaN%)	2.115s (-3.8%)	0.694s	29	1.06x
🐘 Postgres	Next.js (Turbopack)	1.643s	2.181s	0.000s	2.204s	0.561s	28	1.23x
💻 Local	Express	2.393s (-31.0% 🟢)	2.881s (-28.6% 🟢)	0.001s (-10.7% 🟢)	2.887s (-28.5% 🟢)	0.494s	21	1.79x
💻 Local	Next.js (Turbopack)	2.811s	3.292s	0.001s	3.296s	0.486s	19	2.10x
💻 Local	Nitro	3.077s (-9.2% 🟢)	3.841s (-4.8%)	0.000s (-41.4% 🟢)	3.843s (-4.8%)	0.766s	16	2.30x

▲ Production (Vercel)

World	Framework	Workflow Time	TTFB	Slurp	Wall Time	Overhead	Samples	vs Fastest
▲ Vercel	🥇 Next.js (Turbopack)	5.383s (-4.2%)	6.939s (-0.6%)	0.000s (-100.0% 🟢)	7.456s (-1.1%)	2.074s	9	1.00x
▲ Vercel	Nitro	5.798s (+41.6% 🔺)	7.326s (+36.3% 🔺)	0.002s (+587.5% 🔺)	7.867s (+35.8% 🔺)	2.069s	8	1.08x
▲ Vercel	Express	⚠️ missing	-	-	-	-	-

🔍 Observability: Next.js (Turbopack) | Nitro

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World	🥇 Fastest Framework	Wins
💻 Local	Express	21/21
🐘 Postgres	Nitro	15/21
▲ Vercel	Nitro	13/21

Fastest World by Framework

Winner determined by most benchmark wins

Framework	🥇 Fastest World	Wins
Express	🐘 Postgres	13/21
Next.js (Turbopack)	🐘 Postgres	16/21
Nitro	🐘 Postgres	17/21

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
🌐 Turso: Community world (local development)
🌐 MongoDB: Community world (local development)
🌐 Redis: Community world (local development)
🌐 Jazz: Community world (local development)
🌐 Redis: Community world (local development)
🌐 Redis + BullMQ: Community world (local development)
🌐 Cloudflare: Community world (local development)
🌐 MySQL: Community world (local development)
🌐 Azure: Community world (local development)
🌐 NATS JetStream: Community world (local development)
🌐 Upstash: Community world (local development)

📋 View full workflow run

❌ Some benchmark jobs failed:

Local: success
Postgres: success
Vercel: failure

Check the workflow run for details.

github-actions · 2026-05-22T23:54:21Z

🧪 E2E Test Results

❌ Some tests failed

Summary

	Passed	Failed	Skipped	Total
❌ ▲ Vercel Production	1220	2	219	1441
✅ 💻 Local Development	1509	0	194	1703
❌ 📦 Local Production	1614	1	219	1834
✅ 🐘 Local Postgres	1615	0	219	1834
✅ 🪟 Windows	131	0	0	131
✅ 📋 Other	741	0	176	917
Total	6830	3	1027	7860

❌ Failed Tests

▲ Vercel Production (2 failed)

astro (1 failed):

AbortController abortViaHookWorkflow: external hook triggers abort on in-flight step

nuxt (1 failed):

AbortController abortThrowIfAbortedWorkflow: throwIfAborted causes FatalError, no retries

📦 Local Production (1 failed)

nextjs-turbopack-stable-lazy-discovery-enabled (1 failed):

wellKnownAgentWorkflow (.well-known/agent) | wrun_01KSB31NYZAHPJX9DA49BW5PKY

Details by Category

❌ ▲ Vercel Production

App	Passed	Failed	Skipped
❌ astro	104	1	26
✅ example	105	0	26
✅ express	105	0	26
✅ fastify	105	0	26
✅ hono	105	0	26
✅ nextjs-turbopack	129	0	2
✅ nextjs-webpack	129	0	2
✅ nitro	105	0	26
❌ nuxt	104	1	26
✅ sveltekit	124	0	7
✅ vite	105	0	26

✅ 💻 Local Development

App	Passed	Skipped
✅ astro-stable	106	25
✅ express-stable	106	25
✅ fastify-stable	106	25
✅ hono-stable	106	25
✅ nextjs-turbopack-canary	112	19
✅ nextjs-turbopack-stable-lazy-discovery-disabled	131	0
✅ nextjs-turbopack-stable-lazy-discovery-enabled	131	0
✅ nextjs-webpack-canary	112	19
✅ nextjs-webpack-stable-lazy-discovery-disabled	131	0
✅ nextjs-webpack-stable-lazy-discovery-enabled	131	0
✅ nuxt-stable	106	25
✅ sveltekit-stable	125	6
✅ vite-stable	106	25

❌ 📦 Local Production

App	Passed	Failed	Skipped
✅ astro-stable	106	0	25
✅ express-stable	106	0	25
✅ fastify-stable	106	0	25
✅ hono-stable	106	0	25
✅ nextjs-turbopack-canary	112	0	19
✅ nextjs-turbopack-stable-lazy-discovery-disabled	131	0	0
❌ nextjs-turbopack-stable-lazy-discovery-enabled	130	1	0
✅ nextjs-webpack-canary	112	0	19
✅ nextjs-webpack-stable-lazy-discovery-disabled	131	0	0
✅ nextjs-webpack-stable-lazy-discovery-enabled	131	0	0
✅ nitro-stable	106	0	25
✅ nuxt-stable	106	0	25
✅ sveltekit-stable	125	0	6
✅ vite-stable	106	0	25

✅ 🐘 Local Postgres

App	Passed	Skipped
✅ astro-stable	106	25
✅ express-stable	106	25
✅ fastify-stable	106	25
✅ hono-stable	106	25
✅ nextjs-turbopack-canary	112	19
✅ nextjs-turbopack-stable-lazy-discovery-disabled	131	0
✅ nextjs-turbopack-stable-lazy-discovery-enabled	131	0
✅ nextjs-webpack-canary	112	19
✅ nextjs-webpack-stable-lazy-discovery-disabled	131	0
✅ nextjs-webpack-stable-lazy-discovery-enabled	131	0
✅ nitro-stable	106	25
✅ nuxt-stable	106	25
✅ sveltekit-stable	125	6
✅ vite-stable	106	25

✅ 🪟 Windows

App	Passed	Failed	Skipped
✅ nextjs-turbopack	131	0	0

✅ 📋 Other

App	Passed	Skipped
✅ e2e-local-dev-nest-stable	106	25
✅ e2e-local-dev-tanstack-start-	106	25
✅ e2e-local-postgres-nest-stable	106	25
✅ e2e-local-postgres-tanstack-start-	106	25
✅ e2e-local-prod-nest-stable	106	25
✅ e2e-local-prod-tanstack-start-	106	25
✅ e2e-vercel-prod-tanstack-start	105	26

📋 View full workflow run

❌ Some E2E test jobs failed:

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

Check the workflow run for details.

vercel · 2026-05-22T23:56:26Z

The latest updates on your projects. Learn more about Vercel for GitHub.

Project	Deployment	Actions	Updated (UTC)
example-nextjs-workflow-turbopack	Ready	Preview, Comment	May 23, 2026 6:56pm
example-nextjs-workflow-webpack	Ready	Preview, Comment	May 23, 2026 6:56pm
example-workflow	Ready	Preview, Comment	May 23, 2026 6:56pm
workbench-astro-workflow	Ready	Preview, Comment	May 23, 2026 6:56pm
workbench-express-workflow	Ready	Preview, Comment	May 23, 2026 6:56pm
workbench-fastify-workflow	Ready	Preview, Comment	May 23, 2026 6:56pm
workbench-hono-workflow	Ready	Preview, Comment	May 23, 2026 6:56pm
workbench-nitro-workflow	Ready	Preview, Comment	May 23, 2026 6:56pm
workbench-nuxt-workflow	Ready	Preview, Comment	May 23, 2026 6:56pm
workbench-sveltekit-workflow	Ready	Preview, Comment	May 23, 2026 6:56pm
workbench-tanstack-start-workflow	Ready	Preview, Comment	May 23, 2026 6:56pm
workbench-vite-workflow	Ready	Preview, Comment	May 23, 2026 6:56pm
workflow-docs	Ready	Preview, Comment, Open in v0	May 23, 2026 6:56pm
workflow-swc-playground	Ready	Preview, Comment	May 23, 2026 6:56pm
workflow-tarballs	Ready	Preview, Comment	May 23, 2026 6:56pm
workflow-web	Ready	Preview, Comment	May 23, 2026 6:56pm

VaguelySerious · 2026-05-23T06:50:28Z

 });

+// Tools are plain async functions in this pattern. `streamText` calls them
+// from inside `runTurn` (a step), and the `"use step"` directive is a no-op


I feel like this comment is more of a changelog than describing the current state? Since we removed the "use step"

VaguelySerious

LGTM assuming this was tested, some wording nits

Co-authored-by: Peter Wielander <mittgfu@gmail.com> Signed-off-by: Karthik Kalyan <105607645+karthikscale3@users.noreply.github.com>

karthikscale3 requested a review from a team as a code owner May 22, 2026 23:54

karthikscale3 changed the title ~~docs(cookbook): clarify tools are not individually durable in streamText pattern~~ Fix cookbook pattern for AI SDK May 22, 2026

karthikscale3 changed the title ~~Fix cookbook pattern for AI SDK~~ [Docs] Fix cookbook pattern for AI SDK May 22, 2026

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VaguelySerious approved these changes May 23, 2026

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Comment thread docs/content/docs/v4/cookbook/integrations/ai-sdk.mdx Outdated

Apply suggestion from @VaguelySerious

f5f1655

Co-authored-by: Peter Wielander <mittgfu@gmail.com> Signed-off-by: Karthik Kalyan <105607645+karthikscale3@users.noreply.github.com>

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Conversation

karthikscale3 commented May 22, 2026

Summary

Changes (applied identically to v4 and v5)

Test plan

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📊 Benchmark Results

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

💻 Local Development

▲ Production (Vercel)

Summary

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🧪 E2E Test Results

Summary

❌ Failed Tests

Details by Category

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VaguelySerious May 23, 2026

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changeset-bot Bot commented May 22, 2026 •

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vercel Bot commented May 22, 2026 •

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