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docs: add AI generation pipelines guide#1108

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johnlindquist wants to merge 6 commits intomainfrom
docs/ai-generation
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docs: add AI generation pipelines guide#1108
johnlindquist wants to merge 6 commits intomainfrom
docs/ai-generation

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@johnlindquist johnlindquist commented Feb 18, 2026

Summary

  • Adds generation pipelines guide to the AI Agents documentation section
  • Covers batch content generation, image/media generation, multi-stage pipelines, fan-out patterns, progress streaming, and AI error handling
  • Motivated by usage data: 155 teams using AI/ML workflows but docs only cover chat-based agents

Test plan

  • Verify MDX renders correctly
  • Verify code examples are syntactically valid (all 7 code samples pass pnpm test:docs)
  • Verify meta.json navigation works
  • Link validation passes (bun run lint:links - 0 errors)

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⚠️ No Changeset found

Latest commit: 74ddd79

Merging this PR will not cause a version bump for any packages. If these changes should not result in a new version, you're good to go. If these changes should result in a version bump, you need to add a changeset.

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🧪 E2E Test Results

❌ Some tests failed

Summary

Passed Failed Skipped Total
✅ ▲ Vercel Production 523 0 49 572
✅ 💻 Local Development 556 0 68 624
✅ 📦 Local Production 556 0 68 624
❌ 🐘 Local Postgres 555 1 68 624
✅ 🪟 Windows 49 0 3 52
❌ 🌍 Community Worlds 111 45 9 165
✅ 📋 Other 135 0 21 156
Total 2485 46 286 2817

❌ Failed Tests

🐘 Local Postgres (1 failed)

vite-stable (1 failed):

  • webhookWorkflow
🌍 Community Worlds (45 failed)

turso (45 failed):

  • addTenWorkflow
  • addTenWorkflow
  • should work with react rendering in step
  • promiseAllWorkflow
  • promiseRaceWorkflow
  • promiseAnyWorkflow
  • hookWorkflow
  • webhookWorkflow
  • sleepingWorkflow
  • parallelSleepWorkflow
  • nullByteWorkflow
  • workflowAndStepMetadataWorkflow
  • fetchWorkflow
  • promiseRaceStressTestWorkflow
  • 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 retry behavior RetryableError respects custom retryAfter delay
  • error handling retry behavior maxRetries=0 disables retries
  • error handling retry behavior workflow completes despite transient 5xx on step_completed
  • error handling catchability FatalError can be caught and detected with FatalError.is()
  • hookCleanupTestWorkflow - hook token reuse after workflow completion
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously
  • stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars)
  • stepFunctionWithClosureWorkflow - step function with closure variables passed as argument
  • closureVariableWorkflow - nested step functions with closure variables
  • spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step
  • health check (queue-based) - workflow and step endpoints respond to health check messages
  • pathsAliasWorkflow - TypeScript path aliases resolve correctly
  • Calculator.calculate - static workflow method using static step methods from another class
  • AllInOneService.processNumber - static workflow method using sibling static step methods
  • ChainableService.processWithThis - static step methods using this to reference the class
  • thisSerializationWorkflow - step function invoked with .call() and .apply()
  • customSerializationWorkflow - custom class serialization with WORKFLOW_SERIALIZE/WORKFLOW_DESERIALIZE
  • instanceMethodStepWorkflow - instance methods with "use step" directive
  • crossContextSerdeWorkflow - classes defined in step code are deserializable in workflow context
  • stepFunctionAsStartArgWorkflow - step function reference passed as start() argument
  • cancelRun - cancelling a running workflow
  • cancelRun via CLI - cancelling a running workflow
  • pages router addTenWorkflow via pages router
  • pages router promiseAllWorkflow via pages router
  • pages router sleepingWorkflow via pages router

Details by Category

✅ ▲ Vercel Production
App Passed Failed Skipped
✅ astro 47 0 5
✅ example 47 0 5
✅ express 47 0 5
✅ fastify 47 0 5
✅ hono 47 0 5
✅ nextjs-turbopack 50 0 2
✅ nextjs-webpack 50 0 2
✅ nitro 47 0 5
✅ nuxt 47 0 5
✅ sveltekit 47 0 5
✅ vite 47 0 5
✅ 💻 Local Development
App Passed Failed Skipped
✅ astro-stable 45 0 7
✅ express-stable 45 0 7
✅ fastify-stable 45 0 7
✅ hono-stable 45 0 7
✅ nextjs-turbopack-canary 49 0 3
✅ nextjs-turbopack-stable 49 0 3
✅ nextjs-webpack-canary 49 0 3
✅ nextjs-webpack-stable 49 0 3
✅ nitro-stable 45 0 7
✅ nuxt-stable 45 0 7
✅ sveltekit-stable 45 0 7
✅ vite-stable 45 0 7
✅ 📦 Local Production
App Passed Failed Skipped
✅ astro-stable 45 0 7
✅ express-stable 45 0 7
✅ fastify-stable 45 0 7
✅ hono-stable 45 0 7
✅ nextjs-turbopack-canary 49 0 3
✅ nextjs-turbopack-stable 49 0 3
✅ nextjs-webpack-canary 49 0 3
✅ nextjs-webpack-stable 49 0 3
✅ nitro-stable 45 0 7
✅ nuxt-stable 45 0 7
✅ sveltekit-stable 45 0 7
✅ vite-stable 45 0 7
❌ 🐘 Local Postgres
App Passed Failed Skipped
✅ astro-stable 45 0 7
✅ express-stable 45 0 7
✅ fastify-stable 45 0 7
✅ hono-stable 45 0 7
✅ nextjs-turbopack-canary 49 0 3
✅ nextjs-turbopack-stable 49 0 3
✅ nextjs-webpack-canary 49 0 3
✅ nextjs-webpack-stable 49 0 3
✅ nitro-stable 45 0 7
✅ nuxt-stable 45 0 7
✅ sveltekit-stable 45 0 7
❌ vite-stable 44 1 7
✅ 🪟 Windows
App Passed Failed Skipped
✅ nextjs-turbopack 49 0 3
❌ 🌍 Community Worlds
App Passed Failed Skipped
✅ mongodb-dev 3 0 0
✅ mongodb 49 0 3
✅ redis-dev 3 0 0
✅ redis 49 0 3
✅ turso-dev 3 0 0
❌ turso 4 45 3
✅ 📋 Other
App Passed Failed Skipped
✅ e2e-local-dev-nest-stable 45 0 7
✅ e2e-local-postgres-nest-stable 45 0 7
✅ e2e-local-prod-nest-stable 45 0 7

📋 View full workflow run

❌ Some E2E test jobs failed:

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

Check the workflow run for details.

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📊 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 🥇 Nitro 0.031s (-4.0%) 1.005s (~) 0.974s 10 1.00x
💻 Local Express 0.033s (-0.9%) 1.005s (~) 0.972s 10 1.05x
🐘 Postgres Nitro 0.053s (-6.7% 🟢) 1.010s (~) 0.957s 10 1.70x
🐘 Postgres Express 0.055s (+2.6%) 1.012s (~) 0.957s 10 1.77x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Next.js (Turbopack) 0.524s (-7.4% 🟢) 2.285s (+14.7% 🔺) 1.761s 10 1.00x
▲ Vercel Nitro 0.668s (+25.0% 🔺) 2.338s (+28.9% 🔺) 1.670s 10 1.27x
▲ 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 1.104s (~) 2.005s (~) 0.901s 10 1.00x
💻 Local Nitro 1.105s (~) 2.006s (~) 0.901s 10 1.00x
🐘 Postgres Nitro 1.125s (-0.8%) 2.010s (~) 0.885s 10 1.02x
🐘 Postgres Express 1.141s (~) 2.012s (~) 0.871s 10 1.03x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Nitro 2.259s (+15.8% 🔺) 3.465s (+17.7% 🔺) 1.206s 10 1.00x
▲ Vercel Next.js (Turbopack) 2.391s (+22.9% 🔺) 3.438s (+11.3% 🔺) 1.048s 10 1.06x
▲ 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 🥇 Nitro 10.799s (~) 11.021s (~) 0.222s 3 1.00x
💻 Local Express 10.831s (~) 11.023s (~) 0.191s 3 1.00x
🐘 Postgres Nitro 10.855s (~) 11.040s (~) 0.185s 3 1.01x
🐘 Postgres Express 10.893s (~) 11.040s (~) 0.147s 3 1.01x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Next.js (Turbopack) 16.822s (+4.0%) 18.076s (+6.1% 🔺) 1.254s 2 1.00x
▲ Vercel Nitro 17.468s (+9.3% 🔺) 19.236s (+13.7% 🔺) 1.768s 2 1.04x
▲ Vercel Express ⚠️ missing - - - -

🔍 Observability: Next.js (Turbopack) | Nitro

workflow with 25 sequential steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
🐘 Postgres 🥇 Nitro 27.189s (-0.6%) 28.055s (~) 0.866s 3 1.00x
🐘 Postgres Express 27.254s (~) 28.063s (~) 0.810s 3 1.00x
💻 Local Nitro 27.445s (~) 28.050s (~) 0.605s 3 1.01x
💻 Local Express 27.516s (~) 28.052s (~) 0.536s 3 1.01x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Next.js (Turbopack) 43.962s (+1.2%) 45.195s (+1.1%) 1.233s 2 1.00x
▲ Vercel Nitro 44.385s (+4.2%) 45.755s (+5.5% 🔺) 1.371s 2 1.01x
▲ Vercel Express ⚠️ missing - - - -

🔍 Observability: Next.js (Turbopack) | Nitro

workflow with 50 sequential steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
🐘 Postgres 🥇 Express 55.016s (~) 55.091s (~) 0.075s 2 1.00x
🐘 Postgres Nitro 55.027s (~) 55.099s (-1.8%) 0.072s 2 1.00x
💻 Local Nitro 57.173s (~) 58.096s (~) 0.923s 2 1.04x
💻 Local Express 57.322s (~) 58.103s (~) 0.780s 2 1.04x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Nitro 94.826s (+2.2%) 95.683s (+2.6%) 0.857s 1 1.00x
▲ Vercel Next.js (Turbopack) 97.801s (-2.5%) 98.923s (-2.3%) 1.122s 1 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
🐘 Postgres 🥇 Nitro 1.364s (+0.9%) 2.010s (~) 0.646s 15 1.00x
🐘 Postgres Express 1.373s (~) 2.010s (~) 0.637s 15 1.01x
💻 Local Express 1.408s (~) 2.005s (~) 0.597s 15 1.03x
💻 Local Nitro 1.408s (-1.6%) 2.006s (~) 0.597s 15 1.03x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Next.js (Turbopack) 2.383s (+7.5% 🔺) 3.479s (+10.7% 🔺) 1.095s 9 1.00x
▲ Vercel Nitro 2.519s (-1.6%) 3.576s (+2.5%) 1.057s 9 1.06x
▲ Vercel Express ⚠️ missing - - - -

🔍 Observability: Next.js (Turbopack) | Nitro

Promise.all with 25 concurrent steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
🐘 Postgres 🥇 Nitro 2.002s (+2.8%) 2.515s (~) 0.513s 12 1.00x
🐘 Postgres Express 2.016s (+3.9%) 2.514s (+1.6%) 0.498s 12 1.01x
💻 Local Nitro 2.564s (-2.0%) 3.008s (~) 0.444s 10 1.28x
💻 Local Express 2.628s (+4.1%) 3.007s (~) 0.379s 10 1.31x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Nitro 2.921s (-8.7% 🟢) 4.086s (-18.4% 🟢) 1.165s 8 1.00x
▲ Vercel Next.js (Turbopack) 3.019s (-4.3%) 3.940s (-3.1%) 0.922s 8 1.03x
▲ 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 3.552s (+3.9%) 4.269s (+5.9% 🔺) 0.717s 8 1.00x
🐘 Postgres Express 4.071s (+23.7% 🔺) 4.601s (+17.9% 🔺) 0.529s 7 1.15x
💻 Local Nitro 7.224s (-2.3%) 8.017s (~) 0.793s 4 2.03x
💻 Local Express 7.537s (~) 8.021s (~) 0.483s 4 2.12x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Nitro 3.052s (-5.1% 🟢) 3.995s (-14.8% 🟢) 0.943s 8 1.00x
▲ Vercel Next.js (Turbopack) 11.069s (+207.6% 🔺) 11.847s (+155.4% 🔺) 0.778s 5 3.63x
▲ Vercel Express ⚠️ missing - - - -

🔍 Observability: Nitro | Next.js (Turbopack)

Promise.race with 10 concurrent steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
🐘 Postgres 🥇 Nitro 1.359s (~) 2.010s (~) 0.651s 15 1.00x
🐘 Postgres Express 1.399s (+3.0%) 2.010s (~) 0.611s 15 1.03x
💻 Local Nitro 1.425s (~) 2.005s (~) 0.580s 15 1.05x
💻 Local Express 1.455s (+1.8%) 2.004s (~) 0.549s 15 1.07x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Nitro 2.102s (-1.7%) 3.271s (+7.8% 🔺) 1.169s 10 1.00x
▲ Vercel Next.js (Turbopack) 2.310s (+14.2% 🔺) 3.342s (+8.9% 🔺) 1.031s 10 1.10x
▲ Vercel Express ⚠️ missing - - - -

🔍 Observability: Nitro | Next.js (Turbopack)

Promise.race with 25 concurrent steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
🐘 Postgres 🥇 Nitro 1.927s (-1.6%) 2.398s (-3.1%) 0.471s 13 1.00x
🐘 Postgres Express 2.014s (+0.7%) 2.514s (~) 0.500s 12 1.05x
💻 Local Nitro 2.735s (-0.6%) 3.007s (~) 0.271s 10 1.42x
💻 Local Express 2.801s (+5.0%) 3.009s (~) 0.208s 10 1.45x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Nitro 2.517s (+4.4%) 3.682s (+12.0% 🔺) 1.165s 9 1.00x
▲ Vercel Next.js (Turbopack) 2.967s (+17.6% 🔺) 4.092s (+22.6% 🔺) 1.124s 8 1.18x
▲ Vercel Express ⚠️ missing - - - -

🔍 Observability: Nitro | Next.js (Turbopack)

Promise.race with 50 concurrent steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
🐘 Postgres 🥇 Nitro 3.376s (+5.1% 🔺) 4.309s (+10.6% 🔺) 0.933s 7 1.00x
🐘 Postgres Express 3.782s (+9.7% 🔺) 4.459s (+7.5% 🔺) 0.677s 7 1.12x
💻 Local Express 8.025s (+3.2%) 8.520s (+3.0%) 0.495s 4 2.38x
💻 Local Nitro 8.187s (+4.3%) 9.018s (+5.8% 🔺) 0.831s 4 2.42x
💻 Local Next.js (Turbopack) ⚠️ missing - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - -

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Next.js (Turbopack) 3.181s (-5.9% 🟢) 4.180s (-3.6%) 1.000s 8 1.00x
▲ Vercel Nitro 3.289s (+1.4%) 4.297s (+2.4%) 1.008s 7 1.03x
▲ 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 🥇 Nitro 0.169s (-4.9%) 1.002s (~) 0.011s (-2.7%) 1.016s (~) 0.848s 10 1.00x
💻 Local Express 0.175s (+1.0%) 1.002s (~) 0.011s (+5.5% 🔺) 1.017s (~) 0.842s 10 1.04x
🐘 Postgres Express 0.180s (-6.7% 🟢) 0.995s (~) 0.001s (-6.7% 🟢) 1.012s (~) 0.832s 10 1.07x
🐘 Postgres Nitro 0.185s (-5.9% 🟢) 0.991s (~) 0.001s (-29.4% 🟢) 1.011s (~) 0.826s 10 1.10x
💻 Local Next.js (Turbopack) ⚠️ missing - - - - -
🐘 Postgres Next.js (Turbopack) ⚠️ missing - - - - -

▲ Production (Vercel)

World Framework Workflow Time TTFB Slurp Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Nitro 1.535s (+8.2% 🔺) 1.692s (~) 0.188s (+65.9% 🔺) 2.330s (+6.7% 🔺) 0.795s 10 1.00x
▲ Vercel Next.js (Turbopack) 1.723s (+16.8% 🔺) 2.370s (+35.6% 🔺) 0.101s (+5.9% 🔺) 2.948s (+31.7% 🔺) 1.225s 10 1.12x
▲ Vercel Express ⚠️ missing - - - - -

🔍 Observability: Nitro | Next.js (Turbopack)

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World 🥇 Fastest Framework Wins
💻 Local Nitro 9/12
🐘 Postgres Nitro 10/12
▲ Vercel Nitro 7/12
Fastest World by Framework

Winner determined by most benchmark wins

Framework 🥇 Fastest World Wins
Express 🐘 Postgres 8/12
Next.js (Turbopack) ▲ Vercel 12/12
Nitro 🐘 Postgres 6/12
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)

📋 View full workflow run

❌ Some benchmark jobs failed:

  • Local: success
  • Postgres: success
  • Vercel: failure

Check the workflow run for details.

@johnlindquist johnlindquist requested a review from a team as a code owner February 25, 2026 20:12
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