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AGNT5 cookbooks

End-to-end production AI workflow patterns for durability, debugging, evals, and recovery.

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Debug and replay a failed AI workflow

Inspect a failed run, replay it locally, patch the failure, and resume from the failed step.

TracesReplayRecovery
May 13, 2026
Build a durable human-approval AI workflow

Pause for approval, survive worker restarts, and execute the final side effect exactly once.

HITLDurabilitySide effects
May 13, 2026
Retry AI workflow steps without duplicate side effects

Use idempotency keys and journaled receipts so retries do not duplicate emails, tickets, or payments.

RetriesIdempotencySide effects
May 13, 2026
Turn a failed production AI run into an eval

Capture a bad production run, convert it into an eval case, and compare fixed prompts before release.

EvalsReplayProduction
May 13, 2026
Build a durable research agent with approval and recovery

Checkpoint search, extraction, artifacts, and final human approval across a long-running report workflow.

AgentsHITLArtifacts
May 13, 2026
Debug AI workflows with traces, not scattered logs

Compare log-only debugging with workflow-native traces that preserve inputs, outputs, retries, and state.

ObservabilityTracesLogs
May 13, 2026
Run any AI agent framework on a durable workflow runtime

Wrap LangGraph, OpenAI Agents SDK, Vercel AI SDK, or plain Python in durable AGNT5 steps.

FrameworksAgentsDurability
May 13, 2026
Build a customer support agent

Search docs, draft replies, wait for review, and turn support outcomes into eval cases.

AgentsRAGEvals
May 13, 2026
Build a deep research agent

Run long research jobs with search tools, streamed progress, trace inspection, and completion notices.

AgentsLong-runningTools
May 13, 2026
Build a document processing pipeline

Extract structured fields, validate them, pause for review, and retry failed document steps safely.

DocumentsStructured outputReview
May 13, 2026
Build a data extraction workflow

Call tools, force JSON outputs, recover from malformed responses, and inspect every extraction step.

Structured outputToolsTraces
May 13, 2026
Build a RAG chatbot with memory

Retrieve knowledge, preserve user context, isolate tenants, and trace each answer back to evidence.

RAGMemoryTenancy
May 13, 2026
Build a webhook triage agent

Receive events, deduplicate delivery attempts, run async triage, and expose a trace per webhook.

WebhooksDedupeAsync
May 13, 2026
Build a model comparison workflow

Run the same case through multiple models, score outputs, and promote the release candidate.

EvalsModelsCI
May 13, 2026
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