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    "url": "https://docs.temporal.io",
    "excerpt": "Temporal delivers crash-proof execution by guaranteeing that applications resume exactly where they left off after crashes, network failures, or infrastructure outages",
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    "url": "https://docs.temporal.io/workflows",
    "excerpt": "You can execute a Workflow Definition any number of times, potentially providing different input each time",
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    "url": "https://docs.temporal.io/activities",
    "excerpt": "An Activity is a normal function or method that executes a single, well-defined action (either short or long running), such as calling another service, transcoding a media file, or sending an email message.",
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    "url": "https://docs.temporal.io/encyclopedia/retry-policies",
    "excerpt": "Temporal's default behavior is to automatically retry an Activity that fails, so transient or intermittent failures require no action on your part.",
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    "url": "https://docs.temporal.io/schedule",
    "excerpt": "A Schedule contains instructions for starting a Workflow Execution at specific times.",
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    "url": "https://docs.temporal.io/encyclopedia/workflow-message-passing",
    "excerpt": "Temporal supports three types of messages: Signals, Queries, and Updates",
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  },
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    "id": "temporal-docs-7",
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    "url": "https://docs.temporal.io/worker-versioning",
    "excerpt": "You can declare each Workflow type to have a Versioning Behavior, either Pinned or Auto-Upgrade, in your Workflow config",
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  },
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    "url": "https://docs.temporal.io/web-ui",
    "excerpt": "The Temporal Web UI provides users with Workflow Execution state and metadata for debugging purposes.",
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  },
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    "url": "https://docs.temporal.io/ai",
    "excerpt": "Long-running, stateful agent loops that call LLMs and tools, wait on humans, and pick up exactly where they left off after a failure.",
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  },
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    "url": "https://docs.temporal.io/cli",
    "excerpt": "The CLI includes a local Temporal development service for fast feedback while building or testing your application.",
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  },
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    "url": "https://docs.temporal.io/cli/setup-cli",
    "excerpt": "The CLI is available for macOS, Linux, and Windows, or as a Docker image.",
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  },
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    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "Deployment: Choose a deployment approach (Docker, Kubernetes, or manual) and set up a production-ready Temporal Service.",
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  },
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    "url": "https://docs.temporal.io/security",
    "excerpt": "Explore the security features of our SaaS offering, including mTLS, end-to-end encryption, and enterprise compliance.",
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  },
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    "id": "temporal-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/develop/typescript",
    "excerpt": "a short walkthrough of how to use the Temporal primitives (Activities, Workflows, and Workers) to build and run a Temporal application",
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  },
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    "url": "https://docs.temporal.io/develop/typescript/testing-suite",
    "excerpt": "Because the test server supports skipping time, use the test server for both end-to-end and integration tests with Workers.",
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  },
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    "url": "https://docs.temporal.io/cloud/limits",
    "excerpt": "Default limit: 300 Users",
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  },
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    "url": "https://docs.temporal.io/nexus",
    "excerpt": "Nexus lets teams selectively expose functionality that other teams can discover and reuse, without exposing their internal implementation details.",
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  },
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    "url": "https://docs.temporal.io/evaluate/why-temporal",
    "excerpt": "By shifting the burden of failure handling from the application to the platform, there is less code for application developers to write, test, an",
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    "tier": "claimed-docs",
    "url": "https://trust.temporal.io",
    "excerpt": "SOC 2 Type II GDPR HIPAA CCPA",
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  },
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    "id": "temporal-docs-20",
    "tier": "claimed-docs",
    "url": "https://temporal.io/pricing",
    "excerpt": "99.9% SLA, 99.99% HA options Multi-Cloud & Multi-Region User Roles Service Accounts & API Keys Audit Logging",
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    "url": "https://temporal.io/changelog",
    "excerpt": "Projects provide a first-class way to organize Temporal Cloud resources including namespaces, Nexus endpoints, and more.",
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    "id": "temporal-docs-22",
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    "url": "https://temporal.io/changelog",
    "excerpt": "Serverless Workers for AWS Lambda allows Temporal to control the scaling and lifecycle of Workers running as Lambda functions, enabling direct responses to available work and automatic autoscaling without any infrastructure to manage.",
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  },
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    "id": "temporal-gh-1",
    "tier": "github",
    "url": "https://github.com/temporalio/temporal",
    "excerpt": "temporal server start-dev",
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  },
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    "url": "https://docs.temporal.io/schedule",
    "excerpt": "Schedules provide a more flexible and user-friendly approach than Temporal Cron Jobs.",
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  },
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    "id": "temporal-docs-24",
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    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "This starts a complete Temporal Service with Web UI on your local machine.",
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  },
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    "id": "temporal-docs-25",
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    "url": "https://docs.temporal.io/develop/python/integrations/openai-agents",
    "excerpt": "model calls are executed as Activities, so they retry durably and are not repeated during Workflow replay. Your agents survive Worker restarts and can run for extended periods without losing state.",
    "fetchedAt": "2026-09-10T19:35:55.820Z"
  },
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    "url": "https://docs.temporal.io/cli/batch",
    "excerpt": "Show the progress of an ongoing batch job. Pass a valid job ID to display its information",
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  },
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    "url": "https://docs.temporal.io/cloud/metrics",
    "excerpt": "Start with the OpenMetrics Quickstart to create a Service Account, generate an API key, and stream metrics into Datadog, Elastic, Grafana Cloud, New Relic, ClickStack, or self-hosted Prometheus in about 5 minutes.",
    "fetchedAt": "2026-09-10T19:35:55.820Z"
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    "url": "https://temporal.io/changelog",
    "excerpt": "Serverless Workers for Google Cloud Run allows Temporal to control the scaling of Worker Pools in Cloud Run, allowing for direct responses to available work and more efficient autoscaling.",
    "fetchedAt": "2026-09-10T19:35:55.820Z"
  },
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    "url": "https://docs.temporal.io/develop/worker-performance",
    "excerpt": "Use the pages in this guide for practical methods for querying Task Queue information, and strategies for tuning Workers and Task Queue processing so you manage your resources effectively.",
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    "url": "https://temporal.io/pricing",
    "excerpt": "User Roles\n*   Service Accounts & API Keys\n*   Audit Logging\n*   Workflow Management\n*   Workflow Availability",
    "fetchedAt": "2026-09-10T19:35:55.820Z"
  },
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    "id": "temporal-docs-31",
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    "url": "https://docs.temporal.io/security",
    "excerpt": "Learn how Temporal Cloud provides provable security by design - orchestrating encrypted workflows without ever accessing your sensitive data.",
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  },
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    "id": "temporal-docs-32",
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    "url": "https://docs.temporal.io/develop/typescript/testing-suite",
    "excerpt": "Because the test server supports skipping time, use the t",
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    "url": "https://docs.temporal.io/ai/cookbook",
    "excerpt": "Build a durable agentic loop in Python with Claude tool calling and Temporal.",
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    "url": "https://docs.temporal.io/workflows",
    "excerpt": "Workflow Definition ... Workflow Execution ... Schedules ... Dynamic Handler ... Cron Job",
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    "url": "https://docs.temporal.io/activities",
    "excerpt": "An Activity is a normal function or method ... that executes a single, well-defined action (either short or long running), such as calling another service, transcoding a media file, or sending an email message.",
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    "url": "https://docs.temporal.io/encyclopedia/retry-policies",
    "excerpt": "Temporal's default behavior is to automatically ... A Retry Policy is a collection of settings that tells Temporal how and when to try again after something fails",
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    "url": "https://docs.temporal.io/schedule",
    "excerpt": "A Schedule contains instructions for starting a Workflow Execution at specific times. Schedules provide a more flexible and user-friendly approach than Temporal Cron Jobs.",
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    "url": "https://docs.temporal.io/encyclopedia/workflow-message-passing",
    "excerpt": "Workflows can be thought of as stateful web services that can receive messages. The Workflow can have message handlers, akin to endpoints",
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  },
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    "id": "temporal-docs-39",
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    "url": "https://docs.temporal.io/worker-versioning",
    "excerpt": "This page defines some of the underlying concepts used in Worker Versioning ... Worker Deployments ... Worker Deployment Versions ... Versioning Behaviors",
    "fetchedAt": "2026-09-16T21:53:21.086Z"
  },
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    "url": "https://docs.temporal.io/web-ui",
    "excerpt": "The Temporal Web UI provides users with Workflow Execution state and metadata for debugging purposes. It ships with every Temporal CLI release",
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    "id": "temporal-docs-41",
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    "url": "https://docs.temporal.io/ai",
    "excerpt": "a Workflow resumes automatically after a crash, a network timeout, or a multi-day wait for a human to approve a step",
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    "url": "https://docs.temporal.io/cli",
    "excerpt": "The Temporal CLI (`temporal`) provides direct access to a Temporal Service via the terminal. Use it to manage, monitor, and debug Temporal applications",
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    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "This guide shows you how to self-host open source infrastructure software that orchestrates your durable applications.",
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    "url": "https://docs.temporal.io/security",
    "excerpt": "Explore the security features of our SaaS offering, including mTLS, end-to-end en",
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    "url": "https://docs.temporal.io/cloud/limits",
    "excerpt": "Temporal Cloud enforces three kinds of limits to keep the service reliable: rate limits ... resource limits ... and configuration limits",
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    "url": "https://docs.temporal.io/evaluate/why-temporal",
    "excerpt": "The usual answer is retry logic, a state table, a message queue, a scheduler, and a reconciliation job — code that has nothing to do with the problem you set out to solve",
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    "id": "temporal-docs-47",
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    "url": "https://docs.temporal.io/develop/python/integrations/openai-agents",
    "excerpt": "Temporal's integration with the OpenAI Agents SDK for Python lets you run agents as Temporal Workflows.",
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    "url": "https://docs.temporal.io/ai/cookbook",
    "excerpt": "Call an LLM from a durable Temporal Workflow in Python using the OpenAI API library.",
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  },
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    "url": "https://docs.temporal.io/develop/worker-performance",
    "excerpt": "This guide covers metrics and configurations that drive the efficiency of your Worker fleet.",
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    "url": "https://docs.temporal.io/encyclopedia/temporal-client.md",
    "excerpt": "Start a Workflow Execution\n- Get the result of Workflow Execution\n- List Workflow Executions\n- Query a Workflow Execution\n- Signal a Workflow Execution",
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    "url": "https://temporal.io/pricing",
    "excerpt": "No commitment. No minimums. ... Start for free with $150 in credits",
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    "url": "https://temporal.io/changelog",
    "excerpt": "Projects provide a first-class way to organize Temporal Cloud resources inclu",
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    "tier": "github",
    "url": "https://github.com/temporalio/temporal",
    "excerpt": "Temporal—durable execution platform",
    "fetchedAt": "2026-09-16T21:53:21.086Z"
  },
  {
    "id": "temporal-comm-1",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/24815640",
    "excerpt": "I haven't yet used Temporal, but spent a lot of time evaluating it and its predecessor Cadence. It models long-running business logic as ordinary code (Workflows) with side effects in Activities, handled by the Temporal runtime. I'm excited about its potential for complex, long-running processes.",
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  },
  {
    "id": "temporal-comm-2",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/24815640",
    "excerpt": "Surprised to see Ruby and PHP SDKs, but no JS [for Temporal].",
    "fetchedAt": "2026-09-10T18:46:01.307Z"
  },
  {
    "id": "temporal-comm-3",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/35804220",
    "excerpt": "It [Temporal] is a replica of Amazon Simple Workflow as far as I can see. Which is not a bad thing, SWF is great and does not get much attention.",
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  },
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    "id": "temporal-comm-4",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/35804220",
    "excerpt": "A lot of the good visualization Temporal offers is already possible with Netflix Conductor, which is OSS, free, and backed by a company called Orkes.",
    "fetchedAt": "2026-09-10T18:46:01.307Z"
  },
  {
    "id": "temporal-comm-5",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/40287341",
    "excerpt": "We migrated from an in-house redis queuing system to Temporal. The worst part has been error/anomaly handling: workflows can hit a state that reads in-progress with errors buried in the event log, and we still haven't figured out how to programmatically respond. Documentation is quite bad.",
    "fetchedAt": "2026-09-10T18:46:01.307Z"
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    "id": "temporal-comm-6",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/40287341",
    "excerpt": "During an evaluation I found a bug in their [Temporal's] library. I went to their Slack, posted about it, and they gave a workaround in 15 minutes, created an issue in 30, and had a bugfix PR ready the next day. Pretty impressed with their team.",
    "fetchedAt": "2026-09-10T18:46:01.307Z"
  },
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    "id": "temporal-comm-7",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/40287341",
    "excerpt": "No, the whole point of Temporal is to distribute work across machines without worrying too much about orchestration. You can retry any unit easily on failure and specify non-retryable errors. What it requires in exchange is full determinism. Source: I'm a user since over a year ago.",
    "fetchedAt": "2026-09-10T18:46:01.307Z"
  },
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    "id": "temporal-comm-8",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/40287341",
    "excerpt": "Temporal is completely above and beyond Asyncio. It's a full scheduling of work and queues that's cross-machine, cross-language, and very transparent. I'm doing a lot of work with alert handling and provisioning systems using Temporal.",
    "fetchedAt": "2026-09-10T18:46:01.307Z"
  },
  {
    "id": "temporal-comm-9",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=42876840",
    "excerpt": "It's an awesome tool for durable execution, I've been using it in my OSS projects, and it has been instrumental in building a leading Reverse ETL platform powered by Temporal.",
    "fetchedAt": "2026-09-10T18:46:01.307Z"
  },
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    "id": "temporal-probe-1",
    "tier": "probe",
    "url": "https://docs.temporal.io/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.temporal.io/llms.txt # Temporal Platform Documentation\n\n> This file is a structured index of Temporal's documentation, following the llmstxt.",
    "fetchedAt": "2026-09-16T21:53:22.487Z"
  },
  {
    "id": "temporal-probe-2",
    "tier": "probe",
    "url": "https://docs.temporal.io/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://docs.temporal.io/openapi.json, https://docs.temporal.io/swagger.json, https://docs.temporal.io/api/openapi.json, https://docs.temporal.io/.well-known/openapi.json)",
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    "tier": "probe",
    "url": "https://docs.temporal.io/cli",
    "excerpt": "official CLI documented at https://docs.temporal.io/cli",
    "fetchedAt": "2026-09-16T21:53:22.487Z"
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]