[
  {
    "id": "temporal-docs-1",
    "tier": "claimed-docs",
    "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",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-2",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/cli",
    "excerpt": "temporal server start-dev",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-3",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/cli",
    "excerpt": "Use it to manage, monitor, and debug Temporal applications, plus run an embedded development service when you need fast local feedback.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/cli",
    "excerpt": "Use the extension to manage your Temporal Cloud control plane resources, including Namespaces, Users, Service Accounts, API keys, and perform other operational and administrative tasks.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-5",
    "tier": "claimed-docs",
    "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.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-6",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "Namespaces: Create and manage Namespace isolation, retention, and related configuration.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "Data encryption: Use Payload Codecs and Codec Server patterns to protect sensitive Workflow data.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-8",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "Archival: Move closed Workflow Histories and Visibility records to blob storage for longer retention.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-9",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "Multi-Cluster Replication: Replicate Workflow state across clusters for failover and disaster recovery.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/evaluate/understanding-temporal",
    "excerpt": "If an Activity fails, Temporal automatically retries it based on your configuration.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/evaluate/understanding-temporal",
    "excerpt": "Temporal isn't a no-code Workflow engine — it is Workflows-as-Code.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/evaluate/understanding-temporal",
    "excerpt": "But if you just need to execute a single Activity, use a Standalone Activity.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/develop/typescript/workflows/versioning",
    "excerpt": "The Worker Versioning feature allows you to tag your Workers and programmatically roll them out in versioned deployments, so that old Workers can run old code paths and new Workers can run new code paths.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/develop/typescript/workflows/versioning",
    "excerpt": "It applies a code change to new Workflow Executions while avoiding disruptive changes to in-progress Workflow Executions.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-15",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/schedule",
    "excerpt": "A Schedule contains instructions for starting a Workflow Execution at specific times.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/schedule",
    "excerpt": "Use a phase offset when you need your recurring Schedule to fire at a specific, human-meaningful time like every 10 days at 5pm UTC on a particular date",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/develop/python",
    "excerpt": "Google ADK integration",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/develop/typescript",
    "excerpt": "Vercel AI SDK integration",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-19",
    "tier": "claimed-docs",
    "url": "https://temporal.io/solutions/ai",
    "excerpt": "Orchestrate your workflows, AI apps, and agents across any models, tools, systems, and length of time. Reliably complete complex work at any scale with Durable Execution.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-20",
    "tier": "claimed-docs",
    "url": "https://temporal.io/pricing",
    "excerpt": "By default, all Namespaces start with On-Demand mode at 500 APS, scaling automatically based on 7-day usage.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-21",
    "tier": "claimed-docs",
    "url": "https://temporal.io/pricing",
    "excerpt": "SAML SSO included",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-gh-1",
    "tier": "github",
    "url": "https://github.com/temporalio/temporal",
    "excerpt": "temporal operator namespace list\ntemporal workflow list",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-gh-2",
    "tier": "github",
    "url": "https://github.com/temporalio/temporal",
    "excerpt": "Try Temporal Web UI by opening http://localhost:8233 for viewing your sample workflows executing on Temporal.",
    "fetchedAt": "2026-09-05T00:15:14.853Z"
  },
  {
    "id": "temporal-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "Choose a deployment approach (Docker, Kubernetes, or manual) and set up a production-ready Temporal Service.",
    "fetchedAt": "2026-09-05T00:18:03.256Z"
  },
  {
    "id": "temporal-docs-23",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "Use Payload Codecs and Codec Server patterns to protect sensitive Workflow data.",
    "fetchedAt": "2026-09-05T00:18:03.256Z"
  },
  {
    "id": "temporal-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "Replicate Workflow state across clusters for failover and disaster recovery.",
    "fetchedAt": "2026-09-05T00:18:03.256Z"
  },
  {
    "id": "temporal-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/schedule",
    "excerpt": "Schedules provide a more flexible and user-friendly approach than Temporal Cron Jobs.",
    "fetchedAt": "2026-09-05T00:18:03.256Z"
  },
  {
    "id": "temporal-docs-26",
    "tier": "claimed-docs",
    "url": "https://temporal.io/solutions/ai",
    "excerpt": "Orchestrate your workflows, AI apps, and agents across any models, tools, systems, and length of time.",
    "fetchedAt": "2026-09-05T00:18:03.256Z"
  },
  {
    "id": "temporal-gh-3",
    "tier": "github",
    "url": "https://github.com/temporalio/temporal",
    "excerpt": "Temporal is a mature technology that originated as a fork of Uber's Cadence.",
    "fetchedAt": "2026-09-05T00:18:03.256Z"
  },
  {
    "id": "temporal-gh-4",
    "tier": "github",
    "url": "https://github.com/temporalio/temporal",
    "excerpt": "brew install temporal\ntemporal server start-dev",
    "fetchedAt": "2026-09-05T00:18:03.256Z"
  },
  {
    "id": "temporal-docs-27",
    "tier": "claimed-docs",
    "url": "https://temporal.io/pricing",
    "excerpt": "24/7, 30 minute P0",
    "fetchedAt": "2026-09-05T00:18:03.256Z"
  },
  {
    "id": "temporal-docs-28",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io",
    "excerpt": "guaranteeing that applications resume exactly where they left off after crashes, network failures, or infrastructure outages",
    "fetchedAt": "2026-09-05T00:20:23.373Z"
  },
  {
    "id": "temporal-docs-29",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/develop/typescript/workflows/versioning",
    "excerpt": "you can modify your Workflow Definition so that new executions use the updated code, while existing ones continue running the original version",
    "fetchedAt": "2026-09-05T00:20:23.373Z"
  },
  {
    "id": "temporal-docs-30",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/self-hosted-guide",
    "excerpt": "This starts a complete Temporal Service with Web UI on your local machine.",
    "fetchedAt": "2026-09-05T00:20:23.373Z"
  },
  {
    "id": "temporal-docs-31",
    "tier": "claimed-docs",
    "url": "https://docs.temporal.io/develop/python",
    "excerpt": "There's also a short walkthrough of how to use the Temporal primitives (Activities, Workflows, and Workers) to build and run a Temporal application to get you up and running.",
    "fetchedAt": "2026-09-05T00:20:23.373Z"
  },
  {
    "id": "temporal-gh-5",
    "tier": "github",
    "url": "https://github.com/temporalio/temporal",
    "excerpt": "Execute the following commands to start a pre-built image along with all the dependencies.",
    "fetchedAt": "2026-09-05T00:20:23.373Z"
  },
  {
    "id": "temporal-comm-1",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/40287341",
    "excerpt": "Temporal workflows must be deterministic and durable which means they are guaranteed to run and are resumable on other machines. Temporal doesn't take over the default event loop in general; it only does custom event loops in isolated workflows.",
    "fetchedAt": "2026-09-05T00:23:46.125Z"
  },
  {
    "id": "temporal-comm-2",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/40287341",
    "excerpt": "I'm a user since over a year ago. The whole point of temporal is to distribute work across machines without worrying too much on orchestration. You can retry any unit easily on failure and specify non-retryable errors. In exchange it requires full determinism.",
    "fetchedAt": "2026-09-05T00:23:46.125Z"
  },
  {
    "id": "temporal-comm-3",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/40287341",
    "excerpt": "The worst part for us has been error/anomaly handling. Workflows can sometimes hit a state where status reads in progress and errors aren't reported anywhere except buried in the event log... documentation is quite bad... startlingly little documentation on self-hosting, and even less community support.",
    "fetchedAt": "2026-09-05T00:23:46.125Z"
  },
  {
    "id": "temporal-comm-4",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/40287341",
    "excerpt": "if that upload/download 'some time' is longer than 5 seconds, the control plane will believe that the worker has died, it won't reschedule, and the workflow just sits in In Progress... we can manually terminate/retry, but we can't do error-level cleanup stuff.",
    "fetchedAt": "2026-09-05T00:23:46.125Z"
  },
  {
    "id": "temporal-comm-5",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/40287341",
    "excerpt": "During an evaluation I found a bug in their 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": "2026-09-05T00:23:46.125Z"
  },
  {
    "id": "temporal-comm-6",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/40287341",
    "excerpt": "Temporal Cloud is really, really new... it was in some kind of closed beta for a while, with a 'contact us' form, as recently as a couple months ago.",
    "fetchedAt": "2026-09-05T00:23:46.125Z"
  },
  {
    "id": "temporal-comm-7",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/35804220",
    "excerpt": "It 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.",
    "fetchedAt": "2026-09-05T00:23:46.125Z"
  },
  {
    "id": "temporal-comm-8",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/35804220",
    "excerpt": "After you deploy new workflow code, you can reset a workflow's execution state to before a given statement was called, and it will re-run from there. For scheduling, there's a Schedules feature that allows you to periodically start a workflow, like a cron but more flexible.",
    "fetchedAt": "2026-09-05T00:23:46.125Z"
  },
  {
    "id": "temporal-comm-9",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/37750763",
    "excerpt": "Temporal calls itself a 'Durable execution platform', which I think emphasizes the persistence aspect of a message queue. I remember Cadence, Temporal's predecessor, called itself a 'workflow orchestration framework'. I think it's a better term.",
    "fetchedAt": "2026-09-05T00:23:46.125Z"
  },
  {
    "id": "temporal-comm-10",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/37750763",
    "excerpt": "Just a background job queue library basically. Maybe with a fancy dashboard. That was my first impression [of Temporal].",
    "fetchedAt": "2026-09-05T00:23:46.125Z"
  },
  {
    "id": "temporal-comm-11",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/37750763",
    "excerpt": "Inngest is also an easier to use version of Temporal, for serverless.",
    "fetchedAt": "2026-09-05T00:23:46.125Z"
  },
  {
    "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": "2026-09-05T00:24:55.074Z"
  },
  {
    "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)",
    "fetchedAt": "2026-09-05T00:24:55.074Z"
  },
  {
    "id": "temporal-probe-3",
    "tier": "probe",
    "url": "https://docs.temporal.io/cli",
    "excerpt": "official CLI documented at https://docs.temporal.io/cli",
    "fetchedAt": "2026-09-05T00:24:55.074Z"
  }
]