> ## Documentation Index
> Fetch the complete documentation index at: https://docs.parable.work/llms.txt
> Use this file to discover all available pages before exploring further.

# Week of January 15 – 21, 2026

> A foundations week — behind-the-scenes groundwork that sets up what's coming next. Nothing user-visible this week.

<Info icon="hammer">
  **This was a foundations week.** Most of the engineering effort went into plumbing you won't see directly — the new ingestion system that future connectors will use, the infrastructure layout that lets us add new services without a redeploy of everything, and internal admin tooling. Nothing changed in the product you use day-to-day. We're sharing this note for completeness.
</Info>

<Tabs>
  <Tab title="Platform" icon="layer-group">
    <Info>
      **Platform is the composable core of Parable.** Everything here has been seen across enough customers, long enough, that we're confident it behaves the same way for yours. We move things into Platform deliberately — a great composable platform takes patience to build, and we'd rather be right than fast at this layer. If something's in Platform, it's production, stable, and ours to keep steady.

      <br />

      **How to read Platform results:** this is the bedrock.
    </Info>

    ### <Icon icon="sparkles" /> New

    <AccordionGroup>
      <Accordion title="Groundwork for the next generation of connectors" icon="plug" defaultOpen>
        * We rebuilt the core system that powers how Parable pulls data from the tools you connect (your identity provider, your messaging tool, your calendar, and so on).
        * You don't need to do anything. Connectors you've already set up keep working exactly as they did.
        * The practical benefit — which lands over the coming weeks — is that new connectors reach you faster, and existing ones get more resilient without any setup changes on your side.
      </Accordion>

      <Accordion title="Stronger handling of credentials you share with Parable" icon="lock">
        * When you provide credentials for a connected tool, they're now encrypted the moment you submit them and stored in a dedicated secrets vault — never in our application database.
        * This has been our standard for a while; this week we made it the code path every new connector is built on top of.
      </Accordion>
    </AccordionGroup>

    ### <Icon icon="arrow-trend-up" /> Improved

    <AccordionGroup>
      <Accordion title="Staying signed in, even when the network has a bad moment" icon="shield-check">
        * If the platform experiences a brief hiccup or a rate-limit on our end, you'll stay signed in instead of being logged out mid-task.
        * Small fix, noticeable quality-of-life difference if you've ever hit it.
      </Accordion>
    </AccordionGroup>

    ### <Icon icon="wrench" /> Fixed

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      Nothing customer-visible to call out this week.
    </Card>
  </Tab>

  <Tab title="Preview" icon="flask">
    <Info>
      **Preview is where we put features we're confident in, but haven't yet seen at full scale across every organization.** The most common reason: the AI models from Google, OpenAI, and Anthropic that underpin classification update on their own schedule, and the methods we layer on top learn your organization over time. That means Preview results can shift slightly week-to-week — **within a margin of error, rarely enough to flip a decision you'd make from them.** When we've seen consistent results across enough organizations for long enough, a Preview feature graduates to **Platform**.

      <br />

      **How to read Preview results:** decision-ready with an honest caveat. We'll tell you when the methodology under a Preview feature changes.
    </Info>

    ### <Icon icon="sparkles" /> New

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      No Preview updates this week.
    </Card>

    ### <Icon icon="arrow-trend-up" /> Improved

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      No Preview updates this week.
    </Card>

    ### <Icon icon="wrench" /> Fixed

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      No Preview updates this week.
    </Card>
  </Tab>

  <Tab title="Labs" icon="flask-vial">
    <Info>
      **Labs is where we deliver insights tailored to your organization faster than our main roadmap would allow.** A Labs report is built for your team specifically, leans on the newest AI capabilities, and may ship with less visual polish than the rest of Parable — because the value is in the insight, not the chrome. Results may evolve as the underlying models improve; that's intentional — we're moving with the frontier, not chasing it. Once a Labs capability proves itself across several organizations, it graduates to **Preview**.

      <br />

      **How to read Labs results:** directional.
    </Info>

    ### <Icon icon="sparkles" /> New

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      No Labs updates this week.
    </Card>

    ### <Icon icon="arrow-trend-up" /> Improved

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      No Labs updates this week.
    </Card>

    ### <Icon icon="wrench" /> Fixed

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      No Labs updates this week.
    </Card>
  </Tab>
</Tabs>

***

<Note>
  **How we tier releases:** [Labs](/release-tiers#labs) · [Preview](/release-tiers#preview) · [Platform](/release-tiers#platform). The world — and the AI beneath every intelligent product — is changing faster than ever. We ship you the latest and greatest. Occasionally your results will shift as models and methods refine; rarely enough to flip a decision, always with a note from us when the change is meaningful.
</Note>

<Tip>
  Want a closer look at any of these? Reach out to your Parable team — we're happy to walk you through what shipped and what's coming next.
</Tip>