> ## 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 1 – 7, 2026

> A quiet holiday-week update: behind-the-scenes foundations for how we deliver Parable safely, plus tighter testing on sign-in.

<Note>
  This was a holiday-lull week, so the updates below are mostly foundational — you won't see anything change in the app, but the platform underneath is a little steadier than it was last week.
</Note>

<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="A safer, shorter-lived credential behind our deploy pipeline" icon="shield-check" defaultOpen>
        * The internal system that rolls application changes out to Parable's infrastructure has moved off a long-lived shared credential and onto short-lived, scoped credentials that expire every hour.
        * You won't see anything change in the app — this is a behind-the-scenes reduction in how much risk we're carrying in our own operations.
      </Accordion>

      <Accordion title="A dedicated development environment for our platform team" icon="rocket">
        * We stood up a separate, production-parallel environment this week so our engineers can test deploy and orchestration changes before they touch any customer data.
        * The short version: fewer surprises in the real environment, because more gets caught in a safe one first.
      </Accordion>
    </AccordionGroup>

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

    <AccordionGroup>
      <Accordion title="Tighter automated testing around Parable sign-in" icon="envelope">
        * The magic-link sign-in flow is now covered by an automated test suite that runs on every change — including sending a real email, extracting the link, and verifying the redirect lands on the right place.
        * In plain terms: regressions in how you sign in should get caught before they ever reach you.
      </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 — the team was largely out through January 5, and the foundational work that did land is captured on the Platform tab.
    </Card>

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

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      Nothing to report in Preview this week.
    </Card>

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

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      No Preview-specific fixes 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

    <AccordionGroup>
      <Accordion title="A new Labs capability scoped for tailored, organization-specific investigation" icon="flask-vial">
        * We scoped a new Labs experiment that uses our context-mining capability to answer highly specific questions about a single organization's data.
        * This is the kind of tailored-insight work Labs is built for. If the approach holds up across several organizations, the underlying capability will graduate toward Preview.
      </Accordion>
    </AccordionGroup>

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

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

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

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      No Labs fixes 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>