> ## 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 22 – 28, 2026

> What's new this week: new connectors now sync only the fresh data since their last run, the platform gains built-in support for file and image uploads, and the admin app picks up tenant search and sort.

<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="Syncs now pick up only what's new since the last run" icon="clock" defaultOpen>
        <Badge>Direct impact</Badge>

        * Parable's newest ingestion pipelines now remember where they left off and sync only the fresh data on each run.
        * Fewer duplicate pulls, faster sync times, and less load on your connected vendors — especially for high-volume sources like email, chat, and documents.
        * Happens automatically; no setup required on your side.
      </Accordion>

      <Accordion title="Built-in support for file and image uploads across the platform" icon="image">
        * The platform now speaks native file, image, and logo uploads — any future Parable feature that needs to accept an image or document from you (for example, customising how your workspace is branded, or attaching supporting files) shares one reliable upload path with previews, validation, and CDN-backed delivery.
        * You won't see this directly this week; it's the foundation for features that land over the coming cycles.
      </Accordion>

      <Accordion title="Search and sort across tenants in the admin app" icon="magnifying-glass">
        * If you manage multiple workspaces from Parable's admin surface, you can now search by name and order the list by creation date.
        * Small quality-of-life improvement for teams that juggle many tenants day to day.
      </Accordion>
    </AccordionGroup>

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

    <AccordionGroup>
      <Accordion title="Faster, leaner in-app experience" icon="bolt">
        * Behind the scenes, the web app now calls Parable's backend directly instead of hopping through an internal proxy layer.
        * Result: fewer moving parts between your click and the answer, and a simpler security path for the engineers maintaining it.
      </Accordion>

      <Accordion title="Steadier background infrastructure" icon="heart-pulse">
        * Our pipeline workers are now actively watched for memory, CPU, and out-of-memory events, with alerts that wake someone up before a silent failure becomes a customer-visible one.
        * This follows an incident last week where a worker node was killed by the operating system — the VM was already upsized; this week adds the early-warning system to prevent a repeat.
      </Accordion>
    </AccordionGroup>

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

    <AccordionGroup>
      <Accordion title="Slug-based lookups now work end-to-end" icon="link">
        * A codegen bug had been producing broken database lookups for any field keyed by a human-readable slug (for example, "look up this vendor by name"). Fixed, along with a handful of related issues around optional relations and null filters.
        * You'd only have felt this if you were on a very recent build; it's resolved now.
      </Accordion>
    </AccordionGroup>
  </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 ;)">
      Nothing graduated to Preview this week — the Platform work above is the foundation for Preview features landing over the coming cycles.
    </Card>

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

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      No Preview-specific improvements 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="Foundation for standing up customer-specific Labs faster" icon="layer-group" defaultOpen>
        * We've been laying groundwork that lets a Labs capability built for one team stand up on dedicated infrastructure with a single push — its own database, its own service, auto-deployed from a shared pipeline.
        * Your Labs access is unchanged; this is the scaffolding that lets future Labs land more cleanly, with clearer audit trails.
      </Accordion>
    </AccordionGroup>

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

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

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

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