tracebloc · LukasWodka · Jun 6, 2026 · Jun 6, 2026
diff --git a/create-use-case/define.mdx b/create-use-case/define.mdx
@@ -255,3 +255,4 @@ Once models have been submitted, you can [compare them in the leaderboard sectio
 ## Need Help?
 
 - Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+
diff --git a/create-use-case/evaluate-models.mdx b/create-use-case/evaluate-models.mdx
@@ -49,3 +49,4 @@ Scores on the leaderboard are calculated using the metric you selected when defi
 ## Need Help?
 
 - Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+
diff --git a/create-use-case/prepare-dataset.mdx b/create-use-case/prepare-dataset.mdx
@@ -597,3 +597,4 @@ kubectl get pvc -n <workspace>
 ## Need Help?
 
 - Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+
diff --git a/create-use-case/prerequisites.mdx b/create-use-case/prerequisites.mdx
@@ -275,3 +275,4 @@ This product is amazing! I love it.
 ## Need Help?
 
 - Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+
diff --git a/create-use-case/templates.mdx b/create-use-case/templates.mdx
@@ -35,3 +35,4 @@ For real examples already running on the platform, see the [explore section on t
 ## Need help?
 
 Email [support@tracebloc.io](mailto:support@tracebloc.io).
+
diff --git a/environment-setup/cli.mdx b/environment-setup/cli.mdx
@@ -99,3 +99,4 @@ Both submit to the same ingestion protocol — pick the one that fits your workf
 ## Coming soon
 
 Cloud-source ingestion (S3 / GCS / HTTPS) for large datasets, a `dataset list` verb, and `semantic_segmentation` support.
+
diff --git a/environment-setup/configuration.mdx b/environment-setup/configuration.mdx
@@ -447,3 +447,4 @@ Tracebloc is designed so your data never has to leave your network. Here's how:
 - **Isolated.** Training runs in containers with restricted system access. Kubernetes namespaces separate workloads from each other.
 - **Scanned.** Submitted models are analyzed for vulnerabilities before execution on your infrastructure.
 - **Minimal footprint.** The installer only modifies `~/.tracebloc/` and Docker. No system-wide changes.
+
diff --git a/environment-setup/deploy-aks.mdx b/environment-setup/deploy-aks.mdx
@@ -52,3 +52,4 @@ clusterScope: true
 
 - Use GPU node pools for training workloads; size requests/limits per job.
 - Day-2 upgrades and rollbacks: see [Operations](/environment-setup/operations).
+
diff --git a/environment-setup/deploy-bare-metal.mdx b/environment-setup/deploy-bare-metal.mdx
@@ -56,3 +56,4 @@ clusterScope: true
 - Schedule MySQL and storage on reliable nodes; back up the data PVCs.
 - Size training compute per job via `RESOURCE_REQUESTS` / `RESOURCE_LIMITS` ([Configuration](/environment-setup/configuration#resource-limits-for-training-jobs)).
 - Day-2 upgrades and rollbacks: see [Operations](/environment-setup/operations).
+
diff --git a/environment-setup/deploy-local.mdx b/environment-setup/deploy-local.mdx
@@ -53,3 +53,4 @@ GPUs are auto-detected on Linux (NVIDIA/AMD) — drivers, container toolkit, and
 - Your data persists in `HOST_DATA_DIR` across stop/start cycles (see [Operations](/environment-setup/operations)).
 - Need more headroom? Re-run the installer on a bigger machine, or add worker nodes with `AGENTS`.
 - For multi-node high availability, use [bare-metal](/environment-setup/deploy-bare-metal) or a managed cloud instead.
+
diff --git a/environment-setup/deploy-openshift.mdx b/environment-setup/deploy-openshift.mdx
@@ -56,3 +56,4 @@ networkPolicy:
 
 - The bundled SCC grants the resource-monitor the host access it needs — review it against your cluster policy.
 - Size training compute per job; day-2 management is in [Operations](/environment-setup/operations).
+
diff --git a/environment-setup/deployment-environments.mdx b/environment-setup/deployment-environments.mdx
@@ -26,3 +26,4 @@ Each guide follows the same six headings, so you always know where to look:
 **When to pick it · Prerequisites · Install · Verify · Environment-specific config · Production notes.**
 
 Adding a new target later (GKE, on-prem k3s, …) means filling the same template. All environments deploy the same chart — see [Configuration](/environment-setup/configuration) for every value, and [Operations](/environment-setup/operations) for day-2 management.
+
diff --git a/environment-setup/eks-client-deployment-guide.mdx b/environment-setup/eks-client-deployment-guide.mdx
@@ -865,3 +865,4 @@ kubectl delete namespace <NAMESPACE>
 
 - Email: [support@tracebloc.io](mailto:support@tracebloc.io)
 - Docs: [tracebloc Documentation Portal](https://docs.tracebloc.io)
+
diff --git a/environment-setup/operations.mdx b/environment-setup/operations.mdx
@@ -83,3 +83,4 @@ PVCs are annotated `helm.sh/resource-policy: keep`, so your data survives an uni
 ## Back up
 
 Your data lives in the data PVCs (or `~/.tracebloc` on a local install). Back up that directory / those volumes on your normal schedule — tracebloc keeps nothing of yours off your infrastructure.
+
diff --git a/environment-setup/overview.mdx b/environment-setup/overview.mdx
@@ -79,3 +79,4 @@ The installer changes only **Docker** and **`~/.tracebloc`** on your host — no
 <Note>
 Want the guarantees in detail for your security team? See [Security & data handling](/environment-setup/configuration#security).
 </Note>
+
diff --git a/environment-setup/quickstart.mdx b/environment-setup/quickstart.mdx
@@ -79,3 +79,4 @@ If your security policy forbids piping scripts from the internet, skip the one-l
     Define a task and invite contributors.
   </Card>
 </CardGroup>
+
diff --git a/environment-setup/security.mdx b/environment-setup/security.mdx
@@ -35,3 +35,4 @@ If support asks for diagnostics, `--diagnose` produces a bundle with **credentia
 ## Outbound access
 
 Your workspace needs outbound HTTPS to: `*.docker.io`, `ghcr.io`, `raw.githubusercontent.com`, `*.github.io`, `*.tracebloc.io`, and `pypi.org`. Nothing needs to reach *in*.
+
diff --git a/environment-setup/setup-guide.mdx b/environment-setup/setup-guide.mdx
@@ -163,3 +163,4 @@ Your workspace is running. Here's where to go from here:
 **Data scientists:** [Join a use case](/join-use-case/join-use-case) — connect to a workspace, train models on real data, and submit results.
 
 **Advanced configuration:** [Configuration](/environment-setup/configuration) — customize installer options, manage the cluster, configure GPU settings, or deploy manually with Helm.
+
diff --git a/environment-setup/troubleshooting.mdx b/environment-setup/troubleshooting.mdx
@@ -109,3 +109,4 @@ If training is slow, these are the factors to look at:
 - **Precision** — FP16/BF16 can speed up training 2-3x on modern GPUs
 - **Data pipeline** — slow CPU preprocessing (augmentation, tokenization) can bottleneck training
 - **Parallelization** — data parallelism splits batches across GPUs; model parallelism splits the model itself
+
diff --git a/join-use-case/explore-use-case.mdx b/join-use-case/explore-use-case.mdx
@@ -95,3 +95,4 @@ Learn how to [join a use case](/join-use-case/join-use-case) and get started wit
 ## Need Help?
 
 - Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+
diff --git a/join-use-case/how-training-works.mdx b/join-use-case/how-training-works.mdx
@@ -528,3 +528,4 @@ To validate a result you saw on the platform:
 <Tip>
 If a number on your end doesn't line up with what the platform reports, please [contact us](mailto:support@tracebloc.io) so we can investigate together.
 </Tip>
+
diff --git a/join-use-case/hyperparameters.mdx b/join-use-case/hyperparameters.mdx
@@ -211,4 +211,4 @@ For more info about available functions and methods, call the help function in y
 user.help()
 ```
 
-- Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+- Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
diff --git a/join-use-case/join-use-case.mdx b/join-use-case/join-use-case.mdx
@@ -35,3 +35,4 @@ To invite others to your team:
 ## Need Help?
 
 - Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+
diff --git a/join-use-case/model-evaluation.mdx b/join-use-case/model-evaluation.mdx
@@ -37,3 +37,4 @@ Contributors are ranked by their best performing model score on the test data. C
 ## Need Help?
 
 - Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+
diff --git a/join-use-case/model-optimization.mdx b/join-use-case/model-optimization.mdx
@@ -348,3 +348,4 @@ The main file should contain the variable values as mentioned in type 2 format.
 ## Need Help?
 
 - Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+
diff --git a/join-use-case/overview.mdx b/join-use-case/overview.mdx
@@ -53,3 +53,4 @@ Once training is complete, you select your best performing cycle and submit it f
 ## Need help?
 
 - Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+
diff --git a/join-use-case/start-training.mdx b/join-use-case/start-training.mdx
@@ -244,4 +244,4 @@ For more info about available functions and methods, call the help function in y
 user.help()
 ```
 
-- Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
+- Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
diff --git a/overview/tracebloc.mdx b/overview/tracebloc.mdx
@@ -119,4 +119,4 @@ tracebloc is a **collaborative AI workspace** you deploy on your own infrastruct
   <Card title="Advanced Setup" icon="gear" href="/environment-setup/setup-guide">
     GPU configuration, Helm deployment, EKS.
   </Card>
-</CardGroup>
+</CardGroup>
diff --git a/tools-help/faqs.mdx b/tools-help/faqs.mdx
@@ -61,3 +61,4 @@ See the [pricing page](https://tracebloc.io/#pricing) on the website.
 - [Get started](/environment-setup/setup-guide) — install the client
 - [Browse key terms](/tools-help/key-terms)
 - [Use the Python SDK](/tools-help/tracebloc)
+
diff --git a/tools-help/key-terms.mdx b/tools-help/key-terms.mdx
@@ -46,3 +46,4 @@ The process of adjusting a pre-trained model for a specific task.
 
 - [Check FAQs](/tools-help/faqs)
 - [Review SDK documentation](/tools-help/tracebloc)
+
diff --git a/tools-help/tracebloc.mdx b/tools-help/tracebloc.mdx
@@ -79,3 +79,4 @@ The fastest way to get started is our [Google Colab notebook](https://colab.rese
 - [Hyperparameters](/join-use-case/hyperparameters) — full reference for all training configuration options
 - [FAQs](/tools-help/faqs)
 - [Key terms](/tools-help/key-terms)
+
Original file line number	Diff line number	Diff line change
Expand Up		@@ -255,3 +255,4 @@ Once models have been submitted, you can [compare them in the leaderboard sectio
		## Need Help?

		- Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
Original file line number	Diff line number	Diff line change
Expand Up		@@ -49,3 +49,4 @@ Scores on the leaderboard are calculated using the metric you selected when defi
		## Need Help?

		- Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
Original file line number	Diff line number	Diff line change
Expand Up		@@ -597,3 +597,4 @@ kubectl get pvc -n <workspace>
		## Need Help?

		- Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
Original file line number	Diff line number	Diff line change
Expand Up		@@ -275,3 +275,4 @@ This product is amazing! I love it.
		## Need Help?

		- Email us at [support@tracebloc.io](mailto:support@tracebloc.io)
Original file line number	Diff line number	Diff line change
Expand Up		@@ -35,3 +35,4 @@ For real examples already running on the platform, see the [explore section on t
		## Need help?

		Email [support@tracebloc.io](mailto:support@tracebloc.io).
Original file line number	Diff line number	Diff line change
Expand Up		@@ -99,3 +99,4 @@ Both submit to the same ingestion protocol — pick the one that fits your workf
		## Coming soon

		Cloud-source ingestion (S3 / GCS / HTTPS) for large datasets, a `dataset list` verb, and `semantic_segmentation` support.
Original file line number	Diff line number	Diff line change
Expand Up		@@ -447,3 +447,4 @@ Tracebloc is designed so your data never has to leave your network. Here's how:
		- Isolated. Training runs in containers with restricted system access. Kubernetes namespaces separate workloads from each other.
		- Scanned. Submitted models are analyzed for vulnerabilities before execution on your infrastructure.
		- Minimal footprint. The installer only modifies `~/.tracebloc/` and Docker. No system-wide changes.
Original file line number	Diff line number	Diff line change
Expand Up		@@ -52,3 +52,4 @@ clusterScope: true

		- Use GPU node pools for training workloads; size requests/limits per job.
		- Day-2 upgrades and rollbacks: see [Operations](/environment-setup/operations).
Original file line number	Diff line number	Diff line change
Expand Up		@@ -56,3 +56,4 @@ clusterScope: true
		- Schedule MySQL and storage on reliable nodes; back up the data PVCs.
		- Size training compute per job via `RESOURCE_REQUESTS` / `RESOURCE_LIMITS` ([Configuration](/environment-setup/configuration#resource-limits-for-training-jobs)).
		- Day-2 upgrades and rollbacks: see [Operations](/environment-setup/operations).
Original file line number	Diff line number	Diff line change
Expand Up		@@ -53,3 +53,4 @@ GPUs are auto-detected on Linux (NVIDIA/AMD) — drivers, container toolkit, and
		- Your data persists in `HOST_DATA_DIR` across stop/start cycles (see [Operations](/environment-setup/operations)).
		- Need more headroom? Re-run the installer on a bigger machine, or add worker nodes with `AGENTS`.
		- For multi-node high availability, use [bare-metal](/environment-setup/deploy-bare-metal) or a managed cloud instead.