diff --git a/src/pages/index.tsx b/src/pages/index.tsx
index 8b0a7f9d..f87e6a88 100644
--- a/src/pages/index.tsx
+++ b/src/pages/index.tsx
@@ -75,7 +75,7 @@ function HomeContent() {
We build tools and platforms at the frontier of open-source scientific computing. Recent examples: JupyterGIS for a large public organisations, JupyterCAD for a big airospace engineering firm, notebook.link. What we build goes back upstream wherever possible. Recent examples: JupyterGIS for a large public organisation, JupyterCAD for a big aerospace engineering firm, notebook.link. What we build goes back upstream wherever possible.
JupyterLite — the same engine powering notebook.link — has been tested with hundreds of thousands of users.
Let AI agents access compute environments and run real calculations right in the browser, like claude code but sandboxed, safe and available on the fly.
+Let AI agents access compute environments and run real calculations right in the browser, like Claude Code but sandboxed, safe and available on the fly.
Direct access to the upstream maintainers, no intermediaries.
- Major organisations work with us because there is no shortcut to to deep expertise. + Major organisations work with us because there is no shortcut to deep expertise. Whether you need a support retainer, a custom feature, or a long-term engineering partner — you talk to the people who wrote the code. No account managers, no escalation queues.
@@ -45,11 +45,11 @@ function ServicesContent() {A QuantStack support retainer gives you direct access to the upstream maintainers. - We triage issues, review pull requests or give feedback on feasibility, implement pocs and full features and shepherd them until they are merged. + We triage issues, review pull requests or give feedback on feasibility, implement POCs and full features and shepherd them until they are merged. We also advise on your architecture, and take ownership of problems distracting your team.
- Our clients include many of the worlds largest enterprises. We have + Our clients include many of the world's largest enterprises. We have supported financial firms running Jupyter at scale, aerospace engineers building domain-specific platforms, and research institutions deploying open-source infrastructure for thousands of users.