diff --git a/docs/schedule/index.md b/docs/schedule/index.md
index 2665708..42fd306 100644
--- a/docs/schedule/index.md
+++ b/docs/schedule/index.md
@@ -46,18 +46,17 @@ description: A full schedule grid for the event
| :----------------- | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| 08:00 AM | Registration Opens & Breakfast |
| 09:00 AM | Day 2 Opening Remarks |
-| 09:15 AM | [Keynote](./keynotes/#jay-miller)
Jay Miller |
-| 10:00 AM | 15 Minute Break |
+| 09:20 AM | [Keynote](./keynotes/#jay-miller)
Jay Miller |
+| 10:05 AM | 15 Minute Break |
| 10:20 AM | [Building a Test Framework From Scratch (Or Not)!](./talks/#building-a-test-framework-from-scratch-or-not)
Pandy Knight |
| 10:50 AM | [Place-making and Productivity: Build Maintainable Broad-scale Tools With a Small Team](./talks/#place-making-and-productivity-build-maintainable-broad-scale-tools-with-a-small-team)
Dane Hillard |
| 11:20 AM | [Hot: pathlib, Not: string paths](./talks/#hot-pathlib-not-string-paths)
Josh Schneider |
| 11:50 AM | [One Year In: Insights and Inspiration from my PSF Journey](./talks/#one-year-in-insights-and-inspiration-from-my-psf-journey)
Jacob Coffee |
| 12:20 PM | Lunch |
| 02:10 PM | [Introduction to OpenTelemetry with Python](./talks/#introduction-to-opentelemetry-with-python)
Jessica Garson |
-| 02:40 PM | [Pattern Matching in Python: A Functional Programming Perspective with match-case](./talks/#pattern-matching-in-python-a-functional-programming-perspective-with-match-case)
Sameer Shukla |
-| 03:10 PM | [Verbs, Not Nouns: Writing Documentation Users Want to Read](./talks/#verbs-not-nouns-writing-documentation-users-want-to-read)
Brian MacDonald |
+| 02:40 PM | [Verbs, Not Nouns: Writing Documentation Users Want to Read](./talks/#verbs-not-nouns-writing-documentation-users-want-to-read)
Brian MacDonald |
+| 03:10 PM | [Democratizing Data: Python-Powered Dashboards and Open Data for Transparent Governance in Austin](./talks/#democratizing-data-python-powered-dashboards-and-open-data-for-transparent-governance-in-austin)
Tanvi Sharma |
| 03:40 PM | 15-Minute Break |
-| 04:00 PM | [Democratizing Data: Python-Powered Dashboards and Open Data for Transparent Governance in Austin](./talks/#democratizing-data-python-powered-dashboards-and-open-data-for-transparent-governance-in-austin)
Tanvi Sharma |
-| 04:30 PM | [Python Meet The Crab - Friendship At First Sight?](./talks/#python-meets-the-crab-friendship-at-first-sight)
Bernát Gábor |
-| 05:00 PM | Lightning Talks |
+| 04:00 PM | [Python Meet The Crab - Friendship At First Sight?](./talks/#python-meets-the-crab-friendship-at-first-sight)
Bernát Gábor |
+| 04:30 PM | Lightning Talks |
| 05:20 PM | Closing Remarks |
diff --git a/docs/schedule/talks.md b/docs/schedule/talks.md
index 61b6432..cd4039b 100644
--- a/docs/schedule/talks.md
+++ b/docs/schedule/talks.md
@@ -308,26 +308,6 @@ _Simon is a Senior Cloud Engineer at Trade Me, with a background in software dev
-## Pattern Matching in Python, A Functional Programming Perspective with match-case
-
-This talk is about Python's match-case statement,
-through the lens of functional programming.
-Attendees will explore how pattern matching brings
-declarative, clean, and efficient coding practices to Python,
-aligning with functional programming principles such as immutability and pure functions.
-The session will include real-world use cases, such as handling recursive algorithms,
-data transformation pipelines, and functional state machines.
-The talk will emphasize the practical benefits of using match-case,
-with a focus on performance, avoiding side effects, and writing maintainable code.
-
-**Speaker: Sameer Shukla**
-
-{: width="150" align=left}
-
-_I'm Sameer Shukla, a dedicated engineer with a rich background spanning 15 years in software design and development. Beyond my role as an engineer, I am an author and researcher. I find joy in continually learning and sharing insights about cutting-edge tools and technologies through my contributions to diverse online learning platforms and esteemed international journals._
-
-
-
## Generators: The Unsung Hero of Async Programming
Async is often about tackling IO-bound, high concurrency work, but it can also be about long running, interruptible work. While we frequently think about generators in the context of iterators, generators are a great fit in any scenario where the function needs to be interruptible and resumable. In this talk, we’ll take a fresh look at generators and look at how we used them to build a durable orchestration framework.