diff --git a/src/pages/docs/release-notes.mdx b/src/pages/docs/release-notes.mdx
index f5d8c417..a51a4fe5 100644
--- a/src/pages/docs/release-notes.mdx
+++ b/src/pages/docs/release-notes.mdx
@@ -3,6 +3,44 @@ title: "Future AGI Release Notes: Features, Fixes, and Updates"
description: "Latest Future AGI release notes covering new features, improvements, and bug fixes across datasets, evaluations, simulation, and observability products."
---
+## Week of 2026-06-18
+
+
+
+
Bugs/Improvements
+
+- **Custom Attribute Filter Dropdown Now Populates:** In some cases, the custom attribute dropdown in the dashboard was empty for projects with many unique span attributes. It now lists all available attributes.
+
+- **Saved View Column Selections Now Persist:** In some cases, deselecting a column in a saved Observe view immediately snapped back to the saved state. Column visibility changes now stick for the session.
+
+- **API Key Expiry Enforced Across All Gateway Components:** Expired API keys are now rejected consistently across all gateway entry points, including components that previously accepted synced keys past their expiration date.
+
+
+
+## Week of 2026-06-11
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+
+
+
Features
+
+- **Few-Shot Examples for LLM Judge:** When configuring a custom LLM evaluator, you can now attach a dataset of input/output examples. The judge uses these as few-shot references during scoring, producing more consistent and calibrated results across your eval runs.
+
+
Bugs/Improvements
+
+- **Trace List Loads Reliably for Large Accounts:** In some cases, the trace list failed to load for accounts with a high number of distinct users. This has been resolved.
+
+- **Annotation Filters in Eval Tasks Now Work for Voice Call Projects:** In some cases, eval tasks using annotation filters on voice call rows returned no results. Annotation filters now correctly match annotations across all project and row types.
+
+- **Trace View No Longer Crashes on Large Images:** In some cases, opening a trace containing a span with an embedded image larger than 50MB caused the page to fail to load. This no longer occurs.
+
+- **Eval Task Filter Conditions Show Readable Column Names:** In some cases, eval task filter conditions displayed internal identifiers instead of the column's display name. Filters now show human-readable names.
+
+- **App No Longer Crashes With Browser Translation Enabled:** In some cases, using a browser's built-in translation feature (such as Chrome Translate or Edge Translate) caused a page crash. This no longer occurs.
+
+- **Eval Template Deletion Cleans Up Dataset Columns:** Deleting an eval template now removes the associated eval columns and cells from your datasets automatically.
+
+
+
## Week of 2026-06-04