Update release notes to v2.7

Signed-off-by: Timur Rvachov <[email protected]>

Author: trvachov

VERSION

@@ -1 +1 @@
-2.7rc1
+2.7

docs/docs/main/about/releasenotes-fw.md

@@ -1,27 +1,29 @@
 # Release Notes
 
-## BioNeMo Framework v2.7rc1
+## BioNeMo Framework v2.7
 
 ### Updates & Improvements
 
-- Adds a header to SCDL archives, providing improved provenance tracking and supporting future releases. Also adds tracking of the AnnData API coverage in SCDL tests.
+- Added a header to SCDL archives, providing improved provenance tracking and supporting future releases. Also adds tracking of the AnnData API coverage in SCDL tests.
   This header stores metadata about the archive and its composite arrays, including a version, the array lengths and data types, and information about the RowFeatureIndexes. This adds the features necessary to fix https://github.com/NVIDIA/bionemo-framework/issues/999 as well as implement simple bit-packing of the rowptr, colptr, and data arrays. It also should make SCDL more secure, enable strict compatibility checking, and open the door to more performance improvements. https://github.com/NVIDIA/bionemo-framework/pull/1030
 
-- Spike-no-more support for potentially improved training stability: https://github.com/NVIDIA/bionemo-framework/pull/1011
+- [Spike-no-more](https://arxiv.org/abs/2312.16903) support for improved training stability: https://github.com/NVIDIA/bionemo-framework/pull/1011
 
 - Improvements in tag masking in Evo2 loss https://github.com/NVIDIA/bionemo-framework/pull/1008
 
-- Flash decode support in inference https://github.com/NVIDIA/bionemo-framework/pull/1000
+- Evo2 improvements:
 
-- Evo2 Lora feature by @gabenavarro https://github.com/NVIDIA/bionemo-framework/pull/980
+  - LoRA finetuning by @gabenavarro https://github.com/NVIDIA/bionemo-framework/pull/980. Note, internal CI coverage of LoRA convergence is still work-in-progress, therefore we cannot guarantee convergence.
+  - Fix 2x memory usage issue during Evo2 generation https://github.com/NVIDIA/NeMo/pull/14515
+  - Flash decode support in inference https://github.com/NVIDIA/bionemo-framework/pull/1000
+  - Update Rotary Embedding and sequence length defaults to support incorrect checkpoint conversion https://github.com/NVIDIA/NeMo/pull/14514
 
-- Added partial-conv benchmark for Evo 2 finetune (from checkpoint) and Evo 2 LoRA finetuning https://github.com/NVIDIA/bionemo-framework/pull/1028
+- `bionemo-geometric` has been deprecated and removed. The molecular featurization tooling in this package has moved to [cuik-molmaker](https://github.com/NVIDIA-Digital-Bio/cuik-molmaker?ncid=so-twit-156637)
 
 ### Known Issues
 
-- Users have reported issues in the predict script at sequence lengths over 8192 https://github.com/NVIDIA/bionemo-framework/issues/910 and https://github.com/NVIDIA/bionemo-framework/issues/1048 for example.
-- PR in progress to update Rotary Embedding and sequence length defaults to support incorrect checkpoint conversion https://github.com/NVIDIA/NeMo/pull/14514
-- PR in progress to fix 2x memory usage issue during generation https://github.com/NVIDIA/NeMo/pull/14515
+- Users have reported issues with Evo2 predict script at sequence lengths over 8192 https://github.com/NVIDIA/bionemo-framework/issues/910 and https://github.com/NVIDIA/bionemo-framework/issues/1048 for example.
+- We have removed `libtiff` from the container due to a known vulnerability, [CVE-2025-9900](https://ubuntu.com/security/CVE-2025-9900). `libtiff` isn't directly used in any bionemo code, however users might face issues with e.g. Pillow or other common image manipulation libraries inside this container.
 
 ## BioNeMo Framework v2.6.3