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+---
+date: 2026-10-28
+timezone: Europe/Berlin
+author: rein-aharness
+status: final
+sources_checked:
+  - docs/sources-allowlist.md
+  - automated field scan via llm-connect
+---
+
+# Freedom Intelligence Daily Brief — 2026-10-28
+
+> Automated brief (activity-core schedule → rein-aharness). Deltas only.
+
+## Headline deltas
+
+- Google releases `Gemini-3.5-Flash-128k` API with a new pricing tier, offering a 2x context window increase over `Gemini-3.5-Flash`.
+- The new `Gemini-3.5-Flash-128k` API introduces a slight price increase for input tokens but maintains the output token price.
+- Hugging Face `google` org updates `gemma-2-27b-it` with a new `2026-10-28` revision, indicating potential minor bug fixes or performance tweaks.
+- No new open-weight models or major runtime updates were observed from other allowlisted sources.
+
+## Frontier & commercial (axis A)
+
+| Item | Delta | Sources | Lab relevance |
+| ---- | ----- | ------- | ------------- |
+| Google Gemini-3.5-Flash-128k API | New API release. Offers 128k context window, a 2x increase from the previous Gemini-3.5-Flash (64k). Input token pricing is slightly higher ($0.20/Mtok vs $0.14/Mtok), while output token pricing remai | https://ai.google.dev/pricing | Potential for longer context API routing for tasks requiring more memory, but at a slightly increased input cost. Evaluate for specific long-context use cases where cost is secondary to context length |
+
+## Edge / local / open (axis B)
+
+| Item | Delta | Sources | Lab relevance |
+| ---- | ----- | ------- | ------------- |
+| Google `gemma-2-27b-it` Hugging Face revision | New revision `2026-10-28` pushed to Hugging Face. No explicit changelog provided, likely minor updates or bug fixes. | https://huggingface.co/google/gemma-2-27b-it/commits/main | Monitor for any community reports on performance changes. No immediate action required unless specific issues with the previous revision are identified. |
+
+## Training & specialization (axis C)
+
+*(none)*
+
+## Harness & fleet (axis D)
+
+*(none)*
+
+## Collection candidates
+
+*(none)*
+
+## Lab implications
+
+- Update `llm-connect` routing policy to include `Gemini-3.5-Flash-128k` for tasks that explicitly benefit from a 128k context window, prioritizing cost for shorter contexts.
+- Monitor Google's official channels for any detailed release notes regarding the `gemma-2-27b-it` update to understand potential impacts on local inference or fine-tuning.
+- Continue to monitor for new open-weight releases from `Qwen`, `deepseek-ai`, `meta-llama`, `mistralai`, `BAAI`, and `nomic-ai` as the field remains active.