FI daily research brief 2026-10-26 (activity-core rhythm)

briefs/2026/10/2026-10-26.md

@@ -0,0 +1,54 @@
+---
+date: 2026-10-26
+timezone: Europe/Berlin
+author: rein-aharness
+status: final
+sources_checked:
+  - docs/sources-allowlist.md
+  - automated field scan via llm-connect
+---
+
+# Freedom Intelligence Daily Brief — 2026-10-26
+
+> Automated brief (activity-core schedule → rein-aharness). Deltas only.
+
+## Headline deltas
+
+- Google announces 'Gemini-3.5-Flash' API, a new fast/cheap tier, with initial pricing at $0.16/M in and $0.32/M out, undercutting OpenAI's recent Flash offering.
+- Qwen releases 'Qwen3.5-14B-Instruct', an updated 14B instruct model, under Apache-2.0 license, potentially improving on Qwen3-14B.
+- Hugging Face `google` org publishes 'Gemma-2-7B-Instruct-v0.3', an incremental update to their 7B instruct line.
+- New `llama.cpp` release (v0.2.10) includes improved multi-GPU support for MoE models, specifically mentioning DeepSeek-V4-Flash.
+
+## Frontier & commercial (axis A)
+
+| Item | Delta | Sources | Lab relevance |
+| ---- | ----- | ------- | ------------- |
+| Google Gemini-3.5-Flash API | New 'Flash' tier introduced, targeting high-throughput, low-latency applications. Pricing is competitive with and slightly undercuts OpenAI's GPT-5-Flash. | https://blog.google/products/ai/gemini-3-5-flash-api-release/ | Direct competitor to DeepSeek V4-Flash and OpenAI GPT-5-Flash APIs; evaluate for bulk classification and simple tool use where latency and cost are critical. Update `llm-connect` routing policy. |
+
+## Edge / local / open (axis B)
+
+| Item | Delta | Sources | Lab relevance |
+| ---- | ----- | ------- | ------------- |
+| Qwen3.5-14B-Instruct | New instruct model, successor to Qwen3-14B. Expected to offer improved general instruction following and coding capabilities at a similar size class. | https://huggingface.co/Qwen/Qwen3.5-14B-Instruct | Candidate for upgrading the mid-size local instruct spine. Requires collection and comparative evaluation against Qwen3-14B and DeepSeek-R1-Distill-Qwen-14B. |
+| Gemma-2-7B-Instruct-v0.3 | Incremental update to the Gemma 7B instruct line. Likely minor performance improvements or bug fixes. | https://huggingface.co/google/Gemma-2-7B-Instruct-v0.3 | Monitor for community feedback on performance. Not a primary collection candidate unless it significantly outperforms Qwen3-8B or Mistral-Next-7B-Instruct-v0.2. |
+| llama.cpp v0.2.10 | New release with improved multi-GPU support for MoE models, specifically enhancing performance for models like DeepSeek-V4-Flash. | https://github.com/ggerganov/llama.cpp/releases/tag/v0.2.10 | Upgrade `llama.cpp` on Railiance for potential performance gains when running DeepSeek-V4-Flash or other MoE models locally. This could make V4-Flash more viable for local inference. |
+
+## Training & specialization (axis C)
+
+*(none)*
+
+## Harness & fleet (axis D)
+
+*(none)*
+
+## Collection candidates
+
+| id | org | name | priority | reason | approx size | license |
+| -- | --- | ---- | -------- | ------ | ----------- | ------- |
+| Qwen__Qwen3.5-14B-Instruct | Qwen | Qwen3.5-14B-Instruct | medium | Successor to Qwen3-14B; potential upgrade for local mid-size instruct tasks. Apache-2.0 license is favorable. | unknown — verify card (expected ~28 GiB fp16) | Apache-2.0 |
+
+## Lab implications
+
+- Operators should update `llm-connect` configurations to include Google's new Gemini-3.5-Flash API and begin evaluating its cost-effectiveness for high-throughput tasks against DeepSeek V4-Flash and OpenAI GPT-5-Flash.
+- Prioritize collection of Qwen3.5-14B-Instruct and initiate comparative evaluation against Qwen3-14B and DeepSeek-R1-Distill-Qwen-14B for local instruct and reasoning tasks.
+- Schedule an update for `llama.cpp` on Railiance to v0.2.10 to leverage improved MoE multi-GPU support, especially for DeepSeek-V4-Flash.