devotd.
Browse the Asia/Seoul (KST) issue calendar. Retrospective entries show their assigned coverage day; actual publication times remain separate.
Strata runs MoE models that do not fit in GPU memory by splitting them across GPU, RAM, CPU and SSD. Where each weight lives and where it is computed shapes prompt processing speed, first-response wait and generation speed in different ways.
Cloudflare’s CASB custom finding types, announced October 5, let teams define organization-specific posture rules in Rego. Evaluation happens only when an asset is created or updated, and assets left unchanged since before the rule existed are not scanned retroactively.
On October 5 GitHub added five secret types from Lovable, Pydantic and Supabase to secret scanning. The support table shows no push protection or validity checks for any of the five, and partner alerts do not appear in the repository UI.
Cohere’s Embed 5 Pro and Fast, released September 30, share an embedding space. With matching output dimensions, an index built with Pro can be queried by either model, so changing the query model does not require rebuilding the index.
Ai2’s AstaBrief 8B is a Qwen3-8B-based model that turns a question and retrieved literature excerpts into a cited report in one pass. Evidence retrieval belongs to the input path, and while the model is Apache 2.0, the prompt and SFT/DPO data are CC BY-NC 4.0.
In the Ubuntu 26.10 beta the default coreutils moved to the uutils Rust implementation with no GNU exceptions. Switching back to GNU is possible but requires an apt operation that touches essential packages.
DuckDB’s 1.5.6 maintenance release on September 28 fixes wrong query results and recovery failures. An upgrade comparison is better started from returned values and row counts than from runtime.
In Kubernetes 1.37 the PVC Unused condition became a default-on beta. It shows when no non-terminal Pod references a PVC, but it does not mean the data is unneeded or that the volume was actually unmounted.
Cloudflare is bringing logs and traces into one observability platform, but several features remain in beta. Its December pricing announcement and a pricing document disagree about included storage.
Gemini 3.8 TTS moves delivery instructions out of the transcript and into speech_metadata. Unary responses now default to WAV, so code that adds a header to raw PCM may break.