XM-Sparse integrates Netpreme X-Mem™ with SGLang HiSparse. High-bandwidth access to offloaded KV caches reduces decode latency, while the added capacity supports larger batches and higher concurrency. Sparse attention accesses only selected KV entries at each decode step, but still retains…
These recipes run here on Google Cloud (GKE), but llm-d's routing, scheduling, and disaggregation layer is accelerator- and cloud-independent. The same configuration pattern applies on other accelerators and clouds; only the device-allocation and KV-transfer connectors change. To sustain high concurrency…
Short answer: a presigned PUT can authorize an object write, but it cannot make a browser ignore CORS. For a media product with US and EU application origins, treat the preflight response as a governance boundary: use direct upload only…
People usually start by searching for "Linktree API". There is official tooling, but it's built for managing pages you own, not for reading other people's pages. This post covers both: what Linktree officially offers, and how to build a small…
Short answer: for a browser direct to storage upload from a Node.js SaaS frontend, use short-lived presigned PUT and GET URLs, but let the backend choose every tenant-scoped object key; compare S3-compatible options only after testing CORS, private delivery,…
The verdict, in short: use decorators for repeated wrapping behaviour, keep them small and honest about what they add, and use functools.wraps every time, for the reason the worked example shows. A decorator that changes a function's name or…
This post builds adtrack.py, one Python file with eight commands: I ran everything on November 6, 2026 from a cloud server with Python 3.13 and requests 2.34, against Nike's public Page (page_id=15087023444) and the keyword nike in the US. The outputs below are from…
If your engineering team uses SQLAlchemy and Alembic to manage database migrations, you have almost certainly encountered this painful scenario: Two developers branch off main at the same time to build different features. Both developers generate an Alembic migration. When…
Most text-to-SQL agents paste the whole schema into every prompt. On a real database, most of it is tables the question never touches, and you pay for them on every call. I added a small LangGraph example to schemagate that…
Ever needed to change a few words inside a screenshot, a price, a name, a date, without opening Photoshop? I built Screenshot Edit Hub to do exactly that. How it works Upload a screenshot (JPG, PNG or WebP) Text is…
Data, web, automation, packaging, async, and performance for Python stacks.
An article joins this feed when it matches these terms. Each one is also a search of its own.