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Tag: APIs

AI, Development

PySpark for Pandas users: getting past the RAM wall

Pandas keeps the whole dataset in RAM and computes as you type. PySpark builds a plan first and runs it across a cluster. Here is what that changes for loading data, window functions, and the shuffle settings nobody tunes.

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Design, Development

Streak system design: timezones, race conditions and grace

A streak is not a counter you increment. Notes on the psychology that makes streaks work, the timezone and race condition bugs that break them, and why grace mechanisms belong in the design from the start.

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Accessibility, Development, Front-end

What the CSS :near pseudo-class would replace in your JS

Thomas Walichiewicz proposed a :near() selector so CSS can react when a pointer gets close to an element. It would replace the usual pointermove distance math, though the CSS Working Group is still weighing the fingerprinting risk.

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AI, Development

How .item() stalls your PyTorch token generation loop

A blocking .item() call in an autoregressive decode loop leaves the GPU idle every step. Two CUDA streams in a ping-pong pattern hide that sync, and StaticCache with torch.compile keeps the computation graph fixed.

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AI, Development

The two iron triangles behind every AI feature you ship

AI features face two sets of constraints: scope, cost and time while you build, then quality, inference cost and latency once the site is live. Includes a small PHP helper for estimating what each API call costs you.

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AI, Development

Contract-driven data mesh: breaking up the analytics monolith

Central data teams turn into bottlenecks once the warehouse gets big enough. Here is how a contract-driven data mesh splits it into domain-owned data products, and why the contract is the part that stops decentralizing from becoming a mess.

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Core Updates, Development, Gutenberg

PluginPreviewMenuItem: a custom preview in the editor dropdown

WordPress 6.7 added PluginPreviewMenuItem, a Slot/Fill point in the editor Preview dropdown. This walks through enqueuing the assets, registering the menu item, and reading unsaved post data with useSelect for a social card preview.

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Core Updates, Development, E-commerce Development

WooCommerce 10.6: fewer queries and three breaking changes

WooCommerce 10.6 ships March 10, 2026. It cuts checkout SQL queries with deferred transient deletion, batches admin options, and breaks three things worth patching first: Store API per_page, lazy-loaded images, and a null breadcrumb argument.

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AI, Development

Enterprise AI on-prem: running GPUaaS on Kubernetes

Notes from building a private GPU-as-a-Service platform on-prem: partitioning GPUs with MIG and time-slicing, keeping the cluster in sync with an idempotent reconciler, and working out the cost per million tokens before finance asks.

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Core Updates, Development, E-commerce Development

WooCommerce 10.6 sets a minimum for Store API per_page

WooCommerce 10.6 stops accepting per_page=0 on Store API product and review requests, so those calls start returning 400 errors. How to move to batched requests, and the rest_endpoints filter to fall back on if you cannot refactor yet.

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