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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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Core Updates, Development

WordPress 7.0 Beta 1 slipped a day over failing tests

WordPress 7.0 Beta 1 slipped a day after unit tests failed in the REST autosave controller and Gutenberg’s real-time collaboration work. Why a broken autosave is worth delaying a release for, and where to follow the fix.

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AI, AI in WordPress, Development

AI agent prompt fidelity: verified data vs guesswork

AI agents rarely tell you which parts of an answer came from your data and which came from the model’s memory. Here is how to score that split in bits, and how a loose tool schema leaves the agent guessing.

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AI, AI in WordPress, Development

Commoditized AI software: why a donkey herd beats a unicorn

The SaaS moat is gone now that an agent can rebuild your product in an afternoon. Here is the case for a herd of small automated niche businesses over one unicorn, and the WordPress REST API and WP-CLI setup that makes running a dozen of them possible.

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