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Tag: Backend

AI, Development

Why calendar-based MLOps retraining schedules keep failing

Production models rarely decay on a smooth curve. They hold steady and then lose a fifth of their recall in an afternoon. Here is the R-squared test that tells you which regime you are in, and the three triggers I use instead of a retraining calendar.

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Core Updates, Development

Complimentary subscriptions in Jetpack: how comping VIPs works

Jetpack now lets you comp a paid subscription from the Subscribers screen, so gifting access no longer means a custom VIP role and a pile of expiring metadata. Here is what changes, plus the math on Substack’s 10% cut.

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Development

Custom calendars in Power BI: the leap year drift in DAX

Power BI’s new custom calendars shift prior-year dates by a day across a leap year, because DATEADD works from the distance to the parent period. Stepping back 12 months instead of one year fixes it.

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AI, Development

Visual-Language-Action models and the case for unification

VLA models put vision, language and motion in one latent space instead of three separate pipelines. Notes on why that unification works, and how action tokenization, diffusion heads and flow matching differ once the model has to output real movement.

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AI, AI in WordPress, Core Updates, Development

WordPress 7.0 AI infrastructure and the end of glue code

WordPress 7.0 ships three pieces of AI plumbing: the Abilities API for registering what a site can do, the AI Client for provider-agnostic model calls, and the MCP Adapter that exposes both to assistants like Claude.

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AI

Catching translation hallucinations with attention misalignment

Output entropy tells you a translation model is unsure but not why. This walks through bidirectional cross-attention, the misalignment features it exposes, and a small QE head that scores tokens without retraining the NMT model.

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AI, Development

Running quantum simulations with Python and Qiskit-Aer

A walkthrough of quantum simulation in Python: a one-qubit circuit, the Hadamard gate, measurement into a classical bit, and a depolarizing noise model that makes the clean 50/50 split look more like real hardware.

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AI, Development

Document extraction system: 4,700 PDFs in 45 minutes

Reading revision numbers off 4,700 engineering drawings by hand was going to cost 160 person-hours. PyMuPDF handled every file with a text layer, GPT-4 Vision took the 1990s scans, and the batch finished in 45 minutes at 96% accuracy.

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AI, AI in WordPress, Development

Build an MVP with Claude Code without the tech debt

Claude Code will scaffold a WordPress plugin faster than you can spec one, which is the problem. The workflow I use: a CLAUDE.md spec first, the terminal agent second, and a manual review of everything before it ships.

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AI, Development

Open source MMM: marketing mix modeling you can audit

Proprietary MMM platforms hand you a number and hide the math behind it. This is the stack I use instead: Google Meridian for the Bayesian side, a local Mistral 7B to turn coefficients into something a marketing manager can act on.

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