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Tag: Backend

AI, Development

Why my personal AI assistant ditched ICS for the Calendar API

Part two of the Fernao build log: the ICS calendar feed needed five minutes to generate a schedule, so I moved to the Google Calendar API and got it down to twenty seconds. The new Task Breaker module splits oversized tasks into 20-minute subtasks.

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Core Updates, Development

WordPress 7.0 moves to May 20, 2026, and RC3 is really a beta

WordPress 7.0 now ships May 20, 2026. Notes on why the schedule moved, why the release squad is treating RC3 as a new Beta 1, and the jump to PHP 7.4 as the minimum version.

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AI, Development

Cutting a 220,000-token document down to 4,000 with K-means

Part 2 on summarizing a 200,000-word handbook: validating K-means clusters with UMAP and silhouette scores, picking the chunk nearest each centroid, and where the final reduce step still drops topics.

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AI, Development

Why byte-level models beat LLMs for cross-script name search

Levenshtein and Soundex break the moment a query crosses script boundaries. Notes from a sanctions screening build on byte-level transformer embeddings, ANCE hard negative mining, and where CJK still causes trouble.

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AI, Development

Scaling RL with Approximate Solution Methods

Tabular RL breaks the moment the state space grows past a toy grid. Approximate Solution Methods swap the lookup table for a weight vector and semi-gradient updates, so one state teaches you about every state like it. Includes where linear models still beat a neural net.

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Core Updates, Development

WordPress 7.0 Beta adds one-click fatal error recovery

The WordPress 7.0 Beta is live for Business and Commerce plans, and the change worth having is a one-click Deactivate button on the fatal error screen, instead of an SFTP session or a recovery mode email that never arrives.

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AI

How a local SLM fixed my nightly CI/CD pipeline

Twenty-three pipeline failures in six weeks, none of them caused by my code. This is how I replaced GPT-4 with a seeded Qwen2.5 on Ollama, plus the GitHub Actions caching and Pydantic validation details that made it stick.

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AI, Development

Lasso regression and the geometry that stops overfitting

A house-pricing model with zero training error valued a suburban shack at $2.4 million. This is the geometry behind lasso: centering the data, the L1 diamond, and why landing on a corner zeroes a coefficient.

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AI, Bug Fixing, Development

Causal inference analysis: what actually caused the spike

Naive before-and-after averages said the London tube strikes lifted bike usage by 5.5%. A two-way fixed effects model with clustered errors put it at 3.95%. This is why the second number is the one to trust.

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Development, E-commerce Development

Causal inference in business: match rigor to the stakes

Academic causal inference stalls in applied work. Decision gravity is the fix: constructive decisions can live with an associative read, final ones cannot, and collider bias is what catches the people who guess wrong.

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