KPLERS / About

About
KPLERS.

KPLERS is a home for my research, small software projects, and The Signal, a weekly report on changes in AI.

Why this site exists

I wanted one place to publish work that is careful, useful, and easy to come back to.

The Signal / Method

How each report
is made.

The weekly run is automated, but the process is explicit. Every edition keeps its source record, report files, and validation results together.

Collect

A broad first pass across official labs, research, independent media, policy, safety, and open-source ecosystems.

Verify

Primary pages are opened. Paper dates are checked at the abstract source. Blocked claims require reputable corroboration.

Rank

Items are scored for recency, strategic importance, technical novelty, usefulness, evidence quality, and reader relevance.

Synthesize

The edition connects events into narratives, labels uncertainty, separates context from this week, and answers “So what?”

Publish

The Markdown, source ledger, HTML, and PDF are validated together. The web reading layer is generated from that archive.

Editorial standards

What stays visible
in every format.

Rumors remain rumors. Vendor benchmarks remain vendor-reported. Preprints remain not peer-reviewed. Limitations stay next to results. A beautiful page does not upgrade weak evidence.