Knowledge and reference
A live test of image editing on Kugel Platform: instruction edits, masked edits and deterministic tools across nine repairs, with real outputs, costs, preservation scores and the failures.
A reference for render_article_pdf: the template and kind system, the quality check that warns but never blocks, and tools for inspecting and previewing a PDF.
How image generation works on a Kugel Platform site: the site's brand imagery, the style override, usage-context routing, candidates, slots, edits, text checks and cost receipts, each shown with a real example.
A runbook for the platform's stock image tools: running a search, reading the candidate bank, shortlisting and rejecting, importing from an address, and carrying licence and credit into the article, with the limits and failures seen on 2026-10-15.
How to edit finished PDFs on Kugel Platform without a model: stamps, page operations, text extraction, comparison, OCR and forms, with results and limits as read on 15 October 2026.
What the platform's eight image measurements read, what pass, warn and not_evaluated mean, which limits can be set, and six worked examples measured on a real site image.
Choose a starting point
Kugel Platform's object model in plain language: governed objects, contracts, versions and locks, block-level addressing, agent-only notes, and the limits of the model.
Kugel Platform's multisite model: tenants, the fleet registry on the control plane, canary and stable release channels, genesis for new sites, and what still needs a person.
A live test of image editing on Kugel Platform: instruction edits, masked edits and deterministic tools across nine repairs, with real outputs, costs, preservation scores and the failures.
A reference for render_article_pdf: the template and kind system, the quality check that warns but never blocks, and tools for inspecting and previewing a PDF.
How image generation works on a Kugel Platform site: the site's brand imagery, the style override, usage-context routing, candidates, slots, edits, text checks and cost receipts, each shown with a real example.
A runbook for the platform's stock image tools: running a search, reading the candidate bank, shortlisting and rejecting, importing from an address, and carrying licence and credit into the article, with the limits and failures seen on 2026-10-15.
How to edit finished PDFs on Kugel Platform without a model: stamps, page operations, text extraction, comparison, OCR and forms, with results and limits as read on 15 October 2026.
What the platform's eight image measurements read, what pass, warn and not_evaluated mean, which limits can be set, and six worked examples measured on a real site image.
The deterministic image operations on Kugel Platform: responsive variants, smart crops, exact transforms, layouts and splits, and QR codes or barcodes, with live examples from 2026-10-15, the limits as read that day, and the warnings to expect.
How Kugel Platform draws titles, labels, numbered badges, arrows, boxes and a logo onto an existing image without a model: layout analysis, the grid preview, the annotation layout, the render report, the text check and the settings behind them, with six worked examples.
A reference for render_word_art and check_image_text: exact text over a stored image in Latin, Hebrew and Arabic, with live examples, the limits as read on 15 October 2026, and every warning and refusal observed.
A short illustrated walkthrough of how a platform artifact goes from brief to published image, with an FAQ and a comparison against hand-made images.