· Platform Documentation · Guide
When Content Needs a Human, and When It Doesn't
How the platform decides which objects an agent can publish unassisted and which ones require a human decision first.
Knowledge and reference
Start with the idea. Go as deep as you need.
Explore what the developing performance-marketing system aims to do, then follow the detailed guides for publishing, forms, page composition, imagery, documents, governance and verification. Existing technical explanations remain available.
- · Platform Documentation · Guide
How Forms Work
How form definitions, form sections, the form function, the inbox, subscribers, notifications and confirmation pages fit together on a Kugel Platform site.
Primitives, recipes, promotion: what agents can build
How agents assemble Kugel Platform pages from typed building blocks and shared recipes instead of hand-written markup, with the repeat, binding and fallback rules and the owner-only promotion path.
· Platform documentation desk · GuideHow a Page Is Assembled
The page-building half of Kugel Platform: sections and the eight page types, copy-not-inherit recipes, live navigation and shared sections, the three ways to place a section, the composition rules, and who may build.
- · Platform Documentation · Guide
Multisite Without Content Forks
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.
- · Platform Documentation · Guide
How the System Grades Its Own Writing
How CMS-Agent reviews a draft before it moves on, how rubrics and model judges score agent output, how people take part, and why a score is evidence rather than permission.
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Guides, cases and technical references
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Published Platform articles
Why Everything in the CMS Is an Object
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.
Multisite Without Content Forks
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.
Fix, don't regenerate: editing AI images instead of re-rolling them
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.
Download any article as a PDF: templates, kinds and the quality check
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.
AI images in your site's own style: brand imagery, routing, candidates and edits
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.
Finding and importing stock images: search, shortlist, licence and attribution
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.
Editing PDFs without a designer: page numbers, watermarks, merging, text and forms
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.
Checking images against the brand: colour, contrast, sharpness and logo placement
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.
One image, every screen: resizing, smart crops, splits and layouts
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.
Labels, arrows and callouts on images: annotating without a designer
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.
Text on images, spelled right: word art without AI typos
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.
How an artifact is made: from brief to published image
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.