Blog archive
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2026
Assemble a compact editing regression pack from six-role audio and video workflow kits, expected analyses, controlled failures, and local browser-generated controls.
Turn a creator brief into a repeatable AI workflow test with provider-neutral plans, bound media inputs, expected outputs, and an explicit evaluation rubric.
Build synthetic media fixtures from versioned recipes, understand byte-stable versus content-stable exports, and verify every artifact without uploading source media.
Use one canonical field contract to test browser forms, paged layouts, structured values, field-data exchange, escaping, and round-trip imports across six form families.
Turn labels, autocomplete tokens, grouped controls, errors, and keyboard behaviour into explicit form-testing contracts using live demos and editable fixtures.
A practical guide to choosing between Novus Examples' text editor, Form Studio, Document Studio, and Visual Template Studio without forcing unlike file models into one tool.
Use linked HTML, AcroForm, JSON, CSV, DOCX, XLSX, PDF, and Markdown artifacts to test field parity, local editing, export, and document workflows.
Build repeatable metadata-stripping and neural-network inference tests from paired controls, validated ONNX graphs, exact inputs, and published expected results.
Map Novus Examples live form demos and HTML/AcroForm/FDF downloads to concrete autofill, validation, scraper, and PDF-filler assertions.
Concrete auth and PKI contracts you can assert against Novus Examples SAMPLE JWT, JWKS, OAuth, certificate, htpasswd, and header fixtures.
A practical walkthrough of the Novus Visual Studio: change every line of copy, edit table rows, drop in your own logo or background, recolour a theme, and export the sizes you need — all locally.
SVG rendered through an img element runs in secure static mode and refuses every external resource. Here is why exports silently lose type and pictures, how to embed them, and how to test that it worked.
Turn Novus Examples fixtures, filters, pairs, and spec sheets into a compact file-test matrix your team can rerun locally and in CI.
Use Novus Examples Coverage, Glossary, Search, and Browse tools to choose a real test file by format, capability, and expected behaviour.
Use Novus Examples live targets to test selectors, focus, frames, scrolling, delayed content, consent flows, uploads, themes, and print behaviour.
Use Document Studio to build a letter, memo, invoice, report, or résumé from editable blocks and export real Word, Excel, HTML, Markdown, or print-ready PDF — locally.
The Novus editor opens text and data files with syntax highlighting for 40+ languages — and receives binary files with a read-only hex and base64 view instead of a dead download link.
Use Form Studio to design a form, preview it live, and export standalone HTML, a JSON schema, or a real fillable-PDF AcroForm — with nothing uploaded.
Use Novus greyscale and sepia inputs against true-colour references to score colourization models with reproducible seeds.
Use paired clean, damaged, and mask fixtures to score restoration, inpainting, and damage-repair pipelines against ground truth.
Score watermark removers using clean references, synthetic SAMPLE overlays, and masks — without real brand logos.
Verify LUFS meters and clip detectors against amplitude ladders and clean↔hard-clipped WAV twins with exact specs.
Use Novus visual templates for marketplace listings, social posts, and product scenes — then customize them in Visual Template Studio without uploading to a server.
Exercise OpenAPI, JSON Schema, pagination, and webhook parsers against deterministic valid twins and intentionally invalid SAMPLE payloads.
How to evaluate speech recognition harnesses using Novus Examples tone-digit WAV pairs and JSON transcripts — without copyrighted speech.
How to exercise autofill, scrapers, and PDF form fillers against fictional Novus Examples tax, KYC, and shipping forms.
Score a point-cloud denoiser or reconstruction tool against a clean, dense ground-truth scan — with Chamfer distance and normal consistency.
Calibrate pixel and perceptual diffs against documented A/B twins — 1px shifts, chrome adds, and colour tints with known change kinds.
Test a mesh simplifier the right way — Hausdorff distance, normal deviation, and silhouette error against a dense ground-truth mesh.
Feed a broken mesh to a repair tool and score the result against a watertight target — with manifoldness checks and surface-distance metrics.
Score generated PBR materials channel by channel — base colour, normal, roughness, metallic, AO, and height — against a coherent ground-truth set.
Measure a depth model against a known depth map — with scale-invariant metrics, edge-aware checks, and reproducible fixtures.
Score a segmentation model with IoU, boundary F1, and instance matching against masks that come from the exact image you segment.
How to test ControlNet-style conditioning — Canny, depth, normal, scribble, segmentation, and pose — against a colour image the maps were derived from.
A repeatable way to measure denoise quality using noisy images paired with their exact clean reference.
Use one source exported across formats — plus a JPEG quality ladder — to test converters and compression.
Verify silence trimming against files with exact, documented leading and trailing silence timestamps.
Use a documented AcroForm and a text-vs-scanned PDF pair to test form parsers, fillers, and OCR accuracy.
Quoted commas, embedded newlines, ragged rows, odd delimiters, and encodings — the CSV cases every parser should survive.