Product blog
Product blog
Product updates, field guides, and field notes — each with links to docs and the tools they describe. High-level milestones also appear on the changelog.
Featured
Field notes · August 8, 2026
One analysis, many engines: keeping beat sync consistent
Why every layer reads one shared audio frame, why the beat grid is measured from the whole file up front, and the two bugs that proved both decisions were worth making.
Novus VisualizersField guide · August 8, 2026
Unknown is not zero: how Novus AI Stats explains a blank metric
Why a missing number in an AI usage dashboard needs a stated reason, and the five states that give it one.
Novus AI StatsMore articles341 total · page 1 of 35
ReadField guide · August 8, 2026
How a Novus Striker match resolves: the contest, the charge, and a keeper that parries
The rules underneath an early-access arcade football game, and why each one replaced something that felt arbitrary.
- Contested, not rolled
- Six gestures, three input schemes
- What the build still lacks
Novus Striker · Novus Striker
ReadField guide · August 8, 2026
Generated, not collected: what a test file’s provenance decides
Why a test result is only as strong as your knowledge of the input, and what changes when every fixture arrives with its properties written down.
- Known inputs, readable results
- Copyright-free by construction
- One variable at a time
Novus Examples · Novus Examples
ReadField guide · August 8, 2026
The four ways a file conversion goes wrong — and which ones a converter can catch
What an output-validation gate can prove, what it cannot, and the minute of checking that catches the failure no converter will ever report.
- Four distinct failures
- What validation proves
- The one you must check
Novus Convert · Novus Convert
ReadField guide · August 8, 2026
Covering is not removing: what Novus PDF Studio can actually take out of a document
The most dangerous thing a document tool can do is make you believe something is gone. Here is exactly where the line sits in PDF Studio, and why a button called Redact would have been the wrong feature to ship.
- White-out is markup
- Pages are what really go
- Password guards who, not what
Novus PDF Studio · PDF Studio
ReadField guide · August 8, 2026
Temporal stability: why cutting a background out of video is a different problem
The failure mode in a moving cutout is not a bad edge — it is a good edge that will not hold still. Here is why that needs a different model, and the format decisions that decide whether the work survives export.
- Recurrent matting, not per-frame
- APNG over GIF
- WebM keeps the alpha
NSS Background Remover · Background Remover
ReadField guide · August 1, 2026
Career aptitude tests: what they can and cannot tell you
How to get real value from career aptitude and reasoning practice without letting a score decide anything it is not qualified to decide.
- Practice, not prophecy
- Read the construct, not the number
- Free, accountless, on-device
Field notes · Novus Learn
ReadField guide · August 1, 2026
When your docs drift from your product
How a documentation audit across eight apps found the same statistics re-typed and quietly wrong, and the pattern that keeps them honest.
- Drift is an architecture bug
- One number, one home
- Audit before you rewrite
Field notes · Stack & engineering
ReadField guide · July 28, 2026
Shipping production work with frontier AI
A practical loop for drafting, verifying, and shipping production work with frontier AI while keeping humans accountable for outcomes.
- Draft → verify → ship
- Humans keep ownership
- Tests beat vibes
Field notes · Automation & AI
ReadField guide · July 28, 2026
Frontier AI in 2026: Sol, Fable / Opus 5, and Gemini in the race
A builder’s field guide to what “frontier” means in 2026 and how to evaluate Sol, Fable / Opus 5, and Gemini without hype or fake benchmarks.
- Parallel frontier race
- Evaluate for your job
- Honest limits still matter
Field notes · Stack & engineering
ReadProduct highlight · July 28, 2026 · updated August 1, 2026
Novus AI Stats launch: local-first AI history dashboard
Why we shipped a local-first AI history constellation instead of ambient monitoring or a tip-style usage score.
- Seven providers
- Local-first imports
- Metric quality labels
Novus AI Stats · Novus AI Stats
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