We build what we need
Then share it with you
Labs is where the technology we build for our own work becomes products in their own right. Building SeKondBrain means building serious tools along the way — not demos, but systems we depend on daily. Labs is where they graduate: proven inside one Brain, extracted into standalone services, hardened, and offered to everyone — priced by usage, in credits.
Proven inside. Extracted.
Offered to all.
Every Labs initiative follows the same path. It’s born solving our own problem inside a Brain. Once it proves itself, we extract it into an independently versioned service, kept open-source, offered as a credit-priced product, or both, while it keeps improving inside SeKondBrain.
Some initiatives take one route, some both. All of them keep improving inside our products while they live their own lives outside them.
What’s on
the bench.
RedaKtion plans: 500 pages free, every feature on — then pay as you go by the page.
Forensically redact your sensitive documents
Every language. Every format.
Confidentiality intact.
Most redaction draws a rectangle over text that’s still there. RedaKtion deletes the characters, overwrites the pixels, strips the metadata — then re-reads its own output and reruns the whole detection stack against it, so a broken redaction never ships under a green tick.
The bench
keeps filling.
Agents that heal themselves — grown from a seed.
Hai (胚) is Japanese for embryo, and that’s the design: an embryonic kernel, born with a handful of seed skills, that grows into whatever agent the task demands. When an agent meets a task it can’t do, Hai checks the shared brain first — and if the skill doesn’t exist, it writes it.
More initiatives are extracted as they prove themselves inside the Brains. Pick one, put it to work, and tell us how it goes — real use is what turns an initiative into a product.
Buy the work,
not the seat.
Every Labs product is metered the same way: credits that map to compute. A credit is a unit of work done — a page redacted, a graph built — weighted by what it costs to do well. Verification is always included, capability is never gated, and free tiers are real — enough to prove it on your own material, no card, no watermark.
Two shelves,
one workshop.
Labs is where initiatives are productised and priced. Community is where their open-source releases live — packaged versions you install and run yourself. Kemory’s Community Edition is there today; Labs initiatives join it as we package open-source versions. If you’d rather run it than buy it, that’s the door.
Code as structure,
not files in folders.
Repositories, features, components and their relationships become connected, queryable structure instead of files in folders — the layer that lets agents and people reason about what code means and what a change touches.
Pick one.
Put it to work.
Real use is what turns an initiative into a product. Explore what’s on the bench, or run the open-source releases in Community.
