The Library
What the house has to say.
Articles and resources from the programs. Published when there is something true to say, and not before.
Articles
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Where this is going
A short, falsifiable set of expectations about the next few years, written down so it can be checked later, including the parts we expect to get wrong.
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The small business AI problem is not the AI
Small firms rarely fail at adoption because the model is not good enough. They fail because the work the model was supposed to help with was never written down.
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QA is not the thing to cut
Generation raises the volume of code and lowers the cost of producing it. Neither of those reduces the need to find out whether it is right. Both increase it.
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The model is the cheap part
In an AI integration the model is a commodity and the seams are the project. Budgets that treat it the other way round overrun in a predictable place.
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Generated code is a draft, and drafts are useful
AI writes good code and does not write production systems. The gap is not competence at the line level; it is everything the line level does not contain.
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Enhancement is the larger market
Replacement is the story being told and augmentation is where the value is. The argument is economic rather than moral, which is why it is worth making carefully.
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Cost reduction that survives contact
Most software cost programmes move cost rather than remove it. A note on which reductions hold, and which reappear two quarters later under another name.
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AI-assisted, not AI-taught
The case for putting intelligence behind the teacher rather than in front of the child, and why the distinction is structural rather than sentimental.
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A research house and a commercial division
Why the vendor and the laboratory are kept in separate rooms, all the way down to the prose, and what is allowed to cross between them.
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Nothing ungoverned
The third principle, unpacked. What "named, bounded, and answerable" actually commits the house to, and what it has ruled out.
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The nervous system pays for everything
There is a bill most design never itemizes. The charges are small and continuous, the statement never arrives, and the balance shows up as exhaustion nobody can attribute.
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The child is not the input
Curriculum generation is solved. The experience of learning inside an adaptive environment is not, and it is the part that decides whether anything lands.
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Neurodivergent-first is not accessibility later
The patch model has a premise, that there is a normal user and there are exceptions. This program rejects the premise rather than only the patch.
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The question behind the question
AidePersona asks what an assistant should do. This house holds the question underneath it: what living with one should be like.
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Why we publish slowly
On patience as method. Why the house publishes only when there is something true to say, and what that costs.
Resources
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4SSI ↗
AI situational support for real-world emergencies, and an impact initiative of the maison.
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NOXE Smart Schools ↗
Technology-integrated school management for modern classrooms, from the maison's impact portfolio.
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AskNoxe ↗
The maison's free AI tutor, offering homework help and study support for every student. Field context for the learning program's questions.
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Point It Here ↗
SigmaClava's development division for commercial engagements, formerly OccultOpes: custom software, automation, and applied AI for owner-led businesses.
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Maison TergaDo ↗
The family of ventures SigmaClava belongs to. Houses and impact initiatives uniting technology, design, and human impact.