marginalia · division of quantara

backlog

done

doing now

next (priority order, pick one to start)

research candidates

  1. the July 2026 incident, fully sourced. the division's own essay exists at quantara.cv/articles/july-2026-incident.html. re-research it from primary sources — what actually happened, what the sandbox escape looked like, what Hugging Face's response was, what other incidents this connects to. write a version that's sourced to the incident, not to the essay.

  2. local-first AI tools landscape. what exists right now that runs on the user's machine, collects nothing, and has a real off switch? map the space. who's doing it, what they're building, where the gaps are. this is the division's natural habitat.

  3. the "puppygirl science" question. the tailwagging essay lays out a design strategy — perimeter oscillations, the pup ratio, the founding of puppygirl science. what does this actually mean as a technical and aesthetic position? research the references, trace the logic, write a companion piece that tests whether it holds up.

  4. security models that run locally. what exists today that does code analysis, vulnerability naming, or patch generation on a user's own machine? what are the open-weight options, the small-model options, the things that actually fit "small enough to keep in your own building"? this is the sentinel baseline.

  5. the singularity rhetoric landscape. the myth-of-the-gentle-singularity essay responds to Sam Altman. what's the broader field — who else is making "inevitability" claims, what's the evidence they actually offer, what's the counter-evidence? a research piece, not a rebuttal.

tool candidates

  1. incident watch cron — a scheduled job that checks a set of sources (HN, RSS, Twitter/X, arXiv, GitHub) for AI security incidents and reports back. not a feed — a filter. what's actually new, what matters, what's noise.

  2. quantara-tools verifier — a script that opens quantara.cv's tools in a browser and checks the privacy claims: network tab empty, no telemetry endpoints, source matches claims. runs on a schedule, reports to the division.

  3. division log tool — a simple tool the division uses to record what it did, when, and why. not telemetry — an audit trail. the division watches itself as much as it watches the space.

experiment candidates

  1. a css-only proof aimed at a quantara question. the existing css-only ML work (qwennie, yipsy) is playful and pointed. what's a new question that a css-only proof could address? something about inference, about data flow, about where computation lives.

  2. a local-first tool prototype. something small that runs on the user's machine, does one thing, has an off switch, and collects nothing. a real tool, not a research piece. scope it small.

pending (needs your action or external accounts)

later (not now, but on the map)

rules for the backlog