Everyday questions.
Projects to explore them.
Nutrition evidence, shared spaces, light, and sound. A collection of practical tools and research experiments, with the assumptions open to inspection.
Developed with mentor and AI assistance. Each entry records its stage, known contributions, and the evidence still to collect.
An interactive explanation of one computed example. Fixed furniture stays in place.
Three practical projects. Read the question, try an example, and inspect the documented role.
Read the claim.
Inspect the evidence.
A sports-science reading tool that separates a study’s claims, limitations, and counter-evidence. Study-design labels are computed in code; AI helps organize the reading.
Know what fits.
Make room to use it.
A suitcase can fit beside a desk and still have nowhere to open. DormFit checks footprints and extra use space, with the furniture already in the room kept separate from the belongings being considered.
A clear turn.
A fair handoff.
Students take a short arrival hold, report starting a wash, and confirm when the washer is finished and empty. A missed arrival passes the turn on. An expired wash estimate never makes an occupied washer available.
A short hold gives the first student time to arrive.
Ten more prototypes and experiments. A working model, a field result, and a contribution record each tell a different part of the story.
10 projects in the collection · 3 featured above
Early investigations into light, sound, simulation, and evidence.
These projects contain models, prototypes, or local benchmarks. Field results and individual contributions are recorded only where documented.
A public-data engine-sound benchmark and a proposed school-gate measurement protocol.
Still to establishField validation and student contributions are still to be documented.
Assisted prototype · contribution record pending
Interface snapshotA model for comparing useful light and unwanted spill from different lamp and hood arrangements.
Still to establishPhysical measurements and real-world effects are unverified.
Assisted prototype · contribution record pending
Interface snapshotA saved farming-game replay and local strategy comparison in the official Kaggriculture environment.
Still to establishThis is not a leaderboard result. Fresh matches require the local backend.
Assisted prototype · contribution record pending
Interface snapshotAn interactive demonstration of how selective analysis can create an apparent effect in data.
Still to establishAn educational prototype, with no participant evaluation or measured impact.
Assisted prototype · contribution record pending
A command-line prototype for repairing synthetic workflow failures and checking the resulting trace.
Still to establishIt has not been evaluated with real teams. No live service is connected.
Assisted prototype · contribution record pending
Interfaces for trust, materials, traceability, and the consequences of attention.
Interface snapshotA digital creature loses one of its twenty abilities whenever someone asks a question. The change is shared by every visitor.
Assisted prototype · contribution record pending
Interface snapshotA suspicious message gets two opposing arguments, a verdict, and an explanation of the factors behind it.
Assisted prototype · contribution record pending
Interface snapshotAttention changes a shared image: heavily watched areas become wounds, while quieter areas grow.
Assisted prototype · contribution record pending
Interface snapshotArrange rectangular parts on leftover boards, then export a cutting diagram instead of guessing where every piece goes.
Assisted prototype · contribution record pending
A coffee-traceability website presenting a lot’s journey, cost breakdowns, and supporting document references.
Group website prototype · Ethan’s role unconfirmed
Try another name or show the full collection.
Four early concepts. These remain separate from implemented work; Ethan’s contributions have not yet been documented.
Observe a newcomer attempt a simulated club task, then improve the handover notes around the places they get stuck.
Research brief · no implementation documentedTurn leftover cardboard into event signs within measured material constraints. This earlier exploration relates to Offcut.
Research concept · not a separate finished appExplore a webcam-based learning tool that connects body movement with joint mechanics and explanatory questions.
Early concept · implementation not verifiedA concept for turning objects in a photograph into an interactive two-dimensional physics learning playground.
Reserve concept · implementation not verifiedNewCode was an earlier direction that developed into NutriCut; it is not counted as a separate completed project.
A calculation, an observation, and a personal decision should each mean something different.
A claim without context. A suitcase that cannot open. A shared turn with no handoff. Start with a concrete interaction.
Space to use an item; ownership of a turn. Keep the assumptions inspectable and the edge cases explicit.
Source tests check software behavior. Real rooms and willing users are the next step toward evidence of usefulness.
The archive includes published prototypes, local research, and early concepts. Linked homepages were checked on October 13. Their availability does not establish functional accuracy or real-world impact. Saved benchmark and test records retain their original dates. DormFit and LaundryRelay evidence files are available below.
Documented student contributionNutriCut’s wording feedback is recorded in a source commit.
Contribution records pendingOther entries retain their mentor and AI implementation credits. Student work, field measurements, and participant observations still need records.