nishi wiki / research

Research — the ocean

Every research river flows here. Each area keeps its own index — the river — and every brief published in any of them gets exactly one row on this page. Generated by nx_research_ocean from the resbrief- information plane at epoch=1785971719.

How to use this page. Before starting ANY research, read this index and search the corpus for your topic. If a brief already covers it, append to it, supersede specific claims with newer sources, or add a sub-brief that forks off it — never start a parallel brief. Re-deriving an existing brief is the redo-work failure this surface exists to end. Sections below are the distinct research areas in the plane; a new area appears here by adding a row, not by editing this page.

code research — the river

BriefCompiledStatusForks offScope
Real-time rendering and GPU graphics architecture2026-07-31PUBLISHED-6 axes ~40 sourced claims 8 declared gaps; neural rendering, micropolygon geometry, ReSTIR GI, 3DGS, upscaling
Sovereign SIMT GPGPU core with Vortex as the oracle2026-08-01PUBLISHED-warp/thread speedup within 2.4% of oracle geomean; 4 method findings 1 retraction 5 gaps
Fixing a defect class at the root: the sovereign scratch arena2026-08-01PUBLISHED-455 leak instances across ~210 files fixed by building the missing language primitive; 5 gaps
Generational SOTA analysis: method2026-08-01PUBLISHED-core-periphery DSM economics, dependency-traced ATD, CNCF maturity, topology clustering; FIRST lineage brief; fed /code/sota
Real-time rendering on a constrained stack2026-08-01PUBLISHEDcode-rtrendervoxels WebGL2 no-compute; NAADF traversal, radiance cascades, noiseless GI
Character body physics, animation and secondary dynamics2026-08-01PUBLISHED-DeepMimic-to-SONIC lineage, motion matching as shipped SOTA, XPBD/AVBD, fixed-point physics
NPC intelligence, behaviour and social simulation2026-08-01PUBLISHED-smart-object advertisements, thought ledgers, sourced gossip records, honest state of LLM NPCs
World simulation: weather soil plants animals and the farming-life loop2026-08-01PUBLISHED-Hillaire sky, Minecraft integer crop stencil, Vintage Story soil, Stardew husbandry numbers
The style lens: one simulation many art styles2026-08-01PUBLISHED-anime western-toon painterly pixel from one semantic G-buffer plus swappable style bundle
Autonomous AI scientists: the bar and how to beat it2026-08-01PUBLISHED-Co-Scientist Kosmos and peers; purpose-built scaffolding does NOT beat a well-prompted frontier model end-to-end
The brief standard: one document three audiences2026-08-01PUBLISHED-authored-once-derived-twice rule, claims-table skeleton, one-call publish sequence; a spec that is an example of itself
The research family tree2026-08-01MAP-lineage map over the library; missing relatives drawn as visible gaps rather than left off the page
Nishi Craft: the SOTA roadmap2026-08-01SYNTHESIScode-charphys,code-npcmind,code-worldsim,code-stylelensthe synthesis those briefs fed; phases A-E, every rung with a falsifiable exit criterion
Agent memory / Graph-RAG SOTA2026-07-30PUBLISHED-knowledge-graph memory does NOT beat a well-tuned embedder+reranker on independent eval; graphs earn cost on 5 named query classes only; corpus source: reference-agent-memory-graphrag-sota-2026-07-30
Measuring code quality qualitatively2026-07-29PUBLISHED-METR ~half of test-passing agent PRs would be rejected by human maintainers; mutation score as the ungameable gate; corpus source: reference-code-quality-eval-sota-2026-07-29
Systems perf math and model-tier economics2026-07-29PUBLISHED-do NOT build true-WAND (BMP wins 58x); RTX 5080 is 0.64x a 4090 on prefill not 0.98x; corpus source: reference-sota-perf-math-and-tier-numbers-2026-07-29
Model-tier transcript census2026-07-29PUBLISHED-239 sessions mined per-model then corrected by operator - tool-error rate is NOT quality; corpus source: project-nishi-model-tier-transcript-census-2026-07-29
Food science chemistry peptides and supplements2026-07-23PUBLISHED-67 pre-existing organs; measured M+H-only detection blind spot in the adulterant screen; public companion /stability; corpus source: project-nishi-food-chem-peptide-supplement-2026-07-23
Perceptual realism oracles: what can actually be gated per build2026-08-02PUBLISHEDcode-gensotaCGVQM >=87.5 imperceptible, CVVDP >=9.68 JOD, -22dB path-traced fidelity; presence and aliveness have NO automated metric; pretty-vs-physical r=-0.46
Biological plausibility as a build gate: the unoccupied niche2026-08-02PUBLISHEDcode-realism-oraclesCI biological validation confirmed NONEXISTENT; phyllotaxis/allometry/Koppen constants; our forest measured at HALF real stem density (372->643 trees/ha)
Cloth and soft tissue: what is real-time, what is validatable2026-08-02PUBLISHEDcode-bio-oraclesdo NOT build CCD (2025 SOTA deletes it); O(1) containment beats substepping; WebGL 60fps only to 4K nodes; gate ratios+kinematics never material params
Social & physical NPC interaction: approach, conversation, contact2026-08-02PUBLISHEDcode-npcmind,code-charphysF-formations + proxemics = integer geometry for approach rings; ledger-driven dialogue beats LLM NPCs at our constraints (anti-hallucination gateable); paired clips on a shared anchor is what SHIPS for two-character contact; S1-S4 beach engagement rungs mapped to live doors; May-July 2026 tail DECLARED unverified
Digital twinning of human anatomy: exact-person capture to surgical precision2026-08-03PUBLISHEDcode-deformablesCOMPLETES the 07-31 brief + S5 the corpus question: photos/videos/GIFs reach the bar on a 3-TIER ladder (T1 class from GIFs; T2 consult-grade 1-3mm from HD video = the Crisalix class surgeons already use; T3 sub-mm approachable on pro photo sets) -- binding constraint is SCALE ANCHOR + per-region measured-vs-inferred confidence, never pixel count; clinical 0.2mm stays scanner territory until validated; 7-layer NXA container = the moat
Soft-tissue dynamics: the plant, the drive, and the difference that reorders the work2026-08-03PUBLISHEDresearch_deformablesthe physics of breast and glute soft tissue: natural frequency vs drive frequency, damping, per-axis anisotropy, identified stiffness parameters, controllability, and which of it can be gated per build
Physics as a per-world regime: what transforms with gravity, what does not, and what must refuse2026-08-03PUBLISHEDresearch_soft_tissue_dynamicsphysics as data per world with Earth as the calibrated benchmark: which quantities are gravity-invariant, which scale and by what law, which refuse to transform, the 0.4g validity floor on Froude scaling, and the pendant-vs-inverted stiffness sign flip
Ruler-craft: descriptive geometry to modern metrology, applied to precision realism2026-08-03PUBLISHEDcode-digitaltwinthe freemason ruler answered: Monge descriptive geometry (2 orthogonal views determine a solid) exposes that our 1-view instrument CANNOT SEE depth -- nose/chin projection was inference not measurement; ladder M1 orthogonal pair, M2 Procrustes+EDMA (kills anchor bias, 120 distances vs 10), M3 TPS decomposition = the marble order as MATH, M4 silhouette bounds, M5 feed-forward 2-view reconstruction; law: precision comes from the CRAFT before the instrument
The measurement constitution: metrology across every domain, down to pore scale2026-08-03PUBLISHEDcode-metrologyREFRAME: our worlds look fake because everything is PERFECT -- realism is measured IMPERFECTION and metrology is the science of specifying it; the operator's Class-III mandible paper answered = 4-METHOD BATTERY (cephalometric=medical interface, Procrustes=global verdict, EDMA=localiser, TPS=carve order) with agreement required; Procrustes ALREADY overturned our anchored jaw verdict (16.3mm, anchor was hiding it); the full outline mapped: VIM vocabulary, GUM uncertainty budgets, traceability, GD&T tolerances for the built world, ISO 25178 as ONE texture ruler for skin+bark+plaster+sand, forensic standard for the scoreboard, Allan deviation for frame time, unit discipline (our q8 64x error); micro-detail = a STATISTICS problem: point processes + published distributions for nevi/Montgomery/stubble/pores, ITA+dE00 retires eyeball colour
The council of instruments: consensus metrology for verdicts we can trust2026-08-03PUBLISHEDcode-measurementthe 7-of-10 question answered with real metrology: CIPM key comparisons + degrees of equivalence, NIST-class consensus estimators, BIRGE RATIO = the literal do-we-know-for-sure test (do experts disagree MORE than their claimed uncertainties allow), robust median/MAD, z/zeta/En proficiency scores, Bland-Altman, Dawid-Skene latent truth (learns rater reliability with NO ground truth), conformal intervals; FIRST FINDING: a council of CORRELATED experts is ONE expert -- our 4 shape methods share one detector = 1 seat of 10; independence must be in the SENSING; measured gauge floor U(k=2)=+-1.2mm so any error under that was never real
A council of experts, done honestly: artifact diversity beats headcount2026-08-03PUBLISHEDresearch_world_physics_regimestrue metrology for physics and morphometrics validation: a seven-member council chosen for disjoint blind spots, the formal V&V and uncertainty standards, why an agreement count is not evidence strength until effective independence is measured, and how to route disagreement as a finding
Character surface floor -- measured, not asserted2026-08-03PUBLISHED-character asset floor vs a 50-package reference corpus; the no-UV finding
Rig floor -- their skeleton vs ours, measured from morph data2026-08-03PUBLISHEDcharfloor2026skeleton comparison derived from morph deltas; the lateral pectoral pair finding
The Reciprocal Corpus Program -- measure, don't take; give the measurement back2026-08-04PUBLISHEDcharfloor2026roadmap: ingest reference corpora as data for our generator, publish the aggregate back as open research
Fixing any car: diagnosis and repair planning at SOTA, and past it2026-08-05PUBLISHEDcode-gensotaSOTA July 2026 for vehicle diagnosis+repair planning via 2012 Sonata Theta II and 2013 Sienna 2GR-FE head-gasket ladder; campaign-first triage, evidence-gated test plans, parts-quality upgrade registry; exceed rungs R1-R5 each with a falsifiable gate

33 briefs in this area.

product research — the river

BriefCompiledStatusForks offScope
Render only what the brain will see: the perceptual-efficiency product2026-08-01PUBLISHEDcode-rtrender,code-voxelrenderpredictive coding as product thesis; foveation + event-driven + perceptual gaps; metric = joules per perceptually-indistinguishable second

1 briefs in this area.

Coverage of this index

MeasureRowsMeaning
Declared by the plane34the plane's own row count
Loaded34rows actually read back
Rendered34rows on this page — must equal Loaded, else a row is malformed
Reachable beyond the count0records past the declared count (older seeding generation); non-zero means reconcile