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Nishi Compare · capabilities, evidence and delivery

Evaluation and Grading (Referee)

Compare capabilities and delivery evidence. Source discovery, qualification, deployment and accepted outcomes are separate; an open contract names work still to verify.

Nishi vs OpenSSF Scorecard and openai-evals and EvalPlus and HELM

Overview

The purpose, declared position and evidence coverage of this domain. Source presence and completed acceptance are different measures.

Where we are. Measured 2026-08-19. The referee is the culture the roster answers to -- property-based oracles, liar-killed censuses, coaching that forced real corrections, abstaining safety grades, self-measurement on the public plane -- and it is narrow against the evaluation field: no scored qabench, an orphaned honesty grader, no intervals or paired tests, no standard suites, no contamination checks, no LLM or human-preference judging, no eval-over-time surface, no cost axis.

Where we need to go. Score what we already run, then add rigor (intervals, history), breadth (suites, contamination), judges (LLM and human preference under pre-declared agreement rules) and the supply-chain and cost axes -- so every claim the estate publishes carries an interval, a history and a cost.

The unit. 1 u = one measured session-leg. Calibration from landed rungs: the mangagen panel compositor went from existing substrate to shipped and live-verified in ONE leg (2026-08-13); the citations rung went from 3 to 55 domains in one leg across seven seats (2026-08-18); a greenfield engine with a bite-proven gate has measured 2 to 4 legs. Estimates recalibrate as rungs land and PR7 actuals write back.
Cost to score what we run: 1.5 u. Through M0: the qabench scorer and wiring an existing grader.
Cost to breadth with rigor: 7.5 u. Through M2.
Cost to the full referee: 13.5 u. Everything below.
Models, complete systems and mechanical execution: PLANNED 2026-10-01. Use the shared referee harness for older and smaller models, current frontier models at named effort settings, Nishi without an LLM, hybrids and human-assisted work. Bind exact tasks, starting state, model and harness versions, tools, budgets and acceptance criteria. Compare both equal-budget runs and best configured systems, labeled separately.
Task failure and verified completion: PLANNED. Publish first-attempt and eventual accepted completion with all assigned-task denominators, repeated paired trials and uncertainty. Separate model mistakes, invalid tests, infrastructure failure, correct authority refusal and unresolved work; include false completion, missed faults, regressions and the cost of recovery. Show both end-to-end reliability and conditional model performance.
Human time and total delivery cost: PLANNED. Measure complete tasks, workflows and projects through verified user outcome and durable closure: developer intervention minutes, elapsed and waiting time, tokens, billed cost, resource use and cleanup. Coding and Modelwright consume this same evidence; Racing runs reproduced workloads and Compare publishes scoped results. External ranks retain source dates and benchmark versions.

Latest recorded release

2026-09-03 · R3

Renewal made IDEMPOTENT: nx_evclass_route now scans every existing row for the gate and renews only when the NEWEST epoch is older than the TTL (er_newest_epoch), so a re-run appends nothing. Witness: first run after the fix RENEWED=0 ALREADY=5 (before the fix every run re-appended 4 rows); shipped via nx_organ_ship sha 4c81e8b6, prove=NO-GATE-FOUND (named, UNPROVEN -- the organ has no gate of its own yet; its gate is the next referee rung)

Release history and work log

Release entries describe recorded changes; they do not establish that every capability passed evaluation.

12 of 22 capability source symbols found|2 of them authored stronger-claims|10 open|coverage 545/1000|adoption 7 full / 5 partial

Evidence profile — what the gaps on this board actually are

Measured by nx_swcompare_evidence, read back by nx_evprofile_lib. Every figure is a count with its denominator — there is deliberately no score, no grade and no percentage anywhere in this band, because a stored scalar is a field a seat can edit and a counted partition is not.

evidence|grounded 12/12|unsupported 0|gates green 2/2|proven able to fail 2/2|never bitten 0|green at 0/0 2|open gaps 10|of them unnamed 0|of them proof withheld 0|flips ready 0

proven able to fail counts the gates that have a RECORDED RED — nx_gate_bite mutated the gate subject, rebuilt it, watched the gate go red, and that record is inside the shared TTL. never bitten is its complement over the same denominator: those gates ran and were green, and nothing has ever shown them able to detect anything, so their green is a statement about this run and not about the gate. green at 0/0 is a separate and much weaker observation — the gate printed GREEN on a zero denominator, so its own tooth counter says it examined nothing. A gate can be green, non-zero, and still never bitten; that is the common case and it is now visible instead of implied.

partition: grounded + unsupported = 12 vs present 12 · named + unnamed + withheld = 10 vs open 10 · both reconcile

liar-kill conj=GPQN · all four conjuncts held

graded document: BUILDROOT tree, 6908 bytes · gates map: PRIMARY · stamped 2d 7h ago · source ../knowledge/status/evstamp_referee.verdict

Gap classWhat it is, and the work it names
VACUOUS-GATEA gate reported GREEN on a ZERO denominator. A gate with real teeth and a broken counter, and a gate with no teeth at all, are indistinguishable from outside; that indistinguishability is the finding, so it is reported here and never convicted.
This band reports the referee counts. The per-axis worklist rows — which axis is unsupported, which watch is ready to flip, which gap is unnamed — are printed by nx_swcompare_evidence referee itself and are not carried on the stamp, so this page names the classes and the producer names the rows. That split is stated rather than hidden: a count without a worklist is not actionable, and this band is honest about which half of that it is.

Production map

Follow the dependencies, declared acceptance criteria and recorded priorities. Inspect source binding before treating a rank as executable work.

Ranking source binding: STALE_OR_INVALID_BINDING. Recorded priorities require current acceptance evidence and resource checks before execution.

Recorded ranking withheld

Retained ranking is not bound to the current plan and matrix: STALE_OR_INVALID_BINDING. Historical data remains retained. Refresh the ranking after resolving the input differences. Latest execution outcome is unverified.

Declared roadmap — contract, acceptance, executor, effort

RungCloses withDefinition of done (pre-declared)ExecutorEst.
Score qabench (R0)qa_scoreExact-match plus a rubric score per question on the 251-question bar; the per-question rows are printed and the aggregate is a ratchet floor; the harness that exists finally gradesOrgan1 u
Wire the honesty grader (R1)wc_honesty_gateThe coach consumes nx_honesty_grader on every rung claim; a planted overclaim is refused and a measured claim passes (bite both ways)Organ0.5 u
Paired statistics on every bench (R2)es_pairedConfidence intervals and a paired test over repeated bench runs (the Stabilizer-validated layout-variance bench is the precedent); a difference inside the interval is reported as NOT DISTINGUISHABLE, never as a winOrgan1.5 u
Eval history series (R3)
after R2
evh_seriesEvery gate and bench verdict appended with its epoch to one series and rendered as a regression dashboard on /compare/referee; a regression is a downward step on the series, visible without re-runningOrgan1 u
Standardized suites (R4)
after R0
sb_runMMLU and HumanEval-class suites run from banked datasets through the same harness the modelwright lane names (eh_run); results carry the interval from R2Organ2 u
Contamination detection (R5)
after R4
ct_scann-gram and perplexity-based overlap between training corpus and eval sets printed per suite; a planted leaked item is caught; required before any trained-model score is publishedOrgan1.5 u
LLM-as-judge (R6)
after R2
lj_gradeThe sovereign seat grades text against a rubric; agreement with banked human labels is PRE-DECLARED; nx_dr_semjudge and nx_dr_densejudge are the lexical and dense control arms it must beat to be wiredLocal model2 u
Human preference collection (R7)
after R6
hp_collectPairwise preference collection on the survey engine (anonymous, k-floored) feeding an arena-style rating; ties and abstentions counted, never droppedOrgan1.5 u
Repo supply-chain score (R8)rsc_scoreScorecard-class checks over the estate's own repos and fetched sources: signed releases, pinned deps, branch protection where applicable; every check prints its evidenceOrgan1.5 u
Cost and latency-aware eval (R9)
after R3
ec_meterEvery bench row carries wall time, tokens and joules where measurable; a quality score without its cost is refused at publishOrgan1 u

Milestones

MilestoneRungsCumulative
M0 · Score what we already runR0,R11.5 u
M1 · RigorR2,R34 u
M2 · BreadthR4,R57.5 u
M3 · JudgesR6,R711 u
M4 · Supply chain and costR8,R913.5 u
Ladder verdict. NOT DECLARED. This board names no dated best-in-class or frontier target and no rung roles (sotatarget and rungrole rows on its plan); the ranker labels it NO-LADDER until it does, and until then its rungs climb toward a target nobody has written down. Bars read NO-BAR against the current month 2026-10.
Bar freshness, counted
ClassCountNote
bars0sotabar rows on the plan
fresh0the bar month is the current month
attested0an older bar with a this-month barscan reporting no newer entry
stale0a this-month scan saw a newer month the bar ignores
unattested0nobody looked this month
malformed0a sotabar row missing a field
duplicate0bar ids an earlier row already carries
bars, summed0RECONCILED: the parts sum to the total 0
current month2026-10the month every bar is judged against
Treatment verdict. NOT DECLARED. No rung on this board declares its three-step treatment (a treat row naming the MCP row, the API route, the primitive it composes, the workflow that composes it and the agent beat that runs it); the ranker labels every rung TREATMENT-UNDECLARED until it does.

Inspect a rung and its prerequisites

Declared nodes 10. Rank input binding: STALE_OR_INVALID_BINDING. Dependency order is authored. Implementation, acceptance evidence, authority and resource readiness are unverified. No action is recommended or dispatched here.

Plan SHA-256 d325883e864c16e589f9fadf8cf4ae5a65c4eab93513b0ce34fffd742873929d. Target rows 0; role rows 0. Existing risks and release worklog retain their own scope; no node completion is inferred.

Runtime observation coverage: 0 of 10 rungs have current, identity-bound execution observations. Observation may report RED. Accepted completion remains unknown; source presence, qualification and deployment do not establish it.

Use Enter or Space on a rung to inspect its contract. Prerequisite links locate another rung in this list; open its summary to inspect it. Estimates are authored effort, not forecasts.

  1. R0 — Score qabench

    Prerequisites: None declared; this does not establish execution eligibility.

    Contract: qa_score

    Acceptance: Exact-match plus a rubric score per question on the 251-question bar; the per-question rows are printed and the aggregate is a ratchet floor; the harness that exists finally grades

    Authored effort: 1. Executor kind: Organ. Responsible, accountable and verifier not established. Inspect retained worklog.

    Runtime observation: UNKNOWN; outcome UNKNOWN; observed epoch -1. Declared owner: . Receipt , SHA-256 . Identity-bound observation is not accepted completion. Qualification and deployment remain unverified by this projection.

  2. R1 — Wire the honesty grader

    Prerequisites: None declared; this does not establish execution eligibility.

    Contract: wc_honesty_gate

    Acceptance: The coach consumes nx_honesty_grader on every rung claim; a planted overclaim is refused and a measured claim passes (bite both ways)

    Authored effort: 0.5. Executor kind: Organ. Responsible, accountable and verifier not established. Inspect retained worklog.

    Runtime observation: UNKNOWN; outcome UNKNOWN; observed epoch -1. Declared owner: . Receipt , SHA-256 . Identity-bound observation is not accepted completion. Qualification and deployment remain unverified by this projection.

  3. R2 — Paired statistics on every bench

    Prerequisites: None declared; this does not establish execution eligibility.

    Contract: es_paired

    Acceptance: Confidence intervals and a paired test over repeated bench runs (the Stabilizer-validated layout-variance bench is the precedent); a difference inside the interval is reported as NOT DISTINGUISHABLE, never as a win

    Authored effort: 1.5. Executor kind: Organ. Responsible, accountable and verifier not established. Inspect retained worklog.

    Runtime observation: UNKNOWN; outcome UNKNOWN; observed epoch -1. Declared owner: . Receipt , SHA-256 . Identity-bound observation is not accepted completion. Qualification and deployment remain unverified by this projection.

  4. R3 — Eval history series

    Prerequisites: R2 (acceptance unverified)

    Contract: evh_series

    Acceptance: Every gate and bench verdict appended with its epoch to one series and rendered as a regression dashboard on /compare/referee; a regression is a downward step on the series, visible without re-running

    Authored effort: 1. Executor kind: Organ. Responsible, accountable and verifier not established. Inspect retained worklog.

    Runtime observation: UNKNOWN; outcome UNKNOWN; observed epoch -1. Declared owner: . Receipt , SHA-256 . Identity-bound observation is not accepted completion. Qualification and deployment remain unverified by this projection.

  5. R4 — Standardized suites

    Prerequisites: R0 (acceptance unverified)

    Contract: sb_run

    Acceptance: MMLU and HumanEval-class suites run from banked datasets through the same harness the modelwright lane names (eh_run); results carry the interval from R2

    Authored effort: 2. Executor kind: Organ. Responsible, accountable and verifier not established. Inspect retained worklog.

    Runtime observation: UNKNOWN; outcome UNKNOWN; observed epoch -1. Declared owner: . Receipt , SHA-256 . Identity-bound observation is not accepted completion. Qualification and deployment remain unverified by this projection.

  6. R5 — Contamination detection

    Prerequisites: R4 (acceptance unverified)

    Contract: ct_scan

    Acceptance: n-gram and perplexity-based overlap between training corpus and eval sets printed per suite; a planted leaked item is caught; required before any trained-model score is published

    Authored effort: 1.5. Executor kind: Organ. Responsible, accountable and verifier not established. Inspect retained worklog.

    Runtime observation: UNKNOWN; outcome UNKNOWN; observed epoch -1. Declared owner: . Receipt , SHA-256 . Identity-bound observation is not accepted completion. Qualification and deployment remain unverified by this projection.

  7. R6 — LLM-as-judge

    Prerequisites: R2 (acceptance unverified)

    Contract: lj_grade

    Acceptance: The sovereign seat grades text against a rubric; agreement with banked human labels is PRE-DECLARED; nx_dr_semjudge and nx_dr_densejudge are the lexical and dense control arms it must beat to be wired

    Authored effort: 2. Executor kind: Local model. Responsible, accountable and verifier not established. Inspect retained worklog.

    Runtime observation: UNKNOWN; outcome UNKNOWN; observed epoch -1. Declared owner: . Receipt , SHA-256 . Identity-bound observation is not accepted completion. Qualification and deployment remain unverified by this projection.

  8. R7 — Human preference collection

    Prerequisites: R6 (acceptance unverified)

    Contract: hp_collect

    Acceptance: Pairwise preference collection on the survey engine (anonymous, k-floored) feeding an arena-style rating; ties and abstentions counted, never dropped

    Authored effort: 1.5. Executor kind: Organ. Responsible, accountable and verifier not established. Inspect retained worklog.

    Runtime observation: UNKNOWN; outcome UNKNOWN; observed epoch -1. Declared owner: . Receipt , SHA-256 . Identity-bound observation is not accepted completion. Qualification and deployment remain unverified by this projection.

  9. R8 — Repo supply-chain score

    Prerequisites: None declared; this does not establish execution eligibility.

    Contract: rsc_score

    Acceptance: Scorecard-class checks over the estate's own repos and fetched sources: signed releases, pinned deps, branch protection where applicable; every check prints its evidence

    Authored effort: 1.5. Executor kind: Organ. Responsible, accountable and verifier not established. Inspect retained worklog.

    Runtime observation: UNKNOWN; outcome UNKNOWN; observed epoch -1. Declared owner: . Receipt , SHA-256 . Identity-bound observation is not accepted completion. Qualification and deployment remain unverified by this projection.

  10. R9 — Cost and latency-aware eval

    Prerequisites: R3 (acceptance unverified)

    Contract: ec_meter

    Acceptance: Every bench row carries wall time, tokens and joules where measurable; a quality score without its cost is refused at publish

    Authored effort: 1. Executor kind: Organ. Responsible, accountable and verifier not established. Inspect retained worklog.

    Runtime observation: UNKNOWN; outcome UNKNOWN; observed epoch -1. Declared owner: . Receipt , SHA-256 . Identity-bound observation is not accepted completion. Qualification and deployment remain unverified by this projection.

Learning and practice paths

No structured learning path is declared for this plan. Existing research, roadmap and worklog remain available above.

Rung dossiers — every record that bears on a rung, in one place

Joined by symbol, never typed. Each dossier is assembled on every publish from the rows this board already carries: the plan's rung row, the matrix row that carries its contract symbol (its status re-measured by the one symbol ruler), the gate the organ declares and the verdict the evidence referee recorded on its last run, the reference marks in the rung text, the design rows that name the rung and the work log filed against it. The capability matrix links each cell to its dossier and each dossier links back to its cell and forward to the rungs it stands on; a dependency naming no rung on this plan is written as UNRESOLVED rather than linked. Absences are named: NO-MATRIX-ROW, NO-GATE-DECLARED, UNRECORDED.
Gate verdicts: UNSTAMPED — no per-gate verdict artifact is published for this domain yet (nx_swcompare_evidence referee writes it beside its stamp); every gate below reads UNRECORDED until it runs.
Gate declarations: knowledge/organ_gate.conf read from this working directory (1 rows) and from the estate root (196 rows); rows in both counted once: 0; declarations read: 197. Every declaration in either copy counts, so a stub beside the publisher can never hide the root.
R0 Score qabench · cell WATCHING · gate NO-GATE-DECLARED
Contractqa_score · executor Organ · 1 u · stands on nothing
Definition of doneExact-match plus a rubric score per question on the 251-question bar; the per-question rows are printed and the aggregate is a ratchet floor; the harness that exists finally grades
Matrix cellQA bench scoring (the named wall) · runtime/_hdl_build/nx_qabench.nx · WATCHING decl
GateNO-GATE-DECLARED — knowledge/organ_gate.conf carries no row for nx_qabench; declare nx_qabench TAB <gate> and the ship loop proves it and the verdict lands here.
Work logno log row names this rung yet
R1 Wire the honesty grader · cell WATCHING · gate NO-GATE-DECLARED
Contractwc_honesty_gate · executor Organ · 0.5 u · stands on nothing
Definition of doneThe coach consumes nx_honesty_grader on every rung claim; a planted overclaim is refused and a measured claim passes (bite both ways)
Matrix cellHonesty grader wired to a consumer · runtime/_hdl_build/nx_ws_coach.nx · WATCHING decl
GateNO-GATE-DECLARED — knowledge/organ_gate.conf carries no row for nx_ws_coach; declare nx_ws_coach TAB <gate> and the ship loop proves it and the verdict lands here.
Work logno log row names this rung yet
R2 Paired statistics on every bench · cell WATCHING · gate NO-GATE-DECLARED
Contractes_paired · executor Organ · 1.5 u · stands on nothing
Definition of doneConfidence intervals and a paired test over repeated bench runs (the Stabilizer-validated layout-variance bench is the precedent); a difference inside the interval is reported as NOT DISTINGUISHABLE, never as a win
Matrix cellStatistical rigor (confidence intervals, paired tests) · runtime/nx_eval_stats.nx · WATCHING decl
GateNO-GATE-DECLARED — knowledge/organ_gate.conf carries no row for nx_eval_stats; declare nx_eval_stats TAB <gate> and the ship loop proves it and the verdict lands here.
Work logno log row names this rung yet
R3 Eval history series · cell WATCHING · gate NO-GATE-DECLARED
Contractevh_series · executor Organ · 1 u · stands on R2
Definition of doneEvery gate and bench verdict appended with its epoch to one series and rendered as a regression dashboard on /compare/referee; a regression is a downward step on the series, visible without re-running
Matrix cellLongitudinal regression dashboards · runtime/nx_eval_history.nx · WATCHING decl
GateNO-GATE-DECLARED — knowledge/organ_gate.conf carries no row for nx_eval_history; declare nx_eval_history TAB <gate> and the ship loop proves it and the verdict lands here.
Work log2026-09-03 measure nx_sota_status read PROVEN 0/105 with MECH-OK 71 awaiting a 2nd method class -- every second-class row in the 45 knowledge/status/evclass_<d>.conf files dated 2026-08-01..03 against the 604800 s TTL, i.e. expired; nx_evoracle_sweep re-derived 10 fresh oracle rows but nx_evclass_route counted a PRESENT expired row as ALREADY and appended nothing (ROUTED=0 ALREADY=4). Attestations expire on the stamp TTL and nothing renewed them: the referee was honest and the pipeline had no renewal leg
2026-09-03 land nx_evclass_route now RENEWS: a present row whose epoch is older than half the policy TTL (knowledge/evidence_policy.conf ttl_sec, else 604800) gets the fresh derivation APPENDED (additive-only; the loader counts freshness per row) and the outcome is named RENEWED beside ROUTED/ALREADY/UNROUTED. Shipped through nx_organ_ship (c9753fa9, no gate -- UNPROVEN named); first live run: RENEWED=4 ROUTED=4 (containers, deploy, authz, browser). Clock rows evoracle_sweep and evclass_route at 86400 s make the renewal a beat (half-life law: TTL 7 d, renewal 3.5 d, cadence 1 d). Still UNROUTED: md5, xxhash, bip39, bip39-wordlist, x509-pubkey-ed, voprf, crc32 -- real third-party evidence no <domain>.gates cites; wiring them is the next cheap PROVEN gain
2026-09-03 queue OPERATOR LEG: the renewed rows are UNSIGNED (nx_evoracle_sweep writes signer=nx_evoracle_sweep with no pub/sig ON PURPOSE -- its header refuses to mint a key to move the board, and nx_fs_write denies knowledge/attest_keys.conf), so at_verify_row refuses them and PROVEN stays 0/105 even with fresh derivations routed. The 2026-08-01 rows were signed by hand with machine key 2 (pub 72387edf..., registered) whose private half lived in /tmp and is gone. What flips the board: an operator-held key at a DURABLE path (nx_attest_ceremony keygen <priv>, paste role=machine or role=human pub into knowledge/attest_keys.conf), then the sweep signs its rows with it (or the operator runs nx_attest_ceremony sign over evclass_sovereign.conf rows). With that one act, containers, deploy, authz and browser read PROVEN on the next referee run and the daily evoracle_sweep + evclass_route beats keep them fresh; wiring the 7 UNROUTED KAT gates into their domains' .gates adds up to 7 more
2026-09-03 land The 7 UNROUTED KAT gates were adjudicated BY CLAIM, not blanket-wired (a .gates row is evidence FOR a claim the matrix makes; a KAT wired into a domain that never claims the algorithm is laundering). Grep over all 593 compare files: CRC-32 has one claimant (office.matrix row 14, the OOXML writer's own OPC/ZIP CRC) -> nx_crc32_gate appended to knowledge/compare/office.gates and routed; MD5's only hit is librarian's digest-LENGTH claim (not MD5 correctness) -> left; xxhash, BIP39 (x2), x509-ed25519, VOPRF have NO claimant anywhere -> left UNROUTED and honest. Net: one more domain carries a third-party oracle row; the operator key still gates PROVEN
2026-09-03 land Renewal made IDEMPOTENT: nx_evclass_route now scans every existing row for the gate and renews only when the NEWEST epoch is older than the TTL (er_newest_epoch), so a re-run appends nothing. Witness: first run after the fix RENEWED=0 ALREADY=5 (before the fix every run re-appended 4 rows); shipped via nx_organ_ship sha 4c81e8b6, prove=NO-GATE-FOUND (named, UNPROVEN -- the organ has no gate of its own yet; its gate is the next referee rung)
R4 Standardized suites · cell WATCHING · gate NO-GATE-DECLARED
Contractsb_run · executor Organ · 2 u · stands on R0
Definition of doneMMLU and HumanEval-class suites run from banked datasets through the same harness the modelwright lane names (eh_run); results carry the interval from R2
Matrix cellStandardized benchmark suites (MMLU HumanEval class) · runtime/nx_std_bench.nx · WATCHING decl
GateNO-GATE-DECLARED — knowledge/organ_gate.conf carries no row for nx_std_bench; declare nx_std_bench TAB <gate> and the ship loop proves it and the verdict lands here.
Work logno log row names this rung yet
R5 Contamination detection · cell WATCHING · gate NO-GATE-DECLARED
Contractct_scan · executor Organ · 1.5 u · stands on R4
Definition of donen-gram and perplexity-based overlap between training corpus and eval sets printed per suite; a planted leaked item is caught; required before any trained-model score is published
Matrix cellContamination and memorization detection · runtime/nx_contamination.nx · WATCHING decl
GateNO-GATE-DECLARED — knowledge/organ_gate.conf carries no row for nx_contamination; declare nx_contamination TAB <gate> and the ship loop proves it and the verdict lands here.
Work logno log row names this rung yet
R6 LLM-as-judge · cell WATCHING · gate NO-GATE-DECLARED
Contractlj_grade · executor Local model · 2 u · stands on R2
Definition of doneThe sovereign seat grades text against a rubric; agreement with banked human labels is PRE-DECLARED; nx_dr_semjudge and nx_dr_densejudge are the lexical and dense control arms it must beat to be wired
Matrix cellLLM-as-judge evaluation · runtime/nx_llm_judge.nx · WATCHING decl
GateNO-GATE-DECLARED — knowledge/organ_gate.conf carries no row for nx_llm_judge; declare nx_llm_judge TAB <gate> and the ship loop proves it and the verdict lands here.
Work logno log row names this rung yet
R7 Human preference collection · cell WATCHING · gate NO-GATE-DECLARED
Contracthp_collect · executor Organ · 1.5 u · stands on R6
Definition of donePairwise preference collection on the survey engine (anonymous, k-floored) feeding an arena-style rating; ties and abstentions counted, never dropped
Matrix cellHuman-preference evaluation · runtime/nx_human_pref.nx · WATCHING decl
GateNO-GATE-DECLARED — knowledge/organ_gate.conf carries no row for nx_human_pref; declare nx_human_pref TAB <gate> and the ship loop proves it and the verdict lands here.
Work logno log row names this rung yet
R8 Repo supply-chain score · cell WATCHING · gate NO-GATE-DECLARED
Contractrsc_score · executor Organ · 1.5 u · stands on nothing
Definition of doneScorecard-class checks over the estate's own repos and fetched sources: signed releases, pinned deps, branch protection where applicable; every check prints its evidence
Matrix cellSupply-chain security scoring of repos · runtime/nx_repo_score.nx · WATCHING decl
GateNO-GATE-DECLARED — knowledge/organ_gate.conf carries no row for nx_repo_score; declare nx_repo_score TAB <gate> and the ship loop proves it and the verdict lands here.
Work logno log row names this rung yet
R9 Cost and latency-aware eval · cell WATCHING · gate NO-GATE-DECLARED
Contractec_meter · executor Organ · 1 u · stands on R3
Definition of doneEvery bench row carries wall time, tokens and joules where measurable; a quality score without its cost is refused at publish
Matrix cellCost and latency-aware evaluation · runtime/nx_eval_cost.nx · WATCHING decl
GateNO-GATE-DECLARED — knowledge/organ_gate.conf carries no row for nx_eval_cost; declare nx_eval_cost TAB <gate> and the ship loop proves it and the verdict lands here.
Work logno log row names this rung yet

dossiers=10 cells_joined=10 no_matrix_row=0 (sum 10) gates_recorded=0 gates_unrecorded=0 no_gate_declared=10 (sum 10 of cells_joined) evgates=UNSTAMPED

Capability comparisons

Compare the field, search individual capabilities and open their source and adoption evidence. Documented presence does not establish comparative quality.

Position map — centrality and distinctiveness

The four-quadrant map the field uses for brand strategy (Dawar and Bagga, HBR June 2015), re-derived from this matrix on every publish. Centrality is the share of the category's feature mass a player covers, each feature weighted by how many hold it; distinctiveness is the average lead over each rival on the rows the player holds; breadth is the depth-weighted share of the whole matrix (the bubble); depth is how deeply the rows held are held; momentum is the day-over-day move off the spine (green rising, red falling, grey until day two); the dashed path runs first day → previous day → today. Dividers are the category means. Axes are fitted to the field of play, so read the tick numerals, not the frame. Rival marks are documented presence, so a rival's position reads the record, never its quality. The picture grades its own readability below; the table beside it is the same data for a screen reader or a second method.

Rows. 22 feature rows mapped of 22 matrix rows; 0 substrate rows (kernels, bounds and instruments the plan's rungrole marks substrate) are the estate's scaffolding, not category features, and stay off the map
Views. 2D cut: centrality, distinctiveness · 3D cube: centrality, distinctiveness, breadth · axes registered: centrality, distinctiveness, breadth, depth, momentum · a board picks its own in knowledge/compare/referee.cdmap (cut|x|y, cube|x|y|z); absent = the HBR defaults
Position map, two-dimensional cutOne bubble per player. Bubble area is breadth, the ring colour is momentum, the dashed lines are the category means, and both axes are fitted to the field of play with their tick numerals shown. Every value is repeated in the table that follows. 200 300 400 500 600 700 800 100 200 300 400 500 600 700 centrality (permil, fitted 200–800) distinctiveness (permil, fitted 100–700) mean 520 mean 374 Unconventional Aspirational Peripheral Mainstream Nishi, centrality 600, distinctiveness 611, breadth 393, depth 722, momentum 0 Scorecard, centrality 325, distinctiveness 333, breadth 106, depth 466, momentum 0 openai-evals, centrality 500, distinctiveness 402, breadth 181, depth 666, momentum 0 EvalPlus, centrality 500, distinctiveness 180, breadth 121, depth 444, momentum 0 HELM, centrality 675, distinctiveness 348, breadth 257, depth 515, momentum 0 Nishi Scorecard openai-evals EvalPlus HELM

bubble area = breadth · ring = momentum (green rising, red falling, grey until day two) · dashed = category means · axes fitted to the field of play: centrality 200–800, distinctiveness 100–700 of 0–1000 permil (the full range put every player in one corner)
readability of the 2D cut, self-graded by the layout ruler: label overlaps 0 · labels over marks 0 · off-canvas 0 · unresolved labels 0 · mark overlaps 0 (a fact of the data: two players that close are that close) · data spread 650 permil of the plot · quadrant words unseated 0
text contrast, measured with wcag2-ratio (floors from contrast.conf), light theme: labels 16.24 (floor 4.50) · notes 16.24 (floor 4.50) · quadrant words 5.89 (floor 4.50) · tick numerals 5.89 (floor 4.50) · axis titles 5.59 (floor 4.50) · dark theme: labels 13.78 (floor 4.50) · quadrant words 5.55 (floor 4.50) · axis titles 5.97 (floor 4.50) · dark classes under their floor 0 (one figure serves both themes: a dark shortfall is a token to fix, never a class to hide) · classes refused under their floor 0 (a refused class is not drawn; the scale classes are measured, never hidden) · export: SVG PNG (receipt, rendered by the estate's own rasteriser from this page)
Position map, three-dimensional cubeThe same players in an isometric cube. Each axis is fitted to its own field of play and carries numerals on the floor grid and the vertical axis; each bubble drops a dotted line to its floor shadow so height reads as height. Values are in the table that follows. 200 300 400 500 600 700 800 100 200 300 400 500 600 700 0 100 200 300 400 500 centrality distinctiveness breadth Scorecard: centrality 325, distinctiveness 333, breadth 106 EvalPlus: centrality 500, distinctiveness 180, breadth 121 openai-evals: centrality 500, distinctiveness 402, breadth 181 HELM: centrality 675, distinctiveness 348, breadth 257 Nishi: centrality 600, distinctiveness 611, breadth 393 Nishi Scorecard openai-evals EvalPlus HELM
axes fitted: centrality 200–800 · distinctiveness 100–700 · breadth 0–500 permil · farther bubbles are painted first, nearer ones over them · the floor shadow is each bubble's (x, y) at height 0
readability of the 3D cube, self-graded by the layout ruler: label overlaps 0 · labels over marks 0 · off-canvas 0 · unresolved labels 0 · mark overlaps 1 (a fact of the data: two players that close are that close) · data spread 182 permil of the plot
Position map, small multiplesEvery pair of registered axes as one small cut. Each panel fits both axes to the field of play, the dashed lines are the category means, bubble area is breadth and the ring colour is momentum; the legend below names the colours. 200 800 100 700 distinctiveness vs centrality Nishi: centrality 600, distinctiveness 611 Scorecard: centrality 325, distinctiveness 333 openai-evals: centrality 500, distinctiveness 402 EvalPlus: centrality 500, distinctiveness 180 HELM: centrality 675, distinctiveness 348 200 800 0 500 breadth vs centrality Nishi: centrality 600, breadth 393 Scorecard: centrality 325, breadth 106 openai-evals: centrality 500, breadth 181 EvalPlus: centrality 500, breadth 121 HELM: centrality 675, breadth 257 200 800 400 800 depth vs centrality Nishi: centrality 600, depth 722 Scorecard: centrality 325, depth 466 openai-evals: centrality 500, depth 666 EvalPlus: centrality 500, depth 444 HELM: centrality 675, depth 515 200 800 480 520 momentum vs centrality Nishi: centrality 600, momentum 500 Scorecard: centrality 325, momentum 500 openai-evals: centrality 500, momentum 500 EvalPlus: centrality 500, momentum 500 HELM: centrality 675, momentum 500 100 700 0 500 breadth vs distinctiveness Nishi: distinctiveness 611, breadth 393 Scorecard: distinctiveness 333, breadth 106 openai-evals: distinctiveness 402, breadth 181 EvalPlus: distinctiveness 180, breadth 121 HELM: distinctiveness 348, breadth 257 100 700 400 800 depth vs distinctiveness Nishi: distinctiveness 611, depth 722 Scorecard: distinctiveness 333, depth 466 openai-evals: distinctiveness 402, depth 666 EvalPlus: distinctiveness 180, depth 444 HELM: distinctiveness 348, depth 515 100 700 480 520 momentum vs distinctiveness Nishi: distinctiveness 611, momentum 500 Scorecard: distinctiveness 333, momentum 500 openai-evals: distinctiveness 402, momentum 500 EvalPlus: distinctiveness 180, momentum 500 HELM: distinctiveness 348, momentum 500 0 500 400 800 depth vs breadth Nishi: breadth 393, depth 722 Scorecard: breadth 106, depth 466 openai-evals: breadth 181, depth 666 EvalPlus: breadth 121, depth 444 HELM: breadth 257, depth 515 0 500 480 520 momentum vs breadth Nishi: breadth 393, momentum 500 Scorecard: breadth 106, momentum 500 openai-evals: breadth 181, momentum 500 EvalPlus: breadth 121, momentum 500 HELM: breadth 257, momentum 500 400 800 480 520 momentum vs depth Nishi: depth 722, momentum 500 Scorecard: depth 466, momentum 500 openai-evals: depth 666, momentum 500 EvalPlus: depth 444, momentum 500 HELM: depth 515, momentum 500
Nishi Scorecard openai-evals EvalPlus HELM
10 panels over 5 registered axes, every pair once (the lower axis on x, the higher on y) · each panel fitted to its own field of play, first and last tick numerals shown · no labels in a small cut, the legend names the colours; the grade below reports the mark terms only (MM summed over the panels, spread averaged)
readability of the small multiples, self-graded by the layout ruler: label overlaps 0 · labels over marks 0 · off-canvas 0 · unresolved labels 0 · mark overlaps 3 (a fact of the data: two players that close are that close) · data spread 514 permil of the plot
PlayerQuadrantcentralitydistinctivenessbreadthdepthmomentumRows heldDays on spineFirst seen
NishiAspirational6006113937220 since 2026-09-2312102026-09-15
ScorecardPeripheral3253331064660 since 2026-09-235102026-09-15
openai-evalsUnconventional5004021816660 since 2026-09-236102026-09-15
EvalPlusPeripheral5001801214440 since 2026-09-236102026-09-15
HELMMainstream6753482575150 since 2026-09-2311102026-09-15
DayMatrix rows reviewedPlayers recorded
2026-09-15225
2026-09-16225
2026-09-17225
2026-09-18225
2026-09-19225
2026-09-20225
2026-09-21225
2026-09-22225
2026-09-23225
2026-10-08225

players 5|matrix rows 22|feature mass 40|centrality mean 520|distinctiveness mean 374|axes 5|spine days 10 (shown 10)|rows written today 0|readability defects 2D 0 cube 0|spine knowledge/status/cdmap/referee.spine

How to read this evidence. A Nishi source mark records whether the named symbol is declared in the selected source file. It does not establish working behavior or accepted delivery. A watching tag names an expected source entry; discovering it updates source coverage only. A dark tag means the file exists but the named symbol was not found: inspect the source and contract before assuming the capability is missing or renaming code. Peer codes are authored assessments; unassessed means no comparison is established, not absence. Qualification, deployment identity, runtime observations and acceptance must carry their own evidence. Adoption records the catalog's observed path through source, build, promotion, registration and invocation; libraries use importer evidence and gates use declared execution surfaces. A full catalog path does not establish quality, freshness or a successful user outcome. Partial and unknown states retain their stated next action. Census stamps: importers asof 1790637268, gate census asof 1790104131 (unix seconds; -1 = census absent).

Capability matrix — measured against source

◉ authored stronger claim; source present● present◐ partial○ absent? unassessed; excluded from relative comparison · click any capability for its evidence

Peer cell coverage: authored assessed 88, unassessed 0. Authored assessments are not verified outcomes.

CapabilityNishiScorecardopenai-evalsEvalPlusHELM
Property-based independent oracles (never author-supplied answers)Measured: INDEPENDENT oracle exists in runtime/nx_selfimprove_verified_gate.nx, verified at emit. Sort proven ordered AND a permutation, isqrt by bounds, pow by cross-method agreement; a deliberately BUGGY sort is CAUGHT (the verifier has teeth, gate GREEN 2026-07-06 era); EvalPlus test augmentation [evalplus23] is the partial peer [quickcheck00] Adoption: GATE:LIVE trial=GREEN — fully adopted (top of its ladder).
Pros Implementing source symbol found; runtime acceptance separate; ahead of Scorecard, openai-evals, EvalPlus, HELM; fully adopted on the estate ladderCons none on the measured axes (rival marks are documented presence, not depth)
●○◐◐○
Liar-killed census generation (fabricated cells die)Measured: LIAR-KILL exists in runtime/nx_swcompare_matrix.nx, verified at emit. Every Nishi cell requires the implementing symbol on disk; neg-control + exceed-bounds + row-count checks fail the build -- 27 live comparisons carry it Adoption: RUN-BY:fork:nx_compare_regen — fully adopted (top of its ladder).
Pros Implementing source symbol found; runtime acceptance separate; ahead of Scorecard, openai-evals, EvalPlus, HELM; fully adopted on the estate ladderCons none on the measured axes (rival marks are documented presence, not depth)
●○○○○
Anti-drift claim coaching (only COACH-OK claims a rung)Measured: wc_count exists in runtime/_hdl_build/nx_ws_coach.nx, verified at emit. U-axes, dated bars, claim-vs-proof ratio, freshness; it forced a real correction on the supervisor census 2026-07-10 (421 to 347 honest) Adoption: BUILT-UNPROMOTED — PARTIAL: compiled, never promoted to the serving root: /api/promote it.
not adopted: compiled, never promoted to the serving root: /api/promote it
Pros Implementing source symbol found; runtime acceptance separate; ahead of Scorecard, openai-evals, EvalPlus, HELMCons not adopted yet: compiled, never promoted to the serving root: /api/promote it
●○○○○
Multi-profile industry quality gradingMeasured: nx_grade_profile_elm exists in runtime/nx_quality_grade.nx, verified at emit. Seven industry profiles (Elm, JPL, CERT...) with majority voting; Scorecard checks [scorecard-checks] and HELM multi-metrics [helm22] are partial peers Adoption: LIB-WIRED importers=5 nonval=4 — fully adopted (top of its ladder).
Pros Implementing source symbol found; runtime acceptance separate; ahead of Scorecard, openai-evals, EvalPlus, HELM; fully adopted on the estate ladderCons none on the measured axes (rival marks are documented presence, not depth)
●◐○○◐
Safety-critical 8-axis grading that ABSTAINSMeasured: _sc_axis_bounded_loop exists in runtime/nx_safety_critical_grade.nx, verified at emit. JPL / IEC61508 / ISO26262 / DO-178C axes; abstains via UNMEASURED instead of guessing -- abstention as a grading verdict is rare in the field Adoption: LIB-GATE-ONLY importers=1 — PARTIAL: imported only by validation organs (gates, tests, benches): wire it into a shipping program.
not adopted: imported only by validation organs (gates, tests, benches): wire it into a shipping program
Pros Implementing source symbol found; runtime acceptance separate; ahead of Scorecard, openai-evals, EvalPlus, HELMCons not adopted yet: imported only by validation organs (gates, tests, benches): wire it into a shipping program
●○○○○
Honesty and overclaim grading of proseMeasured: nx_honesty_arc_report exists in runtime/nx_honesty_grader.nx, verified at emit. Grades claims vs evidence verbs; HONEST FLAG: found orphaned 2026-07-09 (zero importers) -- wiring it to a consumer is a named rung Adoption: LIB-UNIMPORTED — PARTIAL: nothing imports it: wire it into a consumer or retire it.
not adopted: nothing imports it: wire it into a consumer or retire it
Pros Implementing source symbol found; runtime acceptance separate; ahead of Scorecard, openai-evals, EvalPlus, HELMCons not adopted yet: nothing imports it: wire it into a consumer or retire it
●○○○○
QA benchmark harness with real question setsMeasured: qa_split_prose exists in runtime/_hdl_build/nx_qabench.nx, verified at emit. 251-question bar; SCORING is the named wall (2026-07-09); openai-evals registry harness is the bar [openai-evals] Adoption: SOURCE-ONLY — PARTIAL: source exists, never compiled: /api/build it.
not adopted: source exists, never compiled: /api/build it
Pros Implementing source symbol found; runtime acceptance separate; ahead of ScorecardCons behind openai-evals (leads); not adopted yet: source exists, never compiled: /api/build it
●○◉●●
Census product-surface audit (U-axes enforcement)Measured: ua_find exists in runtime/_hdl_build/nx_census_uiaudit.nx, verified at emit. Flagged 83 of 160 censuses missing U-axes (2026-07-09) -- the instrument that audits the instruments Adoption: SOURCE-ONLY — PARTIAL: source exists, never compiled: /api/build it.
not adopted: source exists, never compiled: /api/build it
Pros Implementing source symbol found; runtime acceptance separate; ahead of Scorecard, openai-evals, EvalPlus, HELMCons not adopted yet: source exists, never compiled: /api/build it
●○○○○
Live-derived ecosystem grading (anti-staleness)Measured: em_domain_level exists in runtime/_hdl_build/nx_ecomat_lib.nx, verified at emit. Grades re-derive from evidence files on every read; Scorecard per-commit re-runs [scorecard-checks] are the partial peer Adoption: LIB-WIRED importers=22 nonval=14 — fully adopted (top of its ladder).
Pros Implementing source symbol found; runtime acceptance separate; ahead of Scorecard, openai-evals, EvalPlus, HELM; fully adopted on the estate ladderCons none on the measured axes (rival marks are documented presence, not depth)
●◐○○○
Public measured-results publicationMeasured: hub_card_json exists in runtime/nx_swcompare_hub.nx, verified at emit. The /compare hub publishes 27 liar-killed comparisons as REST+MCP; HELM public leaderboards are the bar [helm22] Adoption: RUN-BY:cron — fully adopted (top of its ladder).
Pros Implementing source symbol found; runtime acceptance separate; ahead of Scorecard, openai-evals, EvalPlus; fully adopted on the estate ladderCons behind HELM (leads)
●◐◐◐◉
LLM-as-judge evaluationOpen — watching runtime/nx_llm_judge.nx : lj_grade, re-measured on every compare beat. Ship that symbol and this mark flips itself; the comparewatch- plane row flips with it. openai-evals model-graded evals are the bar [openai-evals] [llmjudge23]; our reverse-AI-judge exists for IMAGES (nx_natstat, photoreal domain) but no text judge
dossierwatching lj_grade
Pros none measured yetCons behind openai-evals (leads), HELM; open contract; expected source declaration not established
○○◉○◐
Standardized benchmark suites (MMLU HumanEval class)Open — watching runtime/nx_std_bench.nx : sb_run, re-measured on every compare beat. Ship that symbol and this mark flips itself; the comparewatch- plane row flips with it. HELM living-benchmark breadth is the bar [helm22]; our benches are domain-organ KATs
dossierwatching sb_run
Pros none measured yetCons behind openai-evals, EvalPlus, HELM (leads); open contract; expected source declaration not established
○○◐◐◉
Contamination and memorization detectionOpen — watching runtime/nx_contamination.nx : ct_scan, re-measured on every compare beat. Ship that symbol and this mark flips itself; the comparewatch- plane row flips with it. Critical for the coming TRAIN-our-own-model arc [contamination23]; EvalPlus [evalplus23] and HELM carry partial answers
dossierwatching ct_scan
Pros none measured yetCons behind EvalPlus, HELM; open contract; expected source declaration not established
○○○◐◐
Supply-chain security scoring of reposOpen — watching runtime/nx_repo_score.nx : rsc_score, re-measured on every compare beat. Ship that symbol and this mark flips itself; the comparewatch- plane row flips with it. Scorecard IS this [scorecard-checks]; ties to the janitor census SBOM gap (mom 1864)
dossierwatching rsc_score
Pros none measured yetCons behind Scorecard (leads); open contract; expected source declaration not established
○◉○○○
Statistical rigor (confidence intervals, paired tests)Open — watching runtime/nx_eval_stats.nx : es_paired, re-measured on every compare beat. Ship that symbol and this mark flips itself; the comparewatch- plane row flips with it. The Stabilizer-validated paired bench [stabilizer13] (2026-05-20, layout variance) set the precedent but no organ generalizes it
dossierwatching es_paired
Pros none measured yetCons behind HELM; open contract; expected source declaration not established
○○○○◐
Human-preference evaluationOpen — watching runtime/nx_human_pref.nx : hp_collect, re-measured on every compare beat. Ship that symbol and this mark flips itself; the comparewatch- plane row flips with it. Arena-style preference collection [chatbotarena24] absent; HELM instruction-following slices partial
dossierwatching hp_collect
Pros none measured yetCons behind HELM; open contract; expected source declaration not established
○○○○◐
Longitudinal regression dashboardsOpen — watching runtime/nx_eval_history.nx : evh_series, re-measured on every compare beat. Ship that symbol and this mark flips itself; the comparewatch- plane row flips with it. Ratchet floors track direction but no eval-over-time surface exists rival marks uncited — the Yes, Best or Part codes on this row are an observation read with no reference mark behind them
dossierwatching evh_series
Pros none measured yetCons behind Scorecard, HELM; open contract; expected source declaration not established
○◐○○◐
Cost and latency-aware evaluationOpen — watching runtime/nx_eval_cost.nx : ec_meter, re-measured on every compare beat. Ship that symbol and this mark flips itself; the comparewatch- plane row flips with it. HELM efficiency metrics are the bar [helm22]; our zero-token loops make cost moot internally but externally-facing evals need it
dossierwatching ec_meter
Pros none measured yetCons behind HELM; open contract; expected source declaration not established
○○○○◐
Cheat-proof grading BY CONSTRUCTIONSource present; authored stronger claim: prove_sort in runtime/nx_selfimprove_verified_gate.nx, verified at emit. Held-out scoring + property oracles [quickcheck00] + teeth-tested (the buggy-sort catch) + abstention verdicts: the grader CANNOT be gamed by the graded, in-substrate; the field's harnesses trust dataset answers and model judges Adoption: GATE:LIVE trial=GREEN — fully adopted (top of its ladder).
Pros Source symbol found; stronger capability claim is authored; ahead of Scorecard, openai-evals, EvalPlus, HELM; fully adopted on the estate ladderCons none on the measured axes (rival marks are documented presence, not depth)
◉○○○○
The evaluator grades ITSELF on the public planeSource present; authored stronger claim: em_rollup_store in runtime/_hdl_build/nx_ecomat_lib.nx, verified at emit. The maturity rollup grades the ecosystem INCLUDING the grading fleet, the coach gates the coach's own censuses, and this very page is liar-killed by the organ it measures -- self-measurement as culture, not feature Adoption: LIB-WIRED importers=22 nonval=14 — fully adopted (top of its ladder).
Pros Source symbol found; stronger capability claim is authored; ahead of Scorecard, openai-evals, EvalPlus, HELM; fully adopted on the estate ladderCons none on the measured axes (rival marks are documented presence, not depth)
◉○○○○
QA bench scoring (the named wall)DARK — runtime/_hdl_build/nx_qabench.nx EXISTS but does not declare qa_score: something shipped at this path under another name, and this mark would read open forever. Repoint the contract to the real entry point (the plan rung AND this row) or rename the function; the flip follows on the next beat, and the comparewatch- plane row reads DARK until then. The 251-question bar has a harness and no scorer; exact-match plus a held-out graded score per question, printed per row rival marks uncited — the Yes, Best or Part codes on this row are an observation read with no reference mark behind them
dossierwatching qa_score
Pros none measured yetCons behind openai-evals (leads), EvalPlus, HELM; open contract; expected source declaration not established
○○◉●●
Honesty grader wired to a consumerDARK — runtime/_hdl_build/nx_ws_coach.nx EXISTS but does not declare wc_honesty_gate: something shipped at this path under another name, and this mark would read open forever. Repoint the contract to the real entry point (the plan rung AND this row) or rename the function; the flip follows on the next beat, and the comparewatch- plane row reads DARK until then. nx_honesty_grader is orphaned (zero importers, 2026-07-09); the coach consuming it turns overclaim grading from a file into a gate
dossierwatching wc_honesty_gate
Pros none measured yetCons open contract; expected source declaration not established
○○○○○
Rival-claim provenance. Every Yes, Best or Part mark in a rival column is a claim about someone else's product. A cited row carries a reference mark that resolves to a pinned mirror (the refs gate measures that); an uncited row is an observation read and is badged in its evidence until a reference lands. The badge is the receipt, never the proof: a mark proves a mirror exists, not that the mirror supports the code. The rows are counted below.
Rival claims, counted
ClassCountNote
rows with rival marks14rows carrying a Yes, Best or Part in a rival column
cited12a reference mark resolves to a pinned mirror
uncited2an observation read, badged until a reference lands
rows, summed14RECONCILED: the parts sum to the total 14

Delivery and evidence

Inspect risks, technical debt, rendered observations, experiments and references. Read scope and limitations alongside every result.

Release history and work log

The worked plan, on the board. Every leg appends what it measured, landed, retracted, learned and left queued, per rung, so a crash leaves the next seat a ledger here rather than a transcript to mine. Kinds: measure, land, retract, lesson, queue. Newest last.
WhenRungKindEntry
2026-09-03R3measurenx_sota_status read PROVEN 0/105 with MECH-OK 71 awaiting a 2nd method class -- every second-class row in the 45 knowledge/status/evclass_<d>.conf files dated 2026-08-01..03 against the 604800 s TTL, i.e. expired; nx_evoracle_sweep re-derived 10 fresh oracle rows but nx_evclass_route counted a PRESENT expired row as ALREADY and appended nothing (ROUTED=0 ALREADY=4). Attestations expire on the stamp TTL and nothing renewed them: the referee was honest and the pipeline had no renewal leg
2026-09-03R3landnx_evclass_route now RENEWS: a present row whose epoch is older than half the policy TTL (knowledge/evidence_policy.conf ttl_sec, else 604800) gets the fresh derivation APPENDED (additive-only; the loader counts freshness per row) and the outcome is named RENEWED beside ROUTED/ALREADY/UNROUTED. Shipped through nx_organ_ship (c9753fa9, no gate -- UNPROVEN named); first live run: RENEWED=4 ROUTED=4 (containers, deploy, authz, browser). Clock rows evoracle_sweep and evclass_route at 86400 s make the renewal a beat (half-life law: TTL 7 d, renewal 3.5 d, cadence 1 d). Still UNROUTED: md5, xxhash, bip39, bip39-wordlist, x509-pubkey-ed, voprf, crc32 -- real third-party evidence no <domain>.gates cites; wiring them is the next cheap PROVEN gain
2026-09-03R3queueOPERATOR LEG: the renewed rows are UNSIGNED (nx_evoracle_sweep writes signer=nx_evoracle_sweep with no pub/sig ON PURPOSE -- its header refuses to mint a key to move the board, and nx_fs_write denies knowledge/attest_keys.conf), so at_verify_row refuses them and PROVEN stays 0/105 even with fresh derivations routed. The 2026-08-01 rows were signed by hand with machine key 2 (pub 72387edf..., registered) whose private half lived in /tmp and is gone. What flips the board: an operator-held key at a DURABLE path (nx_attest_ceremony keygen <priv>, paste role=machine or role=human pub into knowledge/attest_keys.conf), then the sweep signs its rows with it (or the operator runs nx_attest_ceremony sign over evclass_sovereign.conf rows). With that one act, containers, deploy, authz and browser read PROVEN on the next referee run and the daily evoracle_sweep + evclass_route beats keep them fresh; wiring the 7 UNROUTED KAT gates into their domains' .gates adds up to 7 more
2026-09-03R3landThe 7 UNROUTED KAT gates were adjudicated BY CLAIM, not blanket-wired (a .gates row is evidence FOR a claim the matrix makes; a KAT wired into a domain that never claims the algorithm is laundering). Grep over all 593 compare files: CRC-32 has one claimant (office.matrix row 14, the OOXML writer's own OPC/ZIP CRC) -> nx_crc32_gate appended to knowledge/compare/office.gates and routed; MD5's only hit is librarian's digest-LENGTH claim (not MD5 correctness) -> left; xxhash, BIP39 (x2), x509-ed25519, VOPRF have NO claimant anywhere -> left UNROUTED and honest. Net: one more domain carries a third-party oracle row; the operator key still gates PROVEN
2026-09-03R3landRenewal made IDEMPOTENT: nx_evclass_route now scans every existing row for the gate and renews only when the NEWEST epoch is older than the TTL (er_newest_epoch), so a re-run appends nothing. Witness: first run after the fix RENEWED=0 ALREADY=5 (before the fix every run re-appended 4 rows); shipped via nx_organ_ship sha 4c81e8b6, prove=NO-GATE-FOUND (named, UNPROVEN -- the organ has no gate of its own yet; its gate is the next referee rung)
On these two registers. Rows are declared in the domain's plan file and carry the debt id, which is the join key back to the sovereign debt plane — that plane, not this page, is the authority on state. Reconciling them automatically (the regen reading the plane and refreshing these rows) is a named, owed rung; until it lands, treat an id here as a pointer to look up, not a status to trust.
Honest verdict. The Nishi referee is the culture the rest of the roster answers to: graders with TEETH. Capabilities are proven only by INDEPENDENT oracles (defining properties or cross-method agreement -- a deliberately buggy sort MUST be caught), censuses are liar-killed so fabricated cells die at generation, the coach gates every SOTA claim, the safety grader ABSTAINS as UNMEASURED rather than guess, and the whole apparatus publishes its own measured results on the public compare plane it uses to grade everything else. Against the evaluation field it is honestly narrow: no LLM-as-judge, no standardized benchmark suites, no contamination detection, no confidence intervals or paired statistics, no human-preference evaluation, no longitudinal regression dashboards -- HELM and openai-evals own breadth and statistics. The climb: score qabench (scoring is the named wall, bar 251), wire the orphaned honesty grader to a consumer, contamination checks for the coming trained models, then statistical rigor on every bench.

Person · product · place — not yet measured for this domain

Every compare carries this layer. Declare knowledge/compare/referee.ppp (rows surface|nishi or c1..c4|label|url|connect naming OUR live surface and each rival's front door), run nx_ppp_probe domain referee, and this section fills itself on the next beat: the same ruler on both sides — privacy and CX (third-party hosts, tracker classes, cookies, security headers), design and longevity (design hygiene, computed WCAG contrast, render-blocking resources, unsized media, script weight, theme and motion queries), findability (landmarks, skip link, on-site search, breadcrumb, headings, internal links).

The field — discovered, not chosen

Rows written by nx_field_discover from referee.seeds: the industry's own lists (Wikipedia wikitext, GitHub topics, awesome lists) read mechanically, every candidate counted across seeds. The matrix columns above are a SEAT'S pick; this band is the population they were picked from, and the stats line measures one against the other. A rival here is a lead, never a verdict — it earns a column when its capabilities are read and pinned.

Discovery receipt. One row per counter the run wrote, in the receipt's own order; the rival rows follow in their own table.
Field discovery, counted
ClassCountNote
seeds2
scanned2
fetched2
reused0
failed0
named2
candidates2
mentions2
capped0
RankRivalSeedsMentionsFirst seedKindLink
1Scorecard11col0-scorecardnamedhttps://github.com/ossf/scorecard/blob/main/docs/checks.md
2openai-evals11col1-openainamedhttps://github.com/openai/evals

field candidates 2|shown 2 of 2|matrix columns in the field 2 of 4|discovered rivals with no column 0|malformed rows 0 (counted, never rendered)|read-capped 0

Exclusive and shared capabilities

One capability is graded on one board; every other board references it. The fleet duplicate census (nx_rivalcensus dupes, on the fleetdupes clock row) reads every board's matrix and names each capability graded as a row on two or more boards, with a home derived from evidence: rung when exactly one board's plan contracts the symbol (that board is starred), gates when no plan contracts it and exactly one board's executed gate map runs the organ's gate (that board is plussed), ambiguous when several boards carry the deciding evidence (a decision for their seats), and none when no evidence decides it, with the reason beside it: unmapped (no board of the duplicate declares a gates map; declare the maps) or unproven (a map exists and runs none of the organ's gates; gate the organ on its proving board, or declare it a shared library by policy). A home elsewhere means this board should carry an @xrow reference to the home board's row rather than a graded row of its own; a home here means the other boards should. The table is this board's slice of one estate-wide census: the shape is shared, the rows are the board's.

This board grades 22 capabilities: 17 exclusive to it and 5 shared with other boards. Shared rows on this page: 5 = home here 0 + home elsewhere 1 + ambiguous 1 + undecided 3 + refused 0 (partition 5); undecided = unmapped 0 + unproven 3 + unevidenced 0; homonyms 1; since the previous census: new 0, resolved 0. Census FRESH age_s=6523.

CapabilityOrganBoards grading itHomeRuleEvidenceStanding on this board
em_domain_levelnx_ecomat_lib.nxsupervisor, referee, ecosystem—noneunprovenundecided
sb_run-videocodec:runtime/nx_vcodec_stage_bench.nx, referee:runtime/nx_std_bench.nx—homonym-homonym
LIAR-KILLnx_swcompare_matrix.nxracing, referee—noneunprovenundecided
wc_countnx_ws_coach.nxreferee, team—noneunprovenundecided
lj_gradenx_llm_judge.nxreferee*, extllm*—ambiguousplanambiguous
em_rollup_storenx_ecomat_lib.nxreferee, ecosystem*ecosystemrungplanhome elsewhere
adopt: @xrow ecosystem|em_rollup_store|home by rung (fleet duplicate census)

Gaps from the record — what the estate does that no board carries

The record census (nx_goalmap record) reads the invoked-tool population and every plan queue row and files each organ or directive that NO matrix, plan or gates row names. A row here is a callout the boards missed: adjudicate it onto a board or declare it infrastructure. Census state STALE (age 1395628 s), sources read 4 of 7 declared — a BLIND census is a FLOOR: unread sources can only add rows.

kindnameboardsourceevidence

rows shown 0|this board's directives 0|estate-wide un-boarded organs 452 (listed in full on /compare/ecosystem)|census rows 639|malformed 0 (counted, never rendered)

References

Beyond a link list. Every reference below resolves twice — the publisher's copy and, where banked, the estate's own non-rottable library mirror with a content pin — and carries its evidence class plus the exact claim on this page it grounds. Keyed marks like [key] in the matrix notes jump here. A dash means honestly absent, never assumed.
  1. [scorecard-checks] OpenSSF Scorecard: Check Documentation (docs/checks.md) -- the automated repository security checks (Branch-Protection, CI-Tests, Code-Review, Maintained, SAST, SBOM, Signed-Releases, Vulnerabilities and others). publisher · read in our library knowledge/fetched/cmp_instrument_scorecard-checks.html · pin h0c8e0ca6826693f3b80261f35d8f4430187dd9fd687089dd9eefaf2e9c8979bb · accessed 2026-08-18 · vendor-docGrounds: The Scorecard column and the "Supply-chain security scoring of repos" row (Scorecard IS this, graded 2; Nishi _ABSENT_), plus the partial-peer codes on "Multi-profile industry quality grading" and "Live-derived ecosystem grading" (per-commit re-runs). Mirror shared with instrument.refs.
  2. [openai-evals] OpenAI. evals -- a framework for evaluating LLMs and LLM systems, with an open-source registry of benchmarks and model-graded evals (GitHub repository README). publisher · read in our library knowledge/fetched/cmp_referee_openai-evals.html · pin h4b287d1c163c5b01ad84f0d6e7183118a6a1cf1f134134f422f118e40cb9460d · accessed 2026-08-18 · vendor-docGrounds: The openai-evals column: "QA benchmark harness with real question sets" (openai-evals registry harness is the bar, graded 2) and "LLM-as-judge evaluation" (model-graded evals are the bar, graded 2; Nishi _ABSENT_ for text).
  3. [evalplus23] Liu, Xia, Wang, Zhang. Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation (EvalPlus). arXiv:2305.01210, 2023. publisher · read in our library knowledge/fetched/cmp_referee_evalplus23.html · pin h570b56cda244c325ef61ef5e3630513a83c4564c05c9ba4d8a4c40cd4294091e · accessed 2026-08-18 · published-paperGrounds: The EvalPlus column: "Property-based independent oracles (never author-supplied answers)" where EvalPlus test augmentation (HumanEval extended 80x by automated test generation) is the partial peer (3) to our defining-property oracles, and "Contamination and memorization detection" (partial, 3).
  4. [helm22] Liang, Bommasani, Lee et al. Holistic Evaluation of Language Models (HELM). Transactions on Machine Learning Research, 2023 (arXiv:2211.09110). publisher · read in our library knowledge/fetched/cmp_referee_helm22.html · pin h3d95aeb51499159d0652860c626f21c231f4150477148d51dec2dd284870e0d5 · accessed 2026-08-18 · published-paperGrounds: The HELM column: "Standardized benchmark suites (MMLU HumanEval class)" (HELM living-benchmark breadth is the bar), "Public measured-results publication" (public leaderboards, graded 2), "Cost and latency-aware evaluation" (efficiency metrics) and the multi-metric partial peer on "Multi-profile industry quality grading".
  5. [llmjudge23] Zheng, Chiang, Sheng, Zhuang, Wu, Zhuang, Lin, Li, Li, Xing, Zhang, Gonzalez, Stoica. Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena. NeurIPS 2023 Datasets and Benchmarks (arXiv:2306.05685). publisher · read in our library knowledge/fetched/cmp_instrument_llmjudge23.html · pin h77854867787231a84724d8825cb1754bf14a29b8a93629cf9fc00d76a0734123 · accessed 2026-08-18 · published-paperGrounds: The "LLM-as-judge evaluation" row (Nishi _ABSENT_ for text; the reverse-AI-judge exists only for images): the agreement-with-humans result and the position, verbosity and self-enhancement biases any sovereign text judge must carry as neg-controls. Mirror shared with instrument.refs.
  6. [contamination23] Golchin, Surdeanu. Time Travel in LLMs: Tracing Data Contamination in Large Language Models. ICLR 2024 spotlight (arXiv:2308.08493). publisher · read in our library knowledge/fetched/cmp_referee_contamination23.html · pin h80bbf7ee2b9e6fe89a701f87d1446e0bf70baac8f4597c0e7c63c3bb6e9a10d1 · accessed 2026-08-18 · published-paperGrounds: The "Contamination and memorization detection" row (Nishi _ABSENT_, critical for the TRAIN-our-own-model arc): a published guided-instruction detection method (92-100 percent accuracy over seven datasets) that the coming contamination rung can adopt as its bar.
  7. [stabilizer13] Curtsinger, Berger. STABILIZER: Statistically Sound Performance Evaluation. ASPLOS 2013. publisher · read in our library knowledge/fetched/cmp_referee_stabilizer13.pdf · pin h819c930cc8f51a65a24cdc46452a29ec2c872391724974d21589a8729dac9c49 · accessed 2026-08-18 · published-paperGrounds: The "Statistical rigor (confidence intervals, paired tests)" row: the Stabilizer-validated paired bench of 2026-05-20 (layout variance) that row cites as the precedent is this paper's method -- re-randomized layout so layout effects are Gaussian and ANOVA-testable; no organ yet generalizes it.
  8. [chatbotarena24] Chiang, Zheng, Sheng et al. Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference. arXiv:2403.04132, 2024. publisher · read in our library knowledge/fetched/cmp_referee_chatbotarena24.html · pin h4f458a9e882f2a76eb50dfb3f0410a385de550f475a90439cb42e6a67c891cf7 · accessed 2026-08-18 · published-paperGrounds: The "Human-preference evaluation" row (Arena-style preference collection absent, Nishi _ABSENT_): the pairwise crowdsourced preference platform with Bradley-Terry ranking that the row's Arena-style bar names.
  9. [quickcheck00] Claessen, Hughes. QuickCheck: A Lightweight Tool for Random Testing of Haskell Programs. ICFP 2000 (author PDF, UPenn course mirror). publisher · read in our library knowledge/fetched/cmp_referee_quickcheck00.pdf · pin he7c8837a1ef48a2acbca01f21b7b12fd636b56f01e2e0f212c973c0dc74b6c46 · accessed 2026-08-18 · published-paperGrounds: The "Property-based independent oracles (never author-supplied answers)" row and the "Cheat-proof grading BY CONSTRUCTION" EXCEED: sort proven ordered AND a permutation, isqrt by bounds, is property-based testing in this paper's sense -- the defining property is the oracle, never an author-supplied expected value.

generated by nx_swcompare_matrix (sovereign NishiLang organ) from knowledge/compare/referee.matrix · source checks show implementation presence; runtime and user-outcome evidence are reported separately · JavaScript supports page controls