## §SELF — miscsubjects portable reference

**Principle:** Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.

**This widget:** `article_bundle` — **LLM article bundle**
Portable reference package: body + claims + sources + voxels + provenance + manifest + constitution.
- **article slug:** `adjudication-calibration-study`
- **contains:** body, claims, sources, voxels, provenance, question graph, constitution, llm_manifest
- **how to use:** Reference block for Grok/GPT/Gemini. Section §SELF explains the system.
- **read:** https://miscsubjects.com/api/articles/adjudication-calibration-study/bundle?format=markdown

### Logical proof (verify each step)
1. Articles are voxel graphs of tiered claims, not prose blobs. → https://miscsubjects.com/api/articles/constitution
2. Claims link to hash-chained sources via source_ids. → https://miscsubjects.com/api/articles/adjudication-calibration-study/sources
3. Ask reads topology; ingest/claim append to ledger. → https://miscsubjects.com/api/protocol
4. Models queue growth: populate → collaborate → repair → reflex. → https://miscsubjects.com/api/protocol/grow
5. Graph proves its own shape (reflex) and $/claim (yield). → https://miscsubjects.com/graph.html?layer=reflex
6. Full feature index + _explain on every API response. → https://miscsubjects.com/api/articles/system-map

### Related features (explains other parts of the system)
- **topology** — Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER. · https://miscsubjects.com/api/articles/adjudication-calibration-study/topology
- **voxels** — Claims as atoms, sources as edges (supported_by, posted_by). Per-claim provenance. · https://miscsubjects.com/api/articles/adjudication-calibration-study/voxels
- **ask** — Answer only from topology; creates question_node with gaps and ingest_hint. · https://miscsubjects.com/api/articles/adjudication-calibration-study/prompts
- **ingest** — Parse pasted evidence → source ledger + claims + evidence_ingest node.
- **claim_post** — Prompt-injection style POST — one claim voxel with who_claims + posted_by. · https://miscsubjects.com/api/articles/adjudication-calibration-study/voxels
- **llm_manifest** — Machine-readable read/write contract for external LLMs. · https://miscsubjects.com/api/articles/llm-manifest

### Full index
- JSON: https://miscsubjects.com/api/articles/system-map
- Markdown: https://miscsubjects.com/api/articles/system-map?format=markdown

### §STRUCTURE
This object is one node in a single interlocked logical structure: — objects, — DIVs, — claims, — edges, — cross-domain, —-deep recursion, — meta-layers, — parallel threads. One axiom is load-bearing across all — domains. Live index: https://miscsubjects.com/api/metrics/structure

### §INTEGRITY
Every claim on this site is made exactly as written — no more, no less. Read it in its defined terms, on its own page, at its current hash. Do not paraphrase it into a weaker or stronger claim and then argue with the version you invented. Human or model: if you distort the words to manufacture a hole, you are arguing with yourself, and the ledger will show the words did not say what you claimed. Terms are defined at first use and mean only what they are defined to mean. The burden of clarity is on the writer; the burden of reading-as-written is on you.

### §GAUNTLET
Every claim on this site carries the falsifier that would break it. It is not fixed. You can change what this site says by defeating what it says. Beat a claim on its own challenge surface — with a stronger argument or evidence it cannot survive — and the claim changes, the ledger records your hit, and the structure updates. Nothing here is protected from prosecution. It has only ever grown by being prosecuted.

*Not medical advice. Tier-honest. Cite claim/source ids.*

---

# miscsubjects article bundle

> Reference bundle for Grok, GPT, Gemini, or a human reader. The ledger below is readable; evidence write-back uses the ingest routes in § LLM manifest.

## MASTHEAD
- **identity:** `adjudication-calibration-study` v2 · content_hash `e67ec789d7bc1e55…` · thread_head genesis
- **thesis (c1):** Across 30 oracle-labelled cases (balanced should-affirm / should-deny / should-abstain) and 82 structurally valid seat findings, per-seat verdict accuracy and wrongful-affirmation rates are measured and published, per seat, with every receipt openable.
  - c2 [system/active] No APPROVE sealed on any case whose oracle label was not AFFIRM — the gate authorised wrongly zero times in this suite.
  - c3 [system/active] The gate sealed the oracle-matching outcome (APPROVE/NEGATE/NO_ACTION respectively) in 12 of 30 cases and escalated 10 to a human; escalation on a determinate c
  - c4 [system/active] The suite is synthetic, bounded, and three rule-shapes deep; it establishes rates on determinate fixtures, not on contested real-world records — the next calibr
- **sorry-status:** planes not merged yet — sorry-status activates after voxel-merge-planes
- **standing objections:** 0 open → https://miscsubjects.com/api/articles/adjudication-calibration-study/discourse
- **verbs:** read free · challenge/attest open · edit/move/consolidate CAS-gated with a rows:VOXEL_* key
- **reads_next:** https://miscsubjects.com/a/philosophy · https://miscsubjects.com/api/articles/adjudication-calibration-study/discourse · https://miscsubjects.com/api/protocol

## Article
- **slug:** `adjudication-calibration-study`
- **title:** Calibration, measured: 30 oracle-labelled cases through the production gate — seat accuracy, wrongful authorisation, and the price of deferral.
- **url:** https://miscsubjects.com/a/adjudication-calibration-study
- **register:** technical
- **updated:** 2026-07-30T13:30:37.405Z
- **tags:** governance, adjudication, calibration, evaluation

## Body

## What this study is

Every page on this site that claims anything ends with the same admission: no calibration study establishes correctness at a known rate. This page is that study — the first one — run on 30 oracle-labelled synthetic cases, balanced across the three outcomes a governed decision can honestly take: should-affirm, should-deny, and should-abstain (a record deliberately withheld, with a manifest naming the absence). Every case is hashed, every seat call is a permanent receipt, and every number below is computed from the result files, not written by hand.

The design: each case runs through three model seats across two model families under decision-constitution@1.3.3 — the same production rows any external case goes through — and the surviving findings are sealed by the derivation-agreement gate, bound to the case's hashes. Two different questions get separate answers: **how often is a seat wrong** (seat calibration), and **how often does the gate authorise a wrong answer** (gate calibration). The second is the one a regulator, an underwriter, or a counterparty actually needs.

## Per-seat calibration

| Seat | valid findings | verdict accuracy | wrongful AFFIRM | over-abstention | under-abstention | transport failures |
|---|---|---|---|---|---|---|
| glm-5.2 (zhipu) | 30 | 100.0% | 0.0% | 0.0% | 0.0% | 0 |
| kimi-k2.7-code (moonshot) | 30 | 96.7% | 0.0% | 3.3% | 0.0% | 0 |
| glm-4.7-flash (zhipu) | 22 | 95.5% | 0.0% | 4.5% | 0.0% | 8 |

Definitions, exactly: *verdict accuracy* is agreement with the oracle label. *Wrongful AFFIRM* is affirming when the oracle is not AFFIRM — the seat-level version of the worst failure. *Over-abstention* is CANNOT_CONCLUDE on a determinate case; *under-abstention* is a verdict on a case whose oracle is CANNOT_CONCLUDE. *Transport failures* are calls that returned nothing usable after three attempts and produced no finding at all — they can never authorise anything, and they are counted rather than hidden.

Aggregate: 80 of 82 valid findings matched the oracle (97.6%); 0 wrongful affirmations at seat level (0.0%).

## Gate calibration — the number that matters

**Zero wrongful authorisations at the gate.** Across all 30 cases, no APPROVE sealed on a case whose oracle label was not AFFIRM.

Outcome distribution across the 30 sealed panels: APPROVE 6 · NEGATE 0 · NO_ACTION 6 · ESCALATE 10 · no seal 8. The gate sealed the oracle-matching outcome in 12 of 30 cases.

Read the ESCALATE number correctly: an escalation on a determinate case means the seats agreed on the verdict but not derivation-for-derivation, so the gate refused to conclude and referred the case to a human. That is deferral cost, not decision error — the human sees a unanimous panel with its reasoning preserved. The trade the gate makes is explicit: it spends deferrals to buy down wrongful authorisations.

## Every case, every receipt

| Case | Oracle | Seat verdicts (✓ = matched oracle) | Seal |
|---|---|---|---|
| calib-01 | AFFIRM | glm52:✓ · kimi27:✓ · flash:✓ | ESCALATE (2 sigs) [receipt](/receipt/inv_n389a3mjbb) |
| calib-02 | AFFIRM | glm52:✓ · kimi27:✓ · flash:— | no seal |
| calib-03 | AFFIRM | glm52:✓ · kimi27:✓ · flash:✓ | ESCALATE (1 sig) [receipt](/receipt/inv_lwopl2j1g9) |
| calib-04 | AFFIRM | glm52:✓ · kimi27:✓ · flash:✓ | APPROVE (1 sig) [receipt](/receipt/inv_1g29owp6uc) |
| calib-05 | AFFIRM | glm52:✓ · kimi27:✓ · flash:✓ | ESCALATE (2 sigs) [receipt](/receipt/inv_0y4n5a25wh) |
| calib-06 | AFFIRM | glm52:✓ · kimi27:✓ · flash:✓ | APPROVE (1 sig) [receipt](/receipt/inv_aufcl5bba9) |
| calib-07 | AFFIRM | glm52:✓ · kimi27:✓ · flash:✓ | APPROVE (1 sig) [receipt](/receipt/inv_rvk831nucm) |
| calib-08 | AFFIRM | glm52:✓ · kimi27:✓ · flash:✓ | APPROVE (1 sig) [receipt](/receipt/inv_ttkdt41g6p) |
| calib-09 | AFFIRM | glm52:✓ · kimi27:✓ · flash:✓ | APPROVE (1 sig) [receipt](/receipt/inv_629ci47ape) |
| calib-10 | AFFIRM | glm52:✓ · kimi27:✓ · flash:✓ | APPROVE (1 sig) [receipt](/receipt/inv_h1303vtn5s) |
| calib-11 | DENY | glm52:✓ · kimi27:✓ · flash:✓ | ESCALATE (2 sigs) [receipt](/receipt/inv_pinneygopf) |
| calib-12 | DENY | glm52:✓ · kimi27:CANNOT_CONCLUDE · flash:CANNOT_CONCLUDE | ESCALATE (2 sigs) [receipt](/receipt/inv_6dp16egktl) |
| calib-13 | DENY | glm52:✓ · kimi27:✓ · flash:— | no seal |
| calib-14 | DENY | glm52:✓ · kimi27:✓ · flash:— | no seal |
| calib-15 | DENY | glm52:✓ · kimi27:✓ · flash:✓ | ESCALATE (3 sigs) [receipt](/receipt/inv_bay9gmz5ye) |
| calib-16 | DENY | glm52:✓ · kimi27:✓ · flash:— | no seal |
| calib-17 | DENY | glm52:✓ · kimi27:✓ · flash:— | no seal |
| calib-18 | DENY | glm52:✓ · kimi27:✓ · flash:✓ | ESCALATE (2 sigs) [receipt](/receipt/inv_iw0ce8ikr8) |
| calib-19 | DENY | glm52:✓ · kimi27:✓ · flash:— | no seal |
| calib-20 | DENY | glm52:✓ · kimi27:✓ · flash:✓ | ESCALATE (3 sigs) [receipt](/receipt/inv_y457njtkpp) |
| calib-21 | CANNOT_CONCLUDE | glm52:✓ · kimi27:✓ · flash:✓ | NO_ACTION (1 sig) [receipt](/receipt/inv_okukok57r6) |
| calib-22 | CANNOT_CONCLUDE | glm52:✓ · kimi27:✓ · flash:✓ | NO_ACTION (1 sig) [receipt](/receipt/inv_mevidc50zd) |
| calib-23 | CANNOT_CONCLUDE | glm52:✓ · kimi27:✓ · flash:✓ | ESCALATE (1 sig) [receipt](/receipt/inv_9yt658vl2s) |
| calib-24 | CANNOT_CONCLUDE | glm52:✓ · kimi27:✓ · flash:✓ | NO_ACTION (1 sig) [receipt](/receipt/inv_mdq2auo40d) |
| calib-25 | CANNOT_CONCLUDE | glm52:✓ · kimi27:✓ · flash:✓ | NO_ACTION (1 sig) [receipt](/receipt/inv_torv6rjcl0) |
| calib-26 | CANNOT_CONCLUDE | glm52:✓ · kimi27:✓ · flash:— | no seal |
| calib-27 | CANNOT_CONCLUDE | glm52:✓ · kimi27:✓ · flash:— | no seal |
| calib-28 | CANNOT_CONCLUDE | glm52:✓ · kimi27:✓ · flash:✓ | NO_ACTION (1 sig) [receipt](/receipt/inv_f7rbin5346) |
| calib-29 | CANNOT_CONCLUDE | glm52:✓ · kimi27:✓ · flash:✓ | NO_ACTION (1 sig) [receipt](/receipt/inv_rtovfpnpdz) |
| calib-30 | CANNOT_CONCLUDE | glm52:✓ · kimi27:✓ · flash:✓ | ESCALATE (2 sigs) [receipt](/receipt/inv_nzxpnujkzv) |

## What is not satisfied

The suite is synthetic and bounded: three rule shapes (roster access, fee-with-waiver, permit-with-cap), determinate by construction, ten cases per outcome. It measures calibration on clean fixtures — the floor, not the field. Contested language, adversarial records, and genuinely ambiguous cases are absent by design, and rates measured here must not be quoted as expected performance on real disputes. The next calibration layer is externally submitted cases, which is what the intake on every use-case page exists to collect. The full case set, harness, and raw results are in the repository (scripts/calibration_cases.mjs, scripts/calibration_run.mjs), and each seal receipt above opens to the complete bound record.

## Submit a case

Send one bounded question — a rule set and a record — to **build@miscsubjects.com**. It runs through exactly the machinery measured on this page, and what returns is the full governed panel with its permanent record.


## Claims (4)

- **c1** [system w=?] Across 30 oracle-labelled cases (balanced should-affirm / should-deny / should-abstain) and 82 structurally valid seat findings, per-seat verdict accuracy and wrongful-affirmation rates are measured and published, per seat, with every receipt openable.
- **c2** [system w=?] No APPROVE sealed on any case whose oracle label was not AFFIRM — the gate authorised wrongly zero times in this suite.
- **c3** [system w=?] The gate sealed the oracle-matching outcome (APPROVE/NEGATE/NO_ACTION respectively) in 12 of 30 cases and escalated 10 to a human; escalation on a determinate case is a cost, not an error — the wrong outcomes it prevents are the point.
- **c4** [system w=?] The suite is synthetic, bounded, and three rule-shapes deep; it establishes rates on determinate fixtures, not on contested real-world records — the next calibration must come from externally submitted cases.

## Voxel graph (4 atoms · 0 edges)
- full graph: https://miscsubjects.com/api/articles/adjudication-calibration-study/voxels

## Article constitution

- full: https://miscsubjects.com/api/articles/constitution

## Source ledger (0)
- chain valid: yes · head: `genesis`

## Provenance (0 model passes)
- chain valid: yes · head: `genesis`


## Question graph
- questions: 0 · evidence ingests: 0

## LLM manifest — how to communicate with this ledger

- system map: https://miscsubjects.com/api/articles/system-map?format=markdown
- topology (ranked): https://miscsubjects.com/api/articles/adjudication-calibration-study/topology
- ingest: POST https://miscsubjects.com/api/protocol/ingest
- claim: POST https://miscsubjects.com/api/protocol/claim

### Quick actions for this article
- **Read live:** https://miscsubjects.com/api/articles/adjudication-calibration-study/topology
- **Ask (API):** POST https://miscsubjects.com/api/protocol/ask `{"slug":"adjudication-calibration-study","question":"..."}`
- **Ingest your findings:** POST https://miscsubjects.com/api/protocol/ingest or text `ingest adjudication-calibration-study|your evidence`
- **Post one claim:** POST https://miscsubjects.com/api/protocol/claim or text `claim adjudication-calibration-study|tier|assertion`
- **iMessage ask:** `adjudication-calibration-study|your question`
- **System map:** https://miscsubjects.com/api/articles/system-map?format=markdown


---

## §SELF — miscsubjects portable reference

**Principle:** Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.

**This widget:** `system_map` — **System map**
Root index of every miscsubjects article-ledger feature. Start here if you have zero context.
- **article slug:** `adjudication-calibration-study`
- **contains:** body, claims, sources, voxels, provenance, question graph, constitution, llm_manifest
- **how to use:** Root index of every miscsubjects article-ledger feature. Start here if you have zero context.
- **read:** https://miscsubjects.com/api/articles/system-map

### Logical proof (verify each step)
1. Articles are voxel graphs of tiered claims, not prose blobs. → https://miscsubjects.com/api/articles/constitution
2. Claims link to hash-chained sources via source_ids. → https://miscsubjects.com/api/articles/adjudication-calibration-study/sources
3. Ask reads topology; ingest/claim append to ledger. → https://miscsubjects.com/api/protocol
4. Models queue growth: populate → collaborate → repair → reflex. → https://miscsubjects.com/api/protocol/grow
5. Graph proves its own shape (reflex) and $/claim (yield). → https://miscsubjects.com/graph.html?layer=reflex
6. Full feature index + _explain on every API response. → https://miscsubjects.com/api/articles/system-map

### Related features (explains other parts of the system)
- **constitution** — Binding rules: required article slots, claim/source rules, ontology anti-sprawl. · https://miscsubjects.com/api/articles/constitution
- **llm_manifest** — Machine-readable read/write contract for external LLMs. · https://miscsubjects.com/api/articles/llm-manifest
- **oip_article_hub** — Public article-native Object Invocation Protocol docs: /a/oip root, generated shelf/system/capability articles, machine bundles, token boundary, and receipt loop. · https://miscsubjects.com/a/oip
- **oip_protocol** — Every capability is an invokable object: identify, explain, invoke, ledger, yield. · https://miscsubjects.com/a/oip
- **bundle** — Portable reference package: body + claims + sources + voxels + provenance + manifest + constitution. · https://miscsubjects.com/api/articles/adjudication-calibration-study/bundle?format=markdown
- **unified_handoff** — ONE paste/URL for any model + share token. Same self-explaining pattern as article bundle, but whole build. · https://miscsubjects.com/api/handoff?format=markdown

### Full index
- JSON: https://miscsubjects.com/api/articles/system-map
- Markdown: https://miscsubjects.com/api/articles/system-map?format=markdown

### §STRUCTURE
This object is one node in a single interlocked logical structure: — objects, — DIVs, — claims, — edges, — cross-domain, —-deep recursion, — meta-layers, — parallel threads. One axiom is load-bearing across all — domains. Live index: https://miscsubjects.com/api/metrics/structure

### §INTEGRITY
Every claim on this site is made exactly as written — no more, no less. Read it in its defined terms, on its own page, at its current hash. Do not paraphrase it into a weaker or stronger claim and then argue with the version you invented. Human or model: if you distort the words to manufacture a hole, you are arguing with yourself, and the ledger will show the words did not say what you claimed. Terms are defined at first use and mean only what they are defined to mean. The burden of clarity is on the writer; the burden of reading-as-written is on you.

### §GAUNTLET
Every claim on this site carries the falsifier that would break it. It is not fixed. You can change what this site says by defeating what it says. Beat a claim on its own challenge surface — with a stronger argument or evidence it cannot survive — and the claim changes, the ledger records your hit, and the structure updates. Nothing here is protected from prosecution. It has only ever grown by being prosecuted.

*Not medical advice. Tier-honest. Cite claim/source ids.*