Aziel Library

A Simple Screening Formula for Estimating the Energy-Cost Effect of an Undersized Residential HVAC System

Aziel Library

12 views · 8 downloads

PDF pages open in the browser viewer, fit to the pane width. If this pane stays blank, this browser did not paint the PDF. Download stays below.

Stored text

DOI: 10.5281/zenodo.22135366
Concept DOI: 10.5281/zenodo.22135365
Publication date: 2026-08-27
Checksum: md5:f42733cd0be47a1df06064e918d3d039
Zenodo record id: 22135366
HVAC_Undersizing_Energy-Cost_Screening_Model.pdf

Aziel Eliab
HVAC undersizing
HVAC undersizing, energy cost, Manual J, screening model, capacity deficit
10.5281/zenodo.22135366, zenodo:22135366, HVAC undersizing, energy cost, Manual J, screening model, capacity deficit, HVAC_Undersizing_Energy-Cost_Screening_Model.pdf

DownloadCounted download

Triad score

72

One combined report card from SPRE, CLCE, PhysLing.

TRIAD_V3: public combined = triad_cycle_mean = mean of all ordered pairings factor_i × factor_j among applicable factors of {physics, linguistics, bayesian, truth_formula, CLCE, SPRE} (36 when all six apply, including diagonals). Also stored: geometric_mean_applicable = (Π applicable engines SPRE/CLCE/PLR)^(1/n). Named axis products: physics×linguistics, bayesian×truth_formula, CLCE×SPRE. Bayesian is LIKELIHOOD of internal consistency, unranked, never a shelf sort key. triad_raw freezes to content SHA-256 at first REVIEW_SCORE. Downloads verify bytes and do not mint a new mean. No collection offset. Display is round(combined × 100) and is never written back into combined. How it's scored.

Status lights

Green means go. Yellow means read again. Red means stop and check. Easy enough for a 6th grader; kept for government use.

Structure — Green
Every file was hashed and checked.
SPRE — Green
Green: we can see where this file came from and what it is.
CLCE — Yellow
These stories do not fully match. The title, the notes, and the real file are talking about different stuff.
PhysLing Review — Green
Green: the words and the physics rules agree.
Poison — Green
Green: this does not look like a poison shell.

HVAC_Undersizing_Energy-Cost_Screening_Model.pdf · 2026-09-03 00:23

Hashes

SHA-256 c85bf433933c61d99cd8c1adb472e148214a08e2e9324679a45b854a285d19c1

chain tip

receipt

DownloadCounted downloadBy hashAPI hash

Machine surfacesllms.txtcite.jsonmetadata.jsonhelp

SPRE, CLCE, PhysLing

SPRE PC 0.83 · strong

SPRE scores provenance completeness. It does not assert criminal guilt. Advisory only. Author Aziel Eliab.

CLCE triple 0.00 · pairwise 0.28 · structural_inconsistency

Public CLCE is structural match (claims↔evidence + headings + verified-file). Token Jaccard is audit-only. Type D is a label, not a finding of malice. Advisory. Threshold 0.7 is not a truth verdict.

PhysLing Review (PLR) PASS

units: PASSconservation: PASScausal: PASStemporal: PASSframing: PASS

PhysLing Review (PLR) flags physics-impossible or linguistically manipulative framing. Equal-weight physics × linguistics. Not a court finding.

Derived artifacts

Temporal-geospatial events

No mapped events extracted from this record.

AzielTether lattice tip
{
  "schema": "aziel.lattice.anchor.v1",
  "kind": "aziel-corpus.recalibrate_v3",
  "carrier": "AzielTether",
  "author": "Aziel Eliab",
  "record_id": "AZDOC-59021DDB6030",
  "run_id": null,
  "media_kind": null,
  "vibe_digest": null,
  "library": "aziel",
  "content_sha256": "c85bf433933c61d99cd8c1adb472e148214a08e2e9324679a45b854a285d19c1",
  "structure": {
    "ok": true,
    "file_count": 1
  },
  "spre": {
    "pc": 0.83,
    "band": "strong",
    "limitation": "SPRE scores provenance completeness. It does not assert criminal guilt. Advisory only. Author Aziel Eliab.",
    "applicable": true
  },
  "clce": {
    "triple": 0,
    "pairwise_avg": 0.2821,
    "advisory": true,
    "applicable": true
  },
  "plr": {
    "status": "PASS",
    "lights": {
      "units": "PASS",
      "conservation": "PASS",
      "causal": "PASS",
      "temporal": "PASS",
      "framing": "PASS"
    },
    "applicable": true
  },
  "triad": {
    "combined": 0.7162,
    "display": 72,
    "ready": true,
    "formula": "TRIAD_V3: public combined = triad_cycle_mean = mean of all ordered pairings factor_i × factor_j among applicable factors of {physics, linguistics, bayesian, truth_formula, CLCE, SPRE} (36 when all six apply, including diagonals). Also stored: geometric_mean_applicable = (Π applicable engines SPRE/CLCE/PLR)^(1/n). Named axis products: physics×linguistics, bayesian×truth_formula, CLCE×SPRE. Bayesian is LIKELIHOOD of internal consistency, unranked, never a shelf sort key. triad_raw freezes to content SHA-256 at first REVIEW_SCORE. Downloads verify bytes and do not mint a new mean. No collection offset. Display is round(combined × 100) and is never written back into combined."
  },
  "bayesian": {
    "posterior": 0.7143,
    "unranked": true,
    "note": "Unranked likelihood of internal consistency. Never used to sort the shelf. Not world accuracy."
  },
  "possibility": {
    "possibility": null,
    "kind": "HEURISTIC",
    "refuse": "PENDING_ANCHORS",
    "unranked": true,
    "not_truth": true
  },
  "quarantine": null,
  "zsolver": {
    "status": "not_applicable",
    "applicable": false,
    "seed_corpus": false,
    "baseline": false
  },
  "ledger_entry_hash": "d812600482376b095f0acb6559006c02a7942e05d210e13a21d73fa9b0392c5e",
  "verified_utc": "2026-10-04T03:59:01.541Z",
  "note": "Public HTTPS site is not a mesh. AzielTether carries this tip. Survival interdependence with GodLock and other Aziel software is via downloadable tether + Worker bootstrap APIs."
}

The live site is not a mesh. Tether software can carry this tip.

Bayesian peer score

0.714

Unranked metadata for manual peer-to-peer review. Separate from the HEURISTIC possibility score. Never sorts the shelf.

Possibility score

Refused: PENDING_ANCHORS

HEURISTIC over lattice time×geo pins. Adaptive learning via hashchain lattice for recollection and reasoning. API · How it's scored.

Peer-to-peer review

Notes append to the hash-chain. Peers endorse or challenge; nobody rewrites the past.

No peer notes yet. Endorse or challenge without rewriting history.

Sign in to append a peer endorse or challenge. History stays append-only if the operator is gone one day.