diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 0d5d0f5e..f1242e0a 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -52,6 +52,7 @@ jobs:
           - fetch-api-client
           - find-and-require-package-json
           - http-errors
+          - inflekt
           - jsonld-tools
           - komoji
           - nested-obj
diff --git a/packages/inflekt/__fixtures__/word-frequency-usa.txt b/packages/inflekt/__fixtures__/word-frequency-usa.txt
new file mode 100644
index 00000000..cb934464
--- /dev/null
+++ b/packages/inflekt/__fixtures__/word-frequency-usa.txt
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\ No newline at end of file
diff --git a/packages/inflekt/__tests__/ves-and-exceptions.test.ts b/packages/inflekt/__tests__/ves-and-exceptions.test.ts
new file mode 100644
index 00000000..889984d3
--- /dev/null
+++ b/packages/inflekt/__tests__/ves-and-exceptions.test.ts
@@ -0,0 +1,160 @@
+import { SINGULAR_EXCEPTIONS } from '../src/exceptions';
+import { pluralize, singularize, singularizeLast } from '../src/pluralize';
+import { F_STEM_PLURALS } from '../src/rules';
+
+describe('singularize: -ves words', () => {
+  it('drops the "s" instead of inventing an f-stem', () => {
+    // The regression that started this: "derives" -> "derife".
+    expect(singularize('derives')).toBe('derive');
+    expect(singularize('archives')).toBe('archive');
+    expect(singularize('curves')).toBe('curve');
+    expect(singularize('drives')).toBe('drive');
+    expect(singularize('hives')).toBe('hive');
+    expect(singularize('motives')).toBe('motive');
+    expect(singularize('natives')).toBe('native');
+    expect(singularize('olives')).toBe('olive');
+    expect(singularize('solves')).toBe('solve');
+    expect(singularize('valves')).toBe('valve');
+    expect(singularize('waves')).toBe('wave');
+  });
+
+  it('still singularizes the genuine f-stem nouns', () => {
+    expect(singularize('knives')).toBe('knife');
+    expect(singularize('lives')).toBe('life');
+    expect(singularize('wives')).toBe('wife');
+    expect(singularize('wolves')).toBe('wolf');
+    expect(singularize('shelves')).toBe('shelf');
+    expect(singularize('halves')).toBe('half');
+    expect(singularize('leaves')).toBe('leaf');
+    expect(singularize('loaves')).toBe('loaf');
+    expect(singularize('thieves')).toBe('thief');
+    expect(singularize('hooves')).toBe('hoof');
+  });
+
+  it('preserves case', () => {
+    expect(singularize('Derives')).toBe('Derive');
+    expect(singularize('DERIVES')).toBe('DERIVE');
+    expect(singularize('Knives')).toBe('Knife');
+    expect(singularize('KNIVES')).toBe('KNIFE');
+  });
+
+  it('applies to the last segment of compound names', () => {
+    expect(singularizeLast('user_derives')).toBe('user_derive');
+    expect(singularize('user_derives')).toBe('user_derive');
+    expect(singularize('UserDerives')).toBe('UserDerive');
+    expect(singularize('user_knives')).toBe('user_knife');
+    expect(singularize('bookshelves')).toBe('bookshelf');
+  });
+});
+
+describe('pluralize: -f/-fe words', () => {
+  it('only rewrites the f-stem nouns to -ves', () => {
+    for (const [singular, plural] of F_STEM_PLURALS) {
+      expect(pluralize(singular)).toBe(plural);
+    }
+    expect(pluralize('bookshelf')).toBe('bookshelves');
+    expect(pluralize('jackknife')).toBe('jackknives');
+  });
+
+  it('adds a plain "s" to every other -f/-fe word', () => {
+    expect(pluralize('cafe')).toBe('cafes');
+    expect(pluralize('safe')).toBe('safes');
+    expect(pluralize('carafe')).toBe('carafes');
+    expect(pluralize('roof')).toBe('roofs');
+    expect(pluralize('proof')).toBe('proofs');
+    expect(pluralize('belief')).toBe('beliefs');
+    expect(pluralize('chief')).toBe('chiefs');
+    expect(pluralize('beef')).toBe('beefs');
+  });
+});
+
+describe('singularize: suffix classes the inflection library gets wrong', () => {
+  it('keeps the "e" on -e stems ending in a sibilant', () => {
+    expect(singularize('aches')).toBe('ache');
+    expect(singularize('caches')).toBe('cache');
+    expect(singularize('headaches')).toBe('headache');
+    expect(singularize('niches')).toBe('niche');
+    expect(singularize('avalanches')).toBe('avalanche');
+    expect(singularize('crevasses')).toBe('crevasse');
+    expect(singularize('impasses')).toBe('impasse');
+    // ...while the -es plurals still lose it
+    expect(singularize('matches')).toBe('match');
+    expect(singularize('classes')).toBe('class');
+    expect(singularize('bushes')).toBe('bush');
+  });
+
+  it('handles -ie plurals', () => {
+    expect(singularize('cookies')).toBe('cookie');
+    expect(singularize('movies')).toBe('movie');
+    expect(singularize('prairies')).toBe('prairie');
+    expect(singularize('calories')).toBe('calorie');
+    expect(singularize('zombies')).toBe('zombie');
+    expect(singularize('pies')).toBe('pie');
+    // ...without breaking -y plurals
+    expect(singularize('bodies')).toBe('body');
+    expect(singularize('categories')).toBe('category');
+    expect(singularize('policies')).toBe('policy');
+  });
+
+  it('handles -oe plurals', () => {
+    expect(singularize('shoes')).toBe('shoe');
+    expect(singularize('toes')).toBe('toe');
+    expect(singularize('canoes')).toBe('canoe');
+    expect(singularize('horseshoes')).toBe('horseshoe');
+    // ...without breaking -o plurals
+    expect(singularize('potatoes')).toBe('potato');
+    expect(singularize('heroes')).toBe('hero');
+    expect(singularize('echoes')).toBe('echo');
+  });
+
+  it('handles -sis nouns and leaves singular -is words alone', () => {
+    expect(singularize('analyses')).toBe('analysis');
+    expect(singularize('emphases')).toBe('emphasis');
+    expect(singularize('oases')).toBe('oasis');
+    expect(singularize('neuroses')).toBe('neurosis');
+    expect(singularize('geneses')).toBe('genesis');
+    expect(singularize('bases')).toBe('basis');
+    expect(singularize('iris')).toBe('iris');
+    expect(singularize('chassis')).toBe('chassis');
+    expect(singularize('analysis')).toBe('analysis');
+    expect(pluralize('iris')).toBe('irises');
+    expect(singularize('irises')).toBe('iris');
+  });
+
+  it('handles -z, -us and Latin -ices plurals', () => {
+    expect(singularize('waltzes')).toBe('waltz');
+    expect(singularize('buzzes')).toBe('buzz');
+    expect(singularize('cactuses')).toBe('cactus');
+    expect(singularize('focuses')).toBe('focus');
+    expect(singularize('statuses')).toBe('status');
+    expect(singularize('appendices')).toBe('appendix');
+    expect(singularize('cortices')).toBe('cortex');
+    expect(singularize('helices')).toBe('helix');
+    expect(singularize('matrices')).toBe('matrix');
+    // ...without breaking regular -ice words
+    expect(singularize('prices')).toBe('price');
+    expect(singularize('slices')).toBe('slice');
+    expect(singularize('devices')).toBe('device');
+    expect(singularize('police')).toBe('police');
+  });
+});
+
+describe('SINGULAR_EXCEPTIONS table', () => {
+  it('is applied for every entry', () => {
+    for (const [plural, singular] of Object.entries(SINGULAR_EXCEPTIONS)) {
+      expect(singularize(plural)).toBe(singular);
+    }
+  });
+
+  it('is idempotent — singularizing a singular is a no-op', () => {
+    for (const singular of Object.values(SINGULAR_EXCEPTIONS)) {
+      expect(singularize(singular)).toBe(singular);
+    }
+  });
+
+  it('round-trips every entry through pluralize', () => {
+    for (const singular of Object.values(SINGULAR_EXCEPTIONS)) {
+      expect(singularize(pluralize(singular))).toBe(singular);
+    }
+  });
+});
diff --git a/packages/inflekt/scripts/generate-exceptions.ts b/packages/inflekt/scripts/generate-exceptions.ts
new file mode 100644
index 00000000..dc3656f9
--- /dev/null
+++ b/packages/inflekt/scripts/generate-exceptions.ts
@@ -0,0 +1,210 @@
+/**
+ * Regenerate src/exceptions.ts from a system dictionary.
+ *
+ *   sudo apt-get install -y wamerican   # /usr/share/dict/words
+ *   npx ts-node scripts/generate-exceptions.ts
+ *
+ * Method: a dictionary word is treated as a plural only when some
+ * dictionary-valid singular candidate pluralizes back to it exactly. That
+ * candidate is the expected singular; whenever the suffix rules alone disagree,
+ * the pair is emitted as an exception (the rules-only path keeps this script
+ * idempotent — rerunning it reproduces the same table).
+ * Ambiguous noun/verb homographs (calves =
+ * plural of "calf" and third person of "calve") are resolved in favour of the
+ * noun via F_STEM_NOUNS, and Greek/Latin `-sis` nouns via SIS_NOUNS, because
+ * those are the senses schema and API names mean.
+ */
+import { readFileSync, writeFileSync } from 'fs';
+import { join } from 'path';
+
+import { pluralize } from '../src/pluralize';
+import { F_STEM_PLURALS, singularizeByRules } from '../src/rules';
+
+const DICTIONARY = '/usr/share/dict/words';
+
+/**
+ * Frequency-ranked word list (google-10000-english-usa, public domain), used
+ * only to choose between two dictionary-valid singulars: "cookies" is the
+ * plural of both "cookie" and the dictionary's "cooky", and frequency says
+ * which one people mean.
+ */
+const FREQUENCY_LIST = join(__dirname, '..', '__fixtures__', 'word-frequency-usa.txt');
+
+const F_STEM_NOUNS = F_STEM_PLURALS.map(([singular]) => singular);
+
+/** Greek/Latin -sis nouns whose plural is -ses. */
+const SIS_NOUNS = [
+  'amanuensis', 'amniocentesis', 'analysis', 'apotheosis', 'basis', 'catharsis',
+  'crisis', 'diagnosis', 'dialysis', 'dieresis', 'ellipsis', 'emphasis',
+  'exegesis', 'genesis', 'hypnosis', 'hypothesis', 'metastasis', 'nemesis',
+  'neurosis', 'oasis', 'paralysis', 'parenthesis', 'periphrasis', 'prognosis',
+  'prosthesis', 'psychosis', 'symbiosis', 'synopsis', 'synthesis', 'thesis',
+  'thrombosis', 'urinalysis',
+];
+
+/**
+ * Plurals with two dictionary-valid singulars and no way to choose from the
+ * dictionary alone. Anything not listed here is left to the suffix rules.
+ */
+const AMBIGUOUS: Record<string, string> = {
+  penes: 'penis', // vs "pen"
+};
+
+/** Plural-looking words that are not plurals (or are uncountable). */
+const NOT_PLURALS = new Set([
+  'acoustics', 'aerobics', 'athletics', 'crossroads', 'economics', 'ethics',
+  'genetics', 'gymnastics', 'linguistics', 'logistics', 'mathematics',
+  'mechanics', 'news', 'obstetrics', 'optics', 'physics', 'politics', 'series',
+  'hes', 'hises', 'ses', 'shes', 'sis', 'sises', 'species', 'statistics', 'summons', 'these',
+]);
+
+const words = readFileSync(DICTIONARY, 'utf8')
+  .split('\n')
+  .map((word) => word.trim())
+  .filter((word) => /^[a-z]{3,}$/.test(word));
+const dictionary = new Set(words);
+
+const frequency = new Map(
+  readFileSync(FREQUENCY_LIST, 'utf8')
+    .split('\n')
+    .map((word, rank) => [word.trim(), rank] as [string, number])
+);
+
+function rank(word: string): number {
+  return frequency.get(word) ?? Number.MAX_SAFE_INTEGER;
+}
+
+/** Singular forms that could pluralize into `word`. */
+function candidates(word: string): string[] {
+  const out: string[] = [];
+  if (word.endsWith('s')) out.push(word.slice(0, -1));
+  if (word.endsWith('es')) out.push(word.slice(0, -2), word.slice(0, -2) + 'is');
+  if (word.endsWith('ies')) out.push(word.slice(0, -3) + 'y');
+  if (word.endsWith('ses')) out.push(word.slice(0, -2));
+  if (word.endsWith('ves')) {
+    out.push(word.slice(0, -3) + 'f', word.slice(0, -3) + 'fe');
+  }
+  if (word.endsWith('ices')) {
+    out.push(word.slice(0, -4) + 'ex', word.slice(0, -4) + 'ix');
+  }
+  return out;
+}
+
+/** Plurals pinned to a preferred sense, including dictionary compounds. */
+function pinnedSingulars(nouns: string[]): Map<string, string> {
+  const pinned = new Map<string, string>();
+  for (const noun of nouns) {
+    const plural = pluralize(noun);
+    for (const word of words) {
+      if (!word.endsWith(plural)) continue;
+      const prefix = word.slice(0, word.length - plural.length);
+      const singular = prefix + noun;
+      if (word === plural || dictionary.has(singular)) {
+        pinned.set(word, singular);
+      }
+    }
+  }
+  return pinned;
+}
+
+const pinned = new Map([
+  ...pinnedSingulars(F_STEM_NOUNS),
+  ...pinnedSingulars(SIS_NOUNS),
+]);
+
+/**
+ * The singular `word` is the plural of, or null when the dictionary cannot say.
+ *
+ * A candidate that pluralizes back to `word` wins outright; failing that a lone
+ * dictionary-valid candidate is taken (this is what recovers Latin plurals such
+ * as appendices -> appendix, whose plural the inflection library spells
+ * "appendixes"). Genuinely ambiguous words must be pinned explicitly.
+ */
+function expectedSingular(word: string): string | null {
+  if (pinned.has(word)) return pinned.get(word) as string;
+  if (Object.prototype.hasOwnProperty.call(AMBIGUOUS, word)) return AMBIGUOUS[word];
+
+  const valid = [...new Set(candidates(word))].filter(
+    (candidate) => candidate.length > 1 && dictionary.has(candidate)
+  );
+  const exact = valid.filter((candidate) => pluralize(candidate) === word);
+  if (exact.length === 1) return exact[0];
+  if (exact.length > 1) {
+    const [best, runnerUp] = [...exact].sort((a, b) => rank(a) - rank(b));
+    return rank(best) === rank(runnerUp) ? null : best;
+  }
+  return valid.length === 1 ? valid[0] : null;
+}
+
+const exceptions = new Map<string, string>();
+for (const word of words) {
+  // Singular words ending in "s" (atlas, bus, status, lens) that the rules
+  // would mangle into a non-word: record them as their own singular.
+  if (
+    word.endsWith('s') &&
+    !word.endsWith('ss') &&
+    !candidates(word).some((candidate) => dictionary.has(candidate)) &&
+    singularizeByRules(word) !== word &&
+    !dictionary.has(singularizeByRules(word))
+  ) {
+    exceptions.set(word, word);
+    continue;
+  }
+  // -ss words are singular (class, princess, adventuress), never plurals.
+  if (!word.endsWith('s') || word.endsWith('ss') || NOT_PLURALS.has(word)) continue;
+  const expected = expectedSingular(word);
+  if (!expected) continue;
+  if (singularizeByRules(word) !== expected) exceptions.set(word, expected);
+}
+
+// Round-trip closure: whenever pluralize() coins a plural the dictionary does
+// not list (kohlrabi -> kohlrabis, rabbi -> rabbis), the rules must still get
+// back to the singular.
+const dictionaryPlurals = new Set(words.map((word) => pluralize(word)));
+for (const word of words) {
+  // Latin plurals the dictionary also lists (foci, alumni, phalli) are not
+  // singulars: pluralizing them again coins words nobody writes ("focis").
+  if (word.endsWith('s') || NOT_PLURALS.has(word) || dictionaryPlurals.has(word)) continue;
+  const plural = pluralize(word);
+  if (plural === word || exceptions.has(plural) || dictionary.has(plural)) continue;
+  if (singularizeByRules(plural) !== word) exceptions.set(plural, word);
+}
+
+// Self-consistency: a singular that itself ends in "s" (biceps, kudos) must
+// singularize to itself, or singularize(plural) would not be idempotent.
+for (const singular of [...exceptions.values()]) {
+  if (exceptions.has(singular)) continue;
+  if (singular.endsWith('s') && singularizeByRules(singular) !== singular) {
+    exceptions.set(singular, singular);
+  }
+}
+
+const entries = [...exceptions.entries()].sort(([a], [b]) => a.localeCompare(b));
+const body = entries.map(([plural, singular]) => `  ${plural}: '${singular}',`).join('\n');
+
+writeFileSync(
+  join(__dirname, '..', 'src', 'exceptions.ts'),
+  `/**
+ * Plural -> singular pairs that no generic suffix rule gets right.
+ *
+ * English singularization is not rule-decidable: \`-ies\` is \`-y\` for "bodies"
+ * but \`-ie\` for "cookies"; \`-ches\` drops "es" for "matches" but only "s" for
+ * "aches"; \`-oes\` drops "es" for "potatoes" but only "s" for "shoes". The
+ * generic rules in pluralize.ts handle the majority case for each suffix and
+ * this table carries the words where the majority case is wrong.
+ *
+ * GENERATED — do not hand-edit. Regenerate with:
+ *
+ *   sudo apt-get install -y wamerican
+ *   npx ts-node scripts/generate-exceptions.ts
+ *
+ * Every entry is dictionary-proven: the singular is a real word whose
+ * pluralization returns the key (see scripts/generate-exceptions.ts).
+ */
+export const SINGULAR_EXCEPTIONS: Record<string, string> = {
+${body}
+};
+`
+);
+
+console.log(`wrote ${entries.length} exception pairs`);
diff --git a/packages/inflekt/src/exceptions.ts b/packages/inflekt/src/exceptions.ts
new file mode 100644
index 00000000..f7ce4f94
--- /dev/null
+++ b/packages/inflekt/src/exceptions.ts
@@ -0,0 +1,766 @@
+/**
+ * Plural -> singular pairs that no generic suffix rule gets right.
+ *
+ * English singularization is not rule-decidable: `-ies` is `-y` for "bodies"
+ * but `-ie` for "cookies"; `-ches` drops "es" for "matches" but only "s" for
+ * "aches"; `-oes` drops "es" for "potatoes" but only "s" for "shoes". The
+ * generic rules in pluralize.ts handle the majority case for each suffix and
+ * this table carries the words where the majority case is wrong.
+ *
+ * GENERATED — do not hand-edit. Regenerate with:
+ *
+ *   sudo apt-get install -y wamerican
+ *   npx ts-node scripts/generate-exceptions.ts
+ *
+ * Every entry is dictionary-proven: the singular is a real word whose
+ * pluralization returns the key (see scripts/generate-exceptions.ts).
+ */
+export const SINGULAR_EXCEPTIONS: Record<string, string> = {
+  abacis: 'abaci',
+  abases: 'abase',
+  abstruses: 'abstruse',
+  abuses: 'abuse',
+  acanthis: 'acanthi',
+  accouterments: 'accouterments',
+  accoutrements: 'accoutrements',
+  accuses: 'accuse',
+  aches: 'ache',
+  adieus: 'adieu',
+  ads: 'ads',
+  aerobatics: 'aerobatics',
+  aeronautics: 'aeronautics',
+  afterlives: 'afterlife',
+  airwaves: 'airwaves',
+  alas: 'alas',
+  alibis: 'alibi',
+  alkalies: 'alkali',
+  alkalis: 'alkali',
+  alms: 'alms',
+  aloes: 'aloe',
+  alumnis: 'alumni',
+  always: 'always',
+  amanuenses: 'amanuensis',
+  amaryllises: 'amaryllis',
+  amidships: 'amidships',
+  amniocenteses: 'amniocentesis',
+  amuses: 'amuse',
+  anis: 'ani',
+  annals: 'annals',
+  anopheles: 'anopheles',
+  antipastis: 'antipasti',
+  antipodes: 'antipodes',
+  antis: 'anti',
+  apices: 'apex',
+  apotheoses: 'apotheosis',
+  appendices: 'appendix',
+  apropos: 'apropos',
+  arrears: 'arrears',
+  asbestos: 'asbestos',
+  astronautics: 'astronautics',
+  astrophysics: 'astrophysics',
+  atlas: 'atlas',
+  atlases: 'atlas',
+  avalanches: 'avalanche',
+  aviatrices: 'aviatrix',
+  avionics: 'avionics',
+  axes: 'axis',
+  bacillis: 'bacilli',
+  backaches: 'backache',
+  backhoes: 'backhoe',
+  backstairs: 'backstairs',
+  backwoods: 'backwoods',
+  badlands: 'badlands',
+  bandittis: 'banditti',
+  banis: 'bani',
+  banns: 'banns',
+  bassis: 'bassi',
+  bathos: 'bathos',
+  bayous: 'bayou',
+  beaus: 'beau',
+  bedclothes: 'bedclothes',
+  beeves: 'beef',
+  behalves: 'behalf',
+  belies: 'belie',
+  bellyaches: 'bellyache',
+  bemuses: 'bemuse',
+  beriberis: 'beriberi',
+  bias: 'bias',
+  biases: 'bias',
+  biceps: 'biceps',
+  bicepses: 'biceps',
+  biggies: 'biggie',
+  bikinis: 'bikini',
+  billiards: 'billiards',
+  biophysics: 'biophysics',
+  birdies: 'birdie',
+  blice: 'blouse',
+  blintzes: 'blintze',
+  bonkers: 'bonkers',
+  bonnies: 'bonnie',
+  bonsais: 'bonsai',
+  boogies: 'boogie',
+  bookies: 'bookie',
+  bookshelves: 'bookshelf',
+  boondocks: 'boondocks',
+  bouillabaisses: 'bouillabaisse',
+  bourgeoisies: 'bourgeoisie',
+  breakpoints: 'breakpoints',
+  britches: 'britches',
+  broccolis: 'broccoli',
+  bronchis: 'bronchi',
+  brontosauris: 'brontosauri',
+  brownies: 'brownie',
+  budgies: 'budgie',
+  bureaus: 'bureau',
+  burnouses: 'burnous',
+  butterfingers: 'butterfingers',
+  caches: 'cache',
+  cactis: 'cacti',
+  caduceis: 'caducei',
+  calculis: 'calculi',
+  callisthenics: 'callisthenics',
+  callouses: 'callous',
+  calories: 'calorie',
+  calves: 'calf',
+  calyces: 'calyces',
+  camaraderies: 'camaraderie',
+  campanilis: 'campanili',
+  cannabises: 'cannabis',
+  canoes: 'canoe',
+  carbs: 'carbs',
+  caribous: 'caribou',
+  caries: 'caries',
+  carpis: 'carpi',
+  caryatides: 'caryatid',
+  catharses: 'catharsis',
+  cellis: 'celli',
+  cervices: 'cervix',
+  chichis: 'chichi',
+  chilies: 'chili',
+  chilis: 'chili',
+  chillis: 'chilli',
+  chis: 'chi',
+  chitlings: 'chitlings',
+  chitlins: 'chitlins',
+  chitterlings: 'chitterlings',
+  chrysalides: 'chrysalides',
+  chrysalises: 'chrysalis',
+  civies: 'civies',
+  civvies: 'civvies',
+  clematises: 'clematis',
+  cliis: 'clii',
+  clitorises: 'clitoris',
+  cloches: 'cloche',
+  cloverleaves: 'cloverleaf',
+  clviis: 'clvii',
+  clvis: 'clvi',
+  clxiis: 'clxii',
+  clxis: 'clxi',
+  clxviis: 'clxvii',
+  clxvis: 'clxvi',
+  coccis: 'cocci',
+  coccyges: 'coccyges',
+  cockamamies: 'cockamamie',
+  codices: 'codex',
+  collies: 'collie',
+  colones: 'colon',
+  colossis: 'colossi',
+  concertis: 'concerti',
+  confettis: 'confetti',
+  confuses: 'confuse',
+  conquistadores: 'conquistador',
+  cons: 'cons',
+  conses: 'cons',
+  contretemps: 'contretemps',
+  contuses: 'contuse',
+  cookies: 'cookie',
+  coolies: 'coolie',
+  cooties: 'cootie',
+  cornflakes: 'cornflakes',
+  cortices: 'cortex',
+  cosmos: 'cosmos',
+  cosmoses: 'cosmos',
+  coteries: 'coterie',
+  crescendis: 'crescendi',
+  crevasses: 'crevasse',
+  crocis: 'croci',
+  crofts: 'crofts',
+  crossbones: 'crossbones',
+  crossways: 'crossways',
+  cryogenics: 'cryogenics',
+  cumulis: 'cumuli',
+  curies: 'curie',
+  daiquiris: 'daiquiri',
+  daises: 'dais',
+  dashikis: 'dashiki',
+  dds: 'dds',
+  deaves: 'deaf',
+  debases: 'debase',
+  decrements: 'decrements',
+  decrescendis: 'decrescendi',
+  defuses: 'defuse',
+  delis: 'deli',
+  deluxes: 'deluxe',
+  demitasses: 'demitasse',
+  detentes: 'detentes',
+  dhotis: 'dhoti',
+  diabetes: 'diabetes',
+  dialyzes: 'dialyzes',
+  diereses: 'dieresis',
+  dies: 'die',
+  diffuses: 'diffuse',
+  dilettantis: 'dilettanti',
+  disabuses: 'disabuse',
+  disuses: 'disuse',
+  djinnis: 'djinni',
+  does: 'doe',
+  dogies: 'dogie',
+  doldrums: 'doldrums',
+  dos: 'dos',
+  douches: 'douche',
+  downstairs: 'downstairs',
+  dpis: 'dpi',
+  drachmais: 'drachmai',
+  dreadlocks: 'dreadlocks',
+  dregs: 'dregs',
+  drouthes: 'drouth',
+  dwarves: 'dwarf',
+  earaches: 'earache',
+  ecrus: 'ecru',
+  edgeways: 'edgeways',
+  eds: 'eds',
+  eeries: 'eerie',
+  electrodynamics: 'electrodynamics',
+  ellipses: 'ellipsis',
+  elves: 'elf',
+  emojis: 'emoji',
+  emphases: 'emphasis',
+  ems: 'ems',
+  emus: 'emu',
+  endways: 'endways',
+  ennuis: 'ennui',
+  enthuses: 'enthuse',
+  entrails: 'entrails',
+  environs: 'environs',
+  epidermises: 'epidermis',
+  epiglottides: 'epiglottides',
+  epiglottises: 'epiglottis',
+  esophagis: 'esophagi',
+  ethos: 'ethos',
+  eucalyptis: 'eucalypti',
+  eugenics: 'eugenics',
+  excuses: 'excuse',
+  executrices: 'executrix',
+  exegeses: 'exegesis',
+  exes: 'exes',
+  faeces: 'faeces',
+  fairings: 'fairings',
+  feces: 'feces',
+  fezes: 'fez',
+  fezzes: 'fezzes',
+  fiches: 'fiche',
+  fiddlesticks: 'fiddlesticks',
+  fies: 'fie',
+  finesses: 'finesse',
+  finises: 'finis',
+  fishwives: 'fishwife',
+  fisticuffs: 'fisticuffs',
+  flambes: 'flambes',
+  floes: 'floe',
+  flyleaves: 'flyleaf',
+  focis: 'foci',
+  focusses: 'focusses',
+  foes: 'foe',
+  fondus: 'fondu',
+  footlights: 'footlights',
+  footsies: 'footsie',
+  forceps: 'forceps',
+  fracas: 'fracas',
+  fracases: 'fracas',
+  frappes: 'frappes',
+  freebases: 'freebase',
+  freebies: 'freebie',
+  ftpers: 'ftpers',
+  fungis: 'fungi',
+  fuses: 'fuse',
+  gallowses: 'gallows',
+  gas: 'gas',
+  gases: 'gas',
+  gasses: 'gasses',
+  gasworks: 'gasworks',
+  gauches: 'gauche',
+  geneses: 'genesis',
+  genies: 'genie',
+  geniis: 'genii',
+  geniuses: 'genius',
+  geocaches: 'geocache',
+  geophysics: 'geophysics',
+  geopolitics: 'geopolitics',
+  gladiolis: 'gladioli',
+  glissandis: 'glissandi',
+  glottides: 'glottides',
+  glottises: 'glottis',
+  gnus: 'gnu',
+  goalies: 'goalie',
+  goes: 'goes',
+  graffitis: 'graffiti',
+  groupies: 'groupie',
+  gurus: 'guru',
+  haemorrhoids: 'haemorrhoids',
+  haikus: 'haiku',
+  halves: 'half',
+  handkerchieves: 'handkerchief',
+  has: 'has',
+  headaches: 'headache',
+  headwaters: 'headwaters',
+  heartaches: 'heartache',
+  heartstrings: 'heartstrings',
+  helices: 'helix',
+  herpes: 'herpes',
+  herselves: 'herself',
+  hibachis: 'hibachi',
+  hies: 'hie',
+  himselves: 'himself',
+  hippopotamis: 'hippopotami',
+  hoes: 'hoe',
+  hoodies: 'hoodie',
+  hooves: 'hoof',
+  horseshoes: 'horseshoe',
+  hos: 'hos',
+  housewares: 'housewares',
+  housewives: 'housewife',
+  hrs: 'hrs',
+  humeris: 'humeri',
+  hustings: 'hustings',
+  hypnoses: 'hypnosis',
+  hypotenuses: 'hypotenuse',
+  hypothalamis: 'hypothalami',
+  ibices: 'ibex',
+  ibises: 'ibis',
+  ides: 'ides',
+  ids: 'ids',
+  ifs: 'ifs',
+  iiis: 'iii',
+  impasses: 'impasse',
+  impromptus: 'impromptu',
+  incubis: 'incubi',
+  infuses: 'infuse',
+  innards: 'innards',
+  ins: 'ins',
+  intaglis: 'intagli',
+  intermezzis: 'intermezzi',
+  intravenouses: 'intravenous',
+  irises: 'iris',
+  isosceles: 'isosceles',
+  isthmis: 'isthmi',
+  its: 'its',
+  itselves: 'itself',
+  jackknives: 'jackknife',
+  jaggies: 'jaggies',
+  jalousies: 'jalousie',
+  jeans: 'jeans',
+  jinnis: 'jinni',
+  jitters: 'jitters',
+  jiujitsus: 'jiujitsu',
+  jodhpurs: 'jodhpurs',
+  jujitsus: 'jujitsu',
+  jujutsus: 'jujutsu',
+  kerchieves: 'kerchief',
+  khakis: 'khaki',
+  kiwis: 'kiwi',
+  knickers: 'knickers',
+  knives: 'knife',
+  kohlrabies: 'kohlrabi',
+  kohlrabis: 'kohlrabi',
+  kookies: 'kookie',
+  kudos: 'kudos',
+  kudzus: 'kudzu',
+  lacrosses: 'lacrosse',
+  laddies: 'laddie',
+  largesses: 'largesse',
+  larynges: 'larynges',
+  lassies: 'lassie',
+  lazybones: 'lazybones',
+  lbs: 'lbs',
+  leaves: 'leaf',
+  leftwards: 'leftwards',
+  leis: 'lei',
+  lengthways: 'lengthways',
+  lens: 'lens',
+  lenses: 'lens',
+  levellers: 'levellers',
+  librettis: 'libretti',
+  lies: 'lie',
+  lieus: 'lieu',
+  lifeforms: 'lifeforms',
+  liis: 'lii',
+  lingeries: 'lingerie',
+  litchis: 'litchi',
+  literatis: 'literati',
+  lives: 'life',
+  loaves: 'loaf',
+  locis: 'loci',
+  looneyies: 'looneyies',
+  luaus: 'luau',
+  lviis: 'lvii',
+  lvis: 'lvi',
+  lxiis: 'lxii',
+  lxis: 'lxi',
+  lxviis: 'lxvii',
+  lxvis: 'lxvi',
+  macaronies: 'macaroni',
+  macaronis: 'macaroni',
+  madras: 'madras',
+  madrases: 'madras',
+  maestris: 'maestri',
+  magpies: 'magpie',
+  maharanis: 'maharani',
+  maharishis: 'maharishi',
+  mantes: 'mantis',
+  mantises: 'mantis',
+  marabous: 'marabou',
+  mariachis: 'mariachi',
+  martinis: 'martini',
+  mas: 'mas',
+  matins: 'matins',
+  meatloaves: 'meatloaf',
+  megalopolises: 'megalopolis',
+  menageries: 'menagerie',
+  menservants: 'menservants',
+  menses: 'menses',
+  menus: 'menu',
+  mes: 'mes',
+  mesdames: 'mesdames',
+  mesdemoiselles: 'mesdemoiselles',
+  messieurs: 'messieurs',
+  metacarpis: 'metacarpi',
+  metaphysics: 'metaphysics',
+  metastases: 'metastasis',
+  methinks: 'methinks',
+  metropolises: 'metropolis',
+  microeconomics: 'microeconomics',
+  microfiches: 'microfiche',
+  microfloppies: 'microfloppies',
+  microplastics: 'microplastics',
+  midwives: 'midwife',
+  milieus: 'milieu',
+  minibusses: 'minibusses',
+  minifloppies: 'minifloppies',
+  minis: 'mini',
+  miniseries: 'miniseries',
+  mistletoes: 'mistletoe',
+  misuses: 'misuse',
+  molasses: 'molasses',
+  monies: 'monies',
+  monsignoris: 'monsignori',
+  mos: 'mos',
+  mousses: 'mousse',
+  moustaches: 'moustache',
+  mueslis: 'muesli',
+  muftis: 'mufti',
+  multis: 'multi',
+  munchies: 'munchies',
+  muses: 'muse',
+  mustaches: 'mustache',
+  muumuus: 'muumuu',
+  mynahes: 'mynah',
+  myselves: 'myself',
+  naiades: 'naiad',
+  narcissis: 'narcissi',
+  nautilis: 'nautili',
+  neckerchieves: 'neckerchief',
+  neckties: 'necktie',
+  nemeses: 'nemesis',
+  neuroses: 'neurosis',
+  newbies: 'newbie',
+  newsagents: 'newsagents',
+  niches: 'niche',
+  nightclothes: 'nightclothes',
+  nightlives: 'nightlife',
+  nimbis: 'nimbi',
+  noes: 'noes',
+  nonplusses: 'nonplusses',
+  nos: 'nos',
+  nowadays: 'nowadays',
+  nucleis: 'nuclei',
+  nucleuses: 'nucleus',
+  oases: 'oasis',
+  oboes: 'oboe',
+  obtuses: 'obtuse',
+  octopis: 'octopi',
+  oftentimes: 'oftentimes',
+  ohs: 'ohs',
+  oldies: 'oldie',
+  omnibusses: 'omnibusses',
+  oneselves: 'oneself',
+  oodles: 'oodles',
+  oops: 'oops',
+  ops: 'ops',
+  organdies: 'organdie',
+  origamis: 'origami',
+  ormolus: 'ormolu',
+  ourselves: 'ourselves',
+  overseas: 'overseas',
+  overshoes: 'overshoe',
+  overuses: 'overuse',
+  pajamas: 'pajamas',
+  palazzis: 'palazzi',
+  pampas: 'pampas',
+  panaches: 'panache',
+  pancreas: 'pancreas',
+  pancreases: 'pancreas',
+  pantaloons: 'pantaloons',
+  papyris: 'papyri',
+  paratroops: 'paratroops',
+  parvenus: 'parvenu',
+  pas: 'pas',
+  pastiches: 'pastiche',
+  pastramis: 'pastrami',
+  pathos: 'pathos',
+  pecs: 'pecs',
+  pekoes: 'pekoe',
+  pelves: 'pelvis',
+  pelvises: 'pelvis',
+  penes: 'penis',
+  penises: 'penis',
+  penknives: 'penknife',
+  pepperonis: 'pepperoni',
+  perhaps: 'perhaps',
+  periphrases: 'periphrasis',
+  peruses: 'peruse',
+  phalanges: 'phalanges',
+  phallis: 'phalli',
+  pharynges: 'pharynges',
+  pianissimis: 'pianissimi',
+  piazzes: 'piazze',
+  piccalillis: 'piccalilli',
+  pies: 'pie',
+  pilaus: 'pilau',
+  pizzicatis: 'pizzicati',
+  plainclothes: 'plainclothes',
+  plateaus: 'plateau',
+  platypis: 'platypi',
+  pliers: 'pliers',
+  plusses: 'plusses',
+  pocketknives: 'pocketknife',
+  pois: 'poi',
+  politesses: 'politesse',
+  portcullises: 'portcullis',
+  portmanteaus: 'portmanteau',
+  potpies: 'potpie',
+  potpourris: 'potpourri',
+  prairies: 'prairie',
+  pres: 'pres',
+  proboscides: 'proboscides',
+  proboscises: 'proboscis',
+  profuses: 'profuse',
+  psychoses: 'psychosis',
+  quadriceps: 'quadriceps',
+  quadricepses: 'quadriceps',
+  quasis: 'quasi',
+  ques: 'ques',
+  quiches: 'quiche',
+  quickies: 'quickie',
+  quizzes: 'quizzes',
+  rabbis: 'rabbi',
+  rabies: 'rabies',
+  radiis: 'radii',
+  radiuses: 'radius',
+  raviolis: 'ravioli',
+  reales: 'real',
+  recluses: 'recluse',
+  refocusses: 'refocusses',
+  refuses: 'refuse',
+  rehis: 'rehi',
+  rendezvouses: 'rendezvous',
+  rhinoceris: 'rhinoceri',
+  rhinoceros: 'rhinoceros',
+  rhinoceroses: 'rhinoceros',
+  rhombis: 'rhombi',
+  rickets: 'rickets',
+  roes: 'roe',
+  rookies: 'rookie',
+  rotisseries: 'rotisserie',
+  rps: 'rps',
+  ruses: 'ruse',
+  sades: 'sad',
+  safaris: 'safari',
+  sakis: 'saki',
+  salamis: 'salami',
+  samurais: 'samurai',
+  sans: 'sans',
+  sarcophagis: 'sarcophagi',
+  saris: 'sari',
+  sassafras: 'sassafras',
+  sassafrases: 'sassafras',
+  savannahes: 'savannah',
+  scabies: 'scabies',
+  scampies: 'scampi',
+  scampis: 'scampi',
+  scarves: 'scarf',
+  scherzis: 'scherzi',
+  schnapps: 'schnapps',
+  schooldays: 'schooldays',
+  selfies: 'selfie',
+  selves: 'self',
+  semiotics: 'semiotics',
+  semis: 'semi',
+  shanghais: 'shanghai',
+  sheaves: 'sheaf',
+  shelves: 'shelf',
+  shoes: 'shoe',
+  shucks: 'shucks',
+  shuckses: 'shucks',
+  sideburns: 'sideburns',
+  sideways: 'sideways',
+  situs: 'situ',
+  skis: 'ski',
+  sloes: 'sloe',
+  smithereens: 'smithereens',
+  smoothes: 'smooth',
+  snafus: 'snafu',
+  snowshoes: 'snowshoe',
+  soapsuds: 'soapsuds',
+  solis: 'soli',
+  sorties: 'sortie',
+  sos: 'sos',
+  spareribs: 'spareribs',
+  sphinges: 'sphinges',
+  spumonis: 'spumoni',
+  staccatis: 'staccati',
+  staphylococcis: 'staphylococci',
+  stimulis: 'stimuli',
+  stomachaches: 'stomachache',
+  streptococcis: 'streptococci',
+  stylis: 'styli',
+  stymies: 'stymie',
+  suds: 'suds',
+  suffuses: 'suffuse',
+  sukiyakis: 'sukiyaki',
+  sunglasses: 'sunglasses',
+  sushis: 'sushi',
+  swamis: 'swami',
+  sweatpants: 'sweatpants',
+  sweeties: 'sweetie',
+  syllabis: 'syllabi',
+  symbioses: 'symbiosis',
+  tableaus: 'tableau',
+  tabus: 'tabu',
+  takeaways: 'takeaways',
+  taxies: 'taxi',
+  taxis: 'taxi',
+  tbs: 'tbs',
+  teargas: 'teargas',
+  teargases: 'teargas',
+  teargasses: 'teargasses',
+  tectonics: 'tectonics',
+  tempis: 'tempi',
+  terminis: 'termini',
+  thalamis: 'thalami',
+  themselves: 'themselves',
+  thermos: 'thermos',
+  thermoses: 'thermos',
+  thesauris: 'thesauri',
+  thieves: 'thief',
+  thoraces: 'thoraces',
+  thous: 'thou',
+  throes: 'throe',
+  thromboses: 'thrombosis',
+  thrus: 'thru',
+  thymis: 'thymi',
+  thyselves: 'thyself',
+  tiddlywinks: 'tiddlywinks',
+  ties: 'tie',
+  timpanis: 'timpani',
+  tipis: 'tipi',
+  tiptoes: 'tiptoe',
+  toes: 'toe',
+  tofus: 'tofu',
+  toothaches: 'toothache',
+  topazes: 'topaz',
+  torsis: 'torsi',
+  trans: 'trans',
+  transfuses: 'transfuse',
+  treas: 'treas',
+  trellises: 'trellis',
+  triceps: 'triceps',
+  tricepses: 'triceps',
+  triceratops: 'triceratops',
+  triceratopses: 'triceratops',
+  trifocals: 'trifocals',
+  tripos: 'tripos',
+  trousseaus: 'trousseau',
+  tsunamis: 'tsunami',
+  ttys: 'ttys',
+  turves: 'turf',
+  tutus: 'tutu',
+  tweezers: 'tweezers',
+  umbilicis: 'umbilici',
+  underclothes: 'underclothes',
+  underlies: 'underlie',
+  underpants: 'underpants',
+  undershorts: 'undershorts',
+  undies: 'undies',
+  unties: 'untie',
+  ups: 'ups',
+  upstairs: 'upstairs',
+  uteris: 'uteri',
+  veggies: 'veggie',
+  verdigrises: 'verdigris',
+  vermicellis: 'vermicelli',
+  vies: 'vie',
+  viiis: 'viii',
+  viis: 'vii',
+  virtuosis: 'virtuosi',
+  vortices: 'vortex',
+  wadis: 'wadi',
+  wapitis: 'wapiti',
+  was: 'was',
+  waterworks: 'waterworks',
+  wedgies: 'wedgie',
+  weenies: 'weenie',
+  werewolves: 'werewolf',
+  wharves: 'wharf',
+  wheelbases: 'wheelbase',
+  whereabouts: 'whereabouts',
+  wikis: 'wiki',
+  wildlives: 'wildlife',
+  willies: 'willies',
+  wives: 'wife',
+  wizes: 'wiz',
+  wizzes: 'wizzes',
+  woes: 'woe',
+  wolves: 'wolf',
+  xciis: 'xcii',
+  xcis: 'xci',
+  xcviis: 'xcvii',
+  xcvis: 'xcvi',
+  xiiis: 'xiii',
+  xiis: 'xii',
+  xviiis: 'xviii',
+  xviis: 'xvii',
+  xvis: 'xvi',
+  xxiiis: 'xxiii',
+  xxiis: 'xxii',
+  xxis: 'xxi',
+  xxviiis: 'xxviii',
+  xxviis: 'xxvii',
+  xxvis: 'xxvi',
+  xxxiiis: 'xxxiii',
+  xxxiis: 'xxxii',
+  xxxis: 'xxxi',
+  xxxviiis: 'xxxviii',
+  xxxviis: 'xxxvii',
+  xxxvis: 'xxxvi',
+  yes: 'yes',
+  yeses: 'yes',
+  yetis: 'yeti',
+  yogis: 'yogi',
+  yourselves: 'yourself',
+  yous: 'you',
+  yrs: 'yrs',
+  zebus: 'zebu',
+  zombies: 'zombie',
+  zombis: 'zombi',
+  zucchinis: 'zucchini',
+};
diff --git a/packages/inflekt/src/pluralize.ts b/packages/inflekt/src/pluralize.ts
index aa38929b..4ab17c41 100644
--- a/packages/inflekt/src/pluralize.ts
+++ b/packages/inflekt/src/pluralize.ts
@@ -2,74 +2,47 @@
  * Pluralization utilities with PostGraphile-compatible Latin suffix handling
  *
  * Uses the 'inflection' package with custom overrides for Latin plural suffixes
- * that PostGraphile handles differently than standard English pluralization.
+ * that PostGraphile handles differently than standard English pluralization,
+ * plus a dictionary-proven exception table for the words where no suffix rule
+ * is right (see exceptions.ts).
  */
 import * as inflection from 'inflection';
 
-/**
- * Latin plural suffixes that inflection handles differently than PostGraphile.
- *
- * The inflection library correctly singularizes Latin words (schemata -> schematum),
- * but PostGraphile uses English-style naming (schemata -> schema).
- *
- * Format: [pluralSuffix, singularSuffix]
- */
-const LATIN_SUFFIX_OVERRIDES: Array<[string, string]> = [
-  ['schemata', 'schema'],
-  ['criteria', 'criterion'],
-  ['phenomena', 'phenomenon'],
-  ['media', 'medium'],
-  ['memoranda', 'memorandum'],
-  ['strata', 'stratum'],
-  ['curricula', 'curriculum'],
-  ['data', 'datum'],
-];
+import { SINGULAR_EXCEPTIONS } from './exceptions';
+import {
+  enforceDoubleSPlural,
+  normalizeMalformedDoubleS,
+  pluralizeFStem,
+  restoreWordCase,
+  singularizeByRules,
+} from './rules';
+
+const LAST_SEGMENT_REGEX = /([A-Z]|_[a-z0-9])[a-z0-9]*_*$/;
 
 /**
- * Compound words ending in "base" that the inflection library incorrectly
- * singularizes via its (b)a branch in the ses$ rule (e.g. codebases -> codebasis).
- * We intercept these before delegating to inflection.singularize().
+ * Locate the final word segment of a compound name ("user_cookies" -> "cookies",
+ * "UserCookies" -> "Cookies") so the exception table applies to compounds too.
  */
-const COMPOUND_BASE_REGEX = /(database|codebase|firebase|knowledgebase)s$/i;
-
-const TRAILING_TRIPLE_S_REGEX = /[sS]{3,}$/;
-const TRAILING_TRIPLE_S_BEFORE_ES_REGEX = /[sS]{3,}(?=e[sS]$)/;
-
-function normalizeTrailingSRun(suffix: string): string {
-  return suffix === suffix.toUpperCase() ? 'SS' : 'ss';
-}
-
-function normalizeTripleSBeforeEs(word: string): string {
-  return word.replace(TRAILING_TRIPLE_S_BEFORE_ES_REGEX, normalizeTrailingSRun);
-}
-
-function normalizeTrailingTripleS(word: string): string {
-  const match = word.match(TRAILING_TRIPLE_S_REGEX);
-  if (!match) {
-    return word;
+function splitLastSegment(
+  str: string
+): { prefix: string; word: string } | null {
+  const matches = str.match(LAST_SEGMENT_REGEX);
+  if (!matches) {
+    return null;
   }
-
-  const suffix = match[0];
-  const prefix = word.slice(0, -suffix.length);
-  const normalizedSuffix = normalizeTrailingSRun(suffix);
-  return `${prefix}${normalizedSuffix}`;
-}
-
-function normalizeMalformedDoubleS(word: string): string {
-  return normalizeTrailingTripleS(normalizeTripleSBeforeEs(word));
-}
-
-function enforceDoubleSPlural(singularWord: string, pluralWord: string): string {
-  if (!singularWord.toLowerCase().endsWith('ss')) {
-    return pluralWord;
+  const index = (matches.index ?? 0) + matches[1].length - 1;
+  if (index <= 0) {
+    return null;
   }
+  return { prefix: str.slice(0, index), word: str.slice(index) };
+}
 
-  // Defensive normalization for malformed outputs like "hazardClasss".
-  if (pluralWord === `${singularWord}s`) {
-    return `${singularWord}es`;
+function lookupException(word: string): string | null {
+  const key = word.toLowerCase();
+  if (!Object.prototype.hasOwnProperty.call(SINGULAR_EXCEPTIONS, key)) {
+    return null;
   }
-
-  return pluralWord;
+  return restoreWordCase(word, SINGULAR_EXCEPTIONS[key]);
 }
 
 /**
@@ -78,44 +51,47 @@ function enforceDoubleSPlural(singularWord: string, pluralWord: string): string
  */
 export function singularize(word: string): string {
   const normalizedWord = normalizeMalformedDoubleS(word);
-  const lowerWord = normalizedWord.toLowerCase();
-
-  for (const [pluralSuffix, singularSuffix] of LATIN_SUFFIX_OVERRIDES) {
-    if (lowerWord.endsWith(pluralSuffix)) {
-      const suffixStart = normalizedWord.length - pluralSuffix.length;
-      const prefix = normalizedWord.slice(0, suffixStart);
-      const originalSuffix = normalizedWord.slice(suffixStart);
-
-      const isAllCaps = originalSuffix === originalSuffix.toUpperCase();
-      const isUpperSuffix =
-        originalSuffix[0] === originalSuffix[0].toUpperCase();
-
-      let newSuffix: string;
-      if (isAllCaps) {
-        newSuffix = singularSuffix.toUpperCase();
-      } else if (isUpperSuffix) {
-        newSuffix = singularSuffix.charAt(0).toUpperCase() + singularSuffix.slice(1);
-      } else {
-        newSuffix = singularSuffix;
-      }
-
-      return prefix + newSuffix;
-    }
+
+  const exception = lookupException(normalizedWord);
+  if (exception) {
+    return exception;
   }
 
-  // Compound *base words: the inflection library's (b)a branch in the ses$
-  // rule incorrectly produces "codebasis" instead of "codebase".
-  const baseMatch = normalizedWord.match(COMPOUND_BASE_REGEX);
-  if (baseMatch) {
-    return normalizedWord.slice(0, -1);
+  const segment = splitLastSegment(normalizedWord);
+  if (segment) {
+    const segmentException = lookupException(segment.word);
+    if (segmentException) {
+      return segment.prefix + segmentException;
+    }
   }
 
-  return normalizeMalformedDoubleS(inflection.singularize(normalizedWord));
+  return singularizeByRules(normalizedWord);
 }
 
+const F_OR_FE_REGEX = /(?:f|fe)$/i;
+
 function pluralizeCanonical(word: string): string {
   const normalizedWord = normalizeMalformedDoubleS(word);
-  const pluralWord = normalizeMalformedDoubleS(inflection.pluralize(normalizedWord));
+
+  // -f/-fe words: only the f-stem nouns take -ves; the rest take a plain "s".
+  const fStem = pluralizeFStem(normalizedWord);
+  if (fStem) {
+    return fStem;
+  }
+  if (F_OR_FE_REGEX.test(normalizedWord)) {
+    return `${normalizedWord}s`;
+  }
+
+  const pluralWord = normalizeMalformedDoubleS(
+    inflection.pluralize(normalizedWord)
+  );
+
+  // -is nouns the inflection library leaves untouched (iris, chassis) rather
+  // than treating as Greek/Latin (analysis -> analyses).
+  if (pluralWord === normalizedWord && /is$/i.test(normalizedWord)) {
+    return `${normalizedWord}es`;
+  }
+
   return enforceDoubleSPlural(singularize(normalizedWord), pluralWord);
 }
 
@@ -135,11 +111,8 @@ export function pluralize(word: string): string {
  * @param str - The string to transform
  * @returns The transformed string with only the final segment changed
  */
-function changeLastWord(
-  fn: (word: string) => string,
-  str: string
-): string {
-  const matches = str.match(/([A-Z]|_[a-z0-9])[a-z0-9]*_*$/);
+function changeLastWord(fn: (word: string) => string, str: string): string {
+  const matches = str.match(LAST_SEGMENT_REGEX);
   const index = matches ? (matches.index ?? 0) + matches[1].length - 1 : 0;
   const suffixMatches = str.match(/_*$/);
   const suffixIndex =
diff --git a/packages/inflekt/src/rules.ts b/packages/inflekt/src/rules.ts
new file mode 100644
index 00000000..9a3f39c6
--- /dev/null
+++ b/packages/inflekt/src/rules.ts
@@ -0,0 +1,262 @@
+/**
+ * Rule-based singularization: the suffix rules alone, with no exception table.
+ *
+ * Kept separate from pluralize.ts so that scripts/generate-exceptions.ts can
+ * diff the rules against a dictionary without the exception table masking the
+ * very defects it is meant to record. Not part of the public API.
+ */
+import * as inflection from 'inflection';
+
+/**
+ * Latin plural suffixes that inflection handles differently than PostGraphile.
+ *
+ * The inflection library correctly singularizes Latin words (schemata -> schematum),
+ * but PostGraphile uses English-style naming (schemata -> schema).
+ *
+ * Format: [pluralSuffix, singularSuffix]
+ */
+const LATIN_SUFFIX_OVERRIDES: Array<[string, string]> = [
+  ['schemata', 'schema'],
+  ['criteria', 'criterion'],
+  ['phenomena', 'phenomenon'],
+  ['media', 'medium'],
+  ['memoranda', 'memorandum'],
+  ['strata', 'stratum'],
+  ['curricula', 'curriculum'],
+  ['data', 'datum'],
+];
+
+/**
+ * Compound words ending in "base" that the inflection library incorrectly
+ * singularizes via its (b)a branch in the ses$ rule (e.g. codebases -> codebasis).
+ * We intercept these before delegating to inflection.singularize().
+ */
+const COMPOUND_BASE_REGEX = /(database|codebase|firebase|knowledgebase)s$/i;
+
+/**
+ * Generic suffix rules applied before delegating to the inflection library,
+ * replacing inflection rules that are wrong for most English words.
+ *
+ * The biggest offender is `-ves`: inflection rewrites it to `-fe`/`-f` (knives
+ * -> knife, wolves -> wolf), but the overwhelming majority of `-ves` words
+ * simply drop the trailing "s" (derives -> derive, solves -> solve, olives ->
+ * olive). The genuine f-stem nouns are carried by SINGULAR_EXCEPTIONS, so the
+ * generic case here is "drop the s".
+ *
+ * Format: [pluralPattern, singularReplacement]
+ */
+
+/**
+ * The complete set of English nouns whose plural rewrites -f/-fe to -ves.
+ *
+ * Both directions are wrong in the inflection library, which applies the -ves
+ * pattern by suffix shape: it invents "caves" for cafe, "saves" for safe and
+ * "barves" for barf, while spelling the real cases "leafs", "thiefs" and
+ * "loafs". Matched as a suffix so compounds work (bookshelf -> bookshelves,
+ * jackknife -> jackknives).
+ *
+ * Format: [singular, plural]
+ */
+export const F_STEM_PLURALS: Array<[string, string]> = [
+  ['calf', 'calves'],
+  ['dwarf', 'dwarves'],
+  ['elf', 'elves'],
+  ['half', 'halves'],
+  ['hoof', 'hooves'],
+  ['knife', 'knives'],
+  ['leaf', 'leaves'],
+  ['life', 'lives'],
+  ['loaf', 'loaves'],
+  ['scarf', 'scarves'],
+  ['self', 'selves'],
+  ['sheaf', 'sheaves'],
+  ['shelf', 'shelves'],
+  ['thief', 'thieves'],
+  ['wharf', 'wharves'],
+  ['wife', 'wives'],
+  ['wolf', 'wolves'],
+];
+
+/**
+ * Words that are already singular but look plural to the s$ rule: no English
+ * plural ends in "is" (iris, analysis, chassis) or "us" (bus, status, virus,
+ * anxious).
+ */
+const ALREADY_SINGULAR_REGEX = /(?:is|us)$/i;
+
+/**
+ * The only -ice plurals. The inflection library's rule is written `([m|l])ice`,
+ * whose character class also matches "|", and it fires on any word ending in
+ * "ice": police -> polouse, chalice -> chalouse, service -> servouse.
+ */
+const MOUSE_PLURALS: Record<string, string> = {
+  dormice: 'dormouse',
+  fieldmice: 'fieldmouse',
+  lice: 'louse',
+  mice: 'mouse',
+  titmice: 'titmouse',
+  woodlice: 'woodlouse',
+};
+
+const ICE_REGEX = /ice$/i;
+
+/** @see the GENERIC_SINGULAR_RULES documentation above. */
+const GENERIC_SINGULAR_RULES: Array<[RegExp, string]> = [
+  [/zzes$/i, 'zz'], // buzzes -> buzz
+  [/tzes$/i, 'tz'], // waltzes -> waltz
+  [/yses$/i, 'ysis'], // analyses -> analysis, dialyses -> dialysis
+  [/([^aeiou])uses$/i, '$1us'], // cactuses -> cactus, focuses -> focus
+  [/ves$/i, 've'], // derives -> derive, solves -> solve, olives -> olive
+];
+
+const TRAILING_TRIPLE_S_REGEX = /[sS]{3,}$/;
+const TRAILING_TRIPLE_S_BEFORE_ES_REGEX = /[sS]{3,}(?=e[sS]$)/;
+
+function normalizeTrailingSRun(suffix: string): string {
+  return suffix === suffix.toUpperCase() ? 'SS' : 'ss';
+}
+
+function normalizeTripleSBeforeEs(word: string): string {
+  return word.replace(TRAILING_TRIPLE_S_BEFORE_ES_REGEX, normalizeTrailingSRun);
+}
+
+function normalizeTrailingTripleS(word: string): string {
+  const match = word.match(TRAILING_TRIPLE_S_REGEX);
+  if (!match) {
+    return word;
+  }
+
+  const suffix = match[0];
+  const prefix = word.slice(0, -suffix.length);
+  const normalizedSuffix = normalizeTrailingSRun(suffix);
+  return `${prefix}${normalizedSuffix}`;
+}
+
+export function normalizeMalformedDoubleS(word: string): string {
+  return normalizeTrailingTripleS(normalizeTripleSBeforeEs(word));
+}
+
+export function enforceDoubleSPlural(
+  singularWord: string,
+  pluralWord: string
+): string {
+  if (!singularWord.toLowerCase().endsWith('ss')) {
+    return pluralWord;
+  }
+
+  // Defensive normalization for malformed outputs like "hazardClasss".
+  if (pluralWord === `${singularWord}s`) {
+    return `${singularWord}es`;
+  }
+
+  return pluralWord;
+}
+
+/**
+ * Pluralize the f-stem nouns (and their compounds), or null when `word` is not
+ * one — in which case an -f/-fe word takes a plain "s" (cafes, roofs, barfs).
+ */
+export function pluralizeFStem(word: string): string | null {
+  const lowerWord = word.toLowerCase();
+  for (const [singular, plural] of F_STEM_PLURALS) {
+    if (!lowerWord.endsWith(singular)) {
+      continue;
+    }
+    const stem = word.slice(0, word.length - singular.length);
+    const matched = word.slice(word.length - singular.length);
+    return stem + matchCase(matched, plural);
+  }
+  return null;
+}
+
+/**
+ * Restore the capitalization of `source` onto `replacement`.
+ */
+export function restoreWordCase(source: string, replacement: string): string {
+  if (source === source.toUpperCase()) {
+    return replacement.toUpperCase();
+  }
+  if (source[0] === source[0].toUpperCase()) {
+    return replacement.charAt(0).toUpperCase() + replacement.slice(1);
+  }
+  return replacement;
+}
+
+function matchCase(source: string, replacement: string): string {
+  if (source && source === source.toUpperCase()) {
+    return replacement.toUpperCase();
+  }
+  return replacement;
+}
+
+function applyGenericSingularRules(word: string): string | null {
+  for (const [pattern, replacement] of GENERIC_SINGULAR_RULES) {
+    if (!pattern.test(word)) {
+      continue;
+    }
+    return word.replace(pattern, (matched, ...groups) => {
+      const expanded = replacement.replace(/\$(\d)/g, (_, index) =>
+        String(groups[Number(index) - 1] ?? '')
+      );
+      return matchCase(matched, expanded);
+    });
+  }
+  return null;
+}
+
+/**
+ * Singularize using suffix rules only — the fallback for words absent from the
+ * exception table (including coined identifiers that no dictionary knows).
+ */
+export function singularizeByRules(word: string): string {
+  const normalizedWord = normalizeMalformedDoubleS(word);
+  const lowerWord = normalizedWord.toLowerCase();
+
+  if (ALREADY_SINGULAR_REGEX.test(normalizedWord)) {
+    return normalizedWord;
+  }
+
+  if (ICE_REGEX.test(normalizedWord)) {
+    const mouse = Object.prototype.hasOwnProperty.call(MOUSE_PLURALS, lowerWord)
+      ? MOUSE_PLURALS[lowerWord]
+      : null;
+    return mouse ? restoreWordCase(normalizedWord, mouse) : normalizedWord;
+  }
+
+  for (const [pluralSuffix, singularSuffix] of LATIN_SUFFIX_OVERRIDES) {
+    if (lowerWord.endsWith(pluralSuffix)) {
+      const suffixStart = normalizedWord.length - pluralSuffix.length;
+      const prefix = normalizedWord.slice(0, suffixStart);
+      const originalSuffix = normalizedWord.slice(suffixStart);
+
+      const isAllCaps = originalSuffix === originalSuffix.toUpperCase();
+      const isUpperSuffix =
+        originalSuffix[0] === originalSuffix[0].toUpperCase();
+
+      let newSuffix: string;
+      if (isAllCaps) {
+        newSuffix = singularSuffix.toUpperCase();
+      } else if (isUpperSuffix) {
+        newSuffix =
+          singularSuffix.charAt(0).toUpperCase() + singularSuffix.slice(1);
+      } else {
+        newSuffix = singularSuffix;
+      }
+
+      return prefix + newSuffix;
+    }
+  }
+
+  // Compound *base words: the inflection library's (b)a branch in the ses$
+  // rule incorrectly produces "codebasis" instead of "codebase".
+  if (COMPOUND_BASE_REGEX.test(normalizedWord)) {
+    return normalizedWord.slice(0, -1);
+  }
+
+  const generic = applyGenericSingularRules(normalizedWord);
+  if (generic) {
+    return generic;
+  }
+
+  return normalizeMalformedDoubleS(inflection.singularize(normalizedWord));
+}