diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c56aad8395..436b6fb303 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -63,3 +63,19 @@ repos:
       additional_dependencies:
       - packaging==26.0
       args: [--verbose]
+
+# Vale prose linting for documentation. All styles are tracked in
+# .vale/styles (no remote packages, so no `vale sync` needed). Vale needs
+# docutils (rst2html) on PATH to lint reStructuredText, so both are
+# installed into one isolated hook environment via the `vale` PyPI package
+# (which bundles the official binary).
+-   repo: local
+    hooks:
+    - id: vale
+      name: vale
+      language: python
+      additional_dependencies: ['vale==3.13.0.0', 'docutils>=0.21']
+      entry: vale
+      args: [--output=line, --minAlertLevel=error]
+      types: [rst]
+      files: ^docs/
diff --git a/.vale.ini b/.vale.ini
new file mode 100644
index 0000000000..1ede5e8600
--- /dev/null
+++ b/.vale.ini
@@ -0,0 +1,15 @@
+StylesPath = .vale/styles
+MinAlertLevel = suggestion
+
+Vocab = NVIDIA
+
+[*.rst]
+BasedOnStyles = Vale, NVIDIA
+
+# Skip inline Sphinx roles (:class:`...`, :const:`...`, etc.), Sphinx
+# directive blocks (.. automodule:: ...), which rst2html leaves as text,
+# and dotted code paths in prose: multi-segment (physicsnemo.metrics.mse)
+# and lowercase two-segment (physicsnemo.mesh; first segment 2+ chars so
+# "e.g."/"i.e." stay visible to NVIDIA.LatinAbbreviations).
+TokenIgnores = (:[a-zA-Z:]+:`[^`]+`_?), (\b[A-Za-z_][\w]*\.[A-Za-z_][\w]*(?:\.[A-Za-z_][\w]*)+\b), (\b[a-z_][\w]+\.[a-z_][\w]*\b)
+BlockIgnores = (?m)^\.\. [a-zA-Z:]+::[^\n]*(?:\n[ \t]+[^\n]*)*
diff --git a/.vale/styles/NVIDIA/Adverbs.yml b/.vale/styles/NVIDIA/Adverbs.yml
new file mode 100644
index 0000000000..dffb829044
--- /dev/null
+++ b/.vale/styles/NVIDIA/Adverbs.yml
@@ -0,0 +1,273 @@
+# Adapted from the MIT-licensed Microsoft style for Vale
+# (https://github.com/errata-ai/Microsoft).
+extends: existence
+message: "Remove '%s' if it's not important to the meaning of the statement."
+ignorecase: true
+level: suggestion
+action:
+  name: remove
+tokens:
+  - abnormally
+  - absentmindedly
+  - accidentally
+  - adventurously
+  - anxiously
+  - arrogantly
+  - awkwardly
+  - bashfully
+  - beautifully
+  - bitterly
+  - bleakly
+  - blindly
+  - blissfully
+  - boastfully
+  - boldly
+  - bravely
+  - briefly
+  - brightly
+  - briskly
+  - broadly
+  - busily
+  - calmly
+  - carefully
+  - carelessly
+  - cautiously
+  - cheerfully
+  - cleverly
+  - closely
+  - coaxingly
+  - colorfully
+  - continually
+  - coolly
+  - courageously
+  - crossly
+  - cruelly
+  - curiously
+  - daintily
+  - dearly
+  - deceivingly
+  - deeply
+  - defiantly
+  - deliberately
+  - delightfully
+  - diligently
+  - dimly
+  - doubtfully
+  - dreamily
+  - easily
+  - effectively
+  - elegantly
+  - energetically
+  - enormously
+  - enthusiastically
+  - excitedly
+  - extremely
+  - fairly
+  - faithfully
+  - famously
+  - ferociously
+  - fervently
+  - fiercely
+  - fondly
+  - foolishly
+  - fortunately
+  - frankly
+  - frantically
+  - freely
+  - frenetically
+  - frightfully
+  - furiously
+  - generally
+  - generously
+  - gently
+  - gladly
+  - gleefully
+  - gracefully
+  - gratefully
+  - greatly
+  - greedily
+  - happily
+  - hastily
+  - healthily
+  - heavily
+  - helplessly
+  - honestly
+  - hopelessly
+  - hungrily
+  - innocently
+  - inquisitively
+  - intensely
+  - intently
+  - interestingly
+  - inwardly
+  - irritably
+  - jaggedly
+  - jealously
+  - jovially
+  - joyfully
+  - joyously
+  - jubilantly
+  - judgmentally
+  - justly
+  - keenly
+  - kiddingly
+  - kindheartedly
+  - knavishly
+  - knowingly
+  - knowledgeably
+  - lazily
+  - lightly
+  - limply
+  - lively
+  - loftily
+  - longingly
+  - loosely
+  - loudly
+  - lovingly
+  - loyally
+  - madly
+  - majestically
+  - meaningfully
+  - mechanically
+  - merrily
+  - miserably
+  - mockingly
+  - mortally
+  - mysteriously
+  - naturally
+  - nearly
+  - neatly
+  - nervously
+  - nicely
+  - noisily
+  - obediently
+  - obnoxiously
+  - oddly
+  - offensively
+  - optimistically
+  - overconfidently
+  - painfully
+  - partially
+  - patiently
+  - perfectly
+  - playfully
+  - politely
+  - poorly
+  - positively
+  - potentially
+  - powerfully
+  - promptly
+  - properly
+  - punctually
+  - quaintly
+  - queasily
+  - queerly
+  - questionably
+  - quickly
+  - quietly
+  - quirkily
+  - quite
+  - quizzically
+  - randomly
+  - rapidly
+  - rarely
+  - readily
+  - really
+  - reassuringly
+  - recklessly
+  - regularly
+  - reluctantly
+  - repeatedly
+  - reproachfully
+  - restfully
+  - righteously
+  - rightfully
+  - rigidly
+  - roughly
+  - rudely
+  - safely
+  - scarcely
+  - scarily
+  - searchingly
+  - sedately
+  - seemingly
+  - selfishly
+  - separately
+  - seriously
+  - shakily
+  - sharply
+  - sheepishly
+  - shrilly
+  - shyly
+  - silently
+  - sleepily
+  - slowly
+  - smoothly
+  - softly
+  - solemnly
+  - solidly
+  - speedily
+  - stealthily
+  - sternly
+  - strictly
+  - suddenly
+  - supposedly
+  - surprisingly
+  - suspiciously
+  - sweetly
+  - swiftly
+  - sympathetically
+  - tenderly
+  - tensely
+  - terribly
+  - thankfully
+  - thoroughly
+  - thoughtfully
+  - tightly
+  - tremendously
+  - triumphantly
+  - truthfully
+  - ultimately
+  - unabashedly
+  - unaccountably
+  - unbearably
+  - unethically
+  - unexpectedly
+  - unfortunately
+  - unimpressively
+  - unnaturally
+  - unnecessarily
+  - urgently
+  - usefully
+  - uselessly
+  - utterly
+  - vacantly
+  - vaguely
+  - vainly
+  - valiantly
+  - vastly
+  - verbally
+  - very
+  - viciously
+  - victoriously
+  - violently
+  - vivaciously
+  - voluntarily
+  - warmly
+  - weakly
+  - wearily
+  - wetly
+  - wholly
+  - wildly
+  - willfully
+  - wisely
+  - woefully
+  - wonderfully
+  - worriedly
+  - yawningly
+  - yearningly
+  - yieldingly
+  - youthfully
+  - zealously
+  - zestfully
+  - zestily
diff --git a/.vale/styles/NVIDIA/Ampersand.yml b/.vale/styles/NVIDIA/Ampersand.yml
new file mode 100644
index 0000000000..bade98ab18
--- /dev/null
+++ b/.vale/styles/NVIDIA/Ampersand.yml
@@ -0,0 +1,8 @@
+# House style: spell out "and" in prose and headings; "&" only in
+# code, product names, or where space is constrained (tables).
+extends: existence
+message: "Use 'and' instead of '&' in prose and headings."
+level: warning
+nonword: true
+raw:
+  - ' & '
diff --git a/.vale/styles/NVIDIA/Branding.yml b/.vale/styles/NVIDIA/Branding.yml
new file mode 100644
index 0000000000..7663598921
--- /dev/null
+++ b/.vale/styles/NVIDIA/Branding.yml
@@ -0,0 +1,8 @@
+# NVIDIA writing guidelines: brand and product names use exact casing.
+extends: substitution
+message: "Use '%s' instead of '%s'."
+level: error
+ignorecase: false
+swap:
+  '\b(?:Nvidia|nVidia|nVIDIA)\b': NVIDIA
+  '\b(?:NeMoTron|NemoTron)\b': Nemotron
diff --git a/.vale/styles/NVIDIA/ConjunctiveAdverbs.yml b/.vale/styles/NVIDIA/ConjunctiveAdverbs.yml
new file mode 100644
index 0000000000..f8276629e7
--- /dev/null
+++ b/.vale/styles/NVIDIA/ConjunctiveAdverbs.yml
@@ -0,0 +1,15 @@
+# NVIDIA writing guidelines (Technical Content > Readability):
+# "Use academic or formal conjunctive adverbs sparingly."
+extends: existence
+message: "Use the formal conjunctive adverb '%s' sparingly."
+level: suggestion
+ignorecase: true
+tokens:
+  - additionally
+  - consequently
+  - furthermore
+  - hence
+  - moreover
+  - thus
+  - undoubtedly
+  - whilst
diff --git a/.vale/styles/NVIDIA/Contractions.yml b/.vale/styles/NVIDIA/Contractions.yml
new file mode 100644
index 0000000000..2ec961e5ae
--- /dev/null
+++ b/.vale/styles/NVIDIA/Contractions.yml
@@ -0,0 +1,27 @@
+# House style for formal technical documentation: expand contractions.
+# (Replaces Microsoft.Contractions, which prefers the opposite.)
+extends: substitution
+message: "Use '%s' instead of '%s' in formal technical documentation."
+level: warning
+ignorecase: true
+action:
+  name: replace
+swap:
+  aren't: are not
+  can't: cannot
+  'can not': cannot
+  couldn't: could not
+  didn't: did not
+  doesn't: does not
+  don't: do not
+  hasn't: has not
+  haven't: have not
+  isn't: is not
+  "it's": it is
+  shouldn't: should not
+  "that's": that is
+  wasn't: was not
+  weren't: were not
+  won't: will not
+  wouldn't: would not
+  "you're": you are
diff --git a/.vale/styles/NVIDIA/FileExtensions.yml b/.vale/styles/NVIDIA/FileExtensions.yml
new file mode 100644
index 0000000000..eed199aba5
--- /dev/null
+++ b/.vale/styles/NVIDIA/FileExtensions.yml
@@ -0,0 +1,9 @@
+# NVIDIA writing guidelines (Technical Content > File Name Extensions):
+# Extensions are lowercase with a period (a .tgz file); file types are
+# uppercase without a period (a TGZ file).
+extends: existence
+message: "Use lowercase for file name extensions ('%s'); reserve uppercase (no period) for the file type."
+level: warning
+ignorecase: false
+raw:
+  - '\.(?:ZIP|TAR|TGZ|GZ|BZ2|PDF|PNG|JPE?G|GIF|SVG|YAML|YML|JSON|XML|CSV|TXT|PY|RST|MD|SH|EXE|DEB|RPM|ONNX|WHL|HTML?)\b'
diff --git a/.vale/styles/NVIDIA/GitHubRepo.yml b/.vale/styles/NVIDIA/GitHubRepo.yml
new file mode 100644
index 0000000000..cd68765821
--- /dev/null
+++ b/.vale/styles/NVIDIA/GitHubRepo.yml
@@ -0,0 +1,9 @@
+# NVIDIA writing guidelines (Technical Content > GitHub Repositories):
+# "Use a forward slash and a repository name for GitHub links."
+# Correct: the /NVIDIA/NeMo GitHub repo. Incorrect: the GitHub repo.
+extends: existence
+message: "Name the repository when referring to it, e.g. 'the /NVIDIA/PhysicsNeMo GitHub repo'."
+level: suggestion
+ignorecase: true
+raw:
+  - '\bthe GitHub repo(?:sitory)?\b'
diff --git a/.vale/styles/NVIDIA/LatinAbbreviations.yml b/.vale/styles/NVIDIA/LatinAbbreviations.yml
new file mode 100644
index 0000000000..39906b1cde
--- /dev/null
+++ b/.vale/styles/NVIDIA/LatinAbbreviations.yml
@@ -0,0 +1,13 @@
+# Spell out Latin abbreviations in prose (per tech-writer convention:
+# "e.g." becomes "for example"). Adapted from the MIT-licensed Microsoft
+# style for Vale.
+extends: substitution
+message: "Use '%s' instead of '%s'."
+ignorecase: true
+level: error
+nonword: true
+action:
+  name: replace
+swap:
+  '\b(?:eg|e\.g\.)[\s,]': for example
+  '\b(?:ie|i\.e\.)[\s,]': that is
diff --git a/.vale/styles/NVIDIA/MarketingClaims.yml b/.vale/styles/NVIDIA/MarketingClaims.yml
new file mode 100644
index 0000000000..20d3bb86ea
--- /dev/null
+++ b/.vale/styles/NVIDIA/MarketingClaims.yml
@@ -0,0 +1,18 @@
+# NVIDIA writing guidelines (Technical Content > Marketing Claims):
+# "Avoid flowery language or comparisons with third-party products."
+extends: existence
+message: "Avoid flowery marketing language like '%s' in technical content."
+level: warning
+ignorecase: true
+tokens:
+  - supercharged?
+  - "world's leading"
+  - world-leading
+  - game-changing
+  - revolutionary
+  - groundbreaking
+  - cutting-edge
+  - best-in-class
+  - blazing(?:ly)?[- ]fast
+  - unparalleled
+  - unrivaled
diff --git a/.vale/styles/NVIDIA/Passive.yml b/.vale/styles/NVIDIA/Passive.yml
new file mode 100644
index 0000000000..de4c4264b1
--- /dev/null
+++ b/.vale/styles/NVIDIA/Passive.yml
@@ -0,0 +1,185 @@
+# Adapted from the MIT-licensed Microsoft style for Vale
+# (https://github.com/errata-ai/Microsoft).
+extends: existence
+message: "'%s' looks like passive voice."
+ignorecase: true
+level: suggestion
+raw:
+  - \b(am|are|were|being|is|been|was|be)\b\s*
+tokens:
+  - '[\w]+ed'
+  - awoken
+  - beat
+  - become
+  - been
+  - begun
+  - bent
+  - beset
+  - bet
+  - bid
+  - bidden
+  - bitten
+  - bled
+  - blown
+  - born
+  - bought
+  - bound
+  - bred
+  - broadcast
+  - broken
+  - brought
+  - built
+  - burnt
+  - burst
+  - cast
+  - caught
+  - chosen
+  - clung
+  - come
+  - cost
+  - crept
+  - cut
+  - dealt
+  - dived
+  - done
+  - drawn
+  - dreamt
+  - driven
+  - drunk
+  - dug
+  - eaten
+  - fallen
+  - fed
+  - felt
+  - fit
+  - fled
+  - flown
+  - flung
+  - forbidden
+  - foregone
+  - forgiven
+  - forgotten
+  - forsaken
+  - fought
+  - found
+  - frozen
+  - given
+  - gone
+  - gotten
+  - ground
+  - grown
+  - heard
+  - held
+  - hidden
+  - hit
+  - hung
+  - hurt
+  - kept
+  - knelt
+  - knit
+  - known
+  - laid
+  - lain
+  - leapt
+  - learnt
+  - led
+  - left
+  - lent
+  - let
+  - lighted
+  - lost
+  - made
+  - meant
+  - met
+  - misspelt
+  - mistaken
+  - mown
+  - overcome
+  - overdone
+  - overtaken
+  - overthrown
+  - paid
+  - pled
+  - proven
+  - put
+  - quit
+  - read
+  - rid
+  - ridden
+  - risen
+  - run
+  - rung
+  - said
+  - sat
+  - sawn
+  - seen
+  - sent
+  - set
+  - sewn
+  - shaken
+  - shaven
+  - shed
+  - shod
+  - shone
+  - shorn
+  - shot
+  - shown
+  - shrunk
+  - shut
+  - slain
+  - slept
+  - slid
+  - slit
+  - slung
+  - smitten
+  - sold
+  - sought
+  - sown
+  - sped
+  - spent
+  - spilt
+  - spit
+  - split
+  - spoken
+  - spread
+  - sprung
+  - spun
+  - stolen
+  - stood
+  - stridden
+  - striven
+  - struck
+  - strung
+  - stuck
+  - stung
+  - stunk
+  - sung
+  - sunk
+  - swept
+  - swollen
+  - sworn
+  - swum
+  - swung
+  - taken
+  - taught
+  - thought
+  - thrived
+  - thrown
+  - thrust
+  - told
+  - torn
+  - trodden
+  - understood
+  - upheld
+  - upset
+  - wed
+  - wept
+  - withheld
+  - withstood
+  - woken
+  - won
+  - worn
+  - wound
+  - woven
+  - written
+  - wrung
diff --git a/.vale/styles/NVIDIA/Reference.yml b/.vale/styles/NVIDIA/Reference.yml
new file mode 100644
index 0000000000..3af4341bcf
--- /dev/null
+++ b/.vale/styles/NVIDIA/Reference.yml
@@ -0,0 +1,8 @@
+# House style (per tech-writer convention): direct readers with
+# "refer to" rather than "see".
+extends: existence
+message: "Prefer 'refer to' over 'see' when directing readers to other content."
+level: suggestion
+ignorecase: true
+tokens:
+  - 'see (?:the|this|these|those|above|below|also)\b'
diff --git a/.vale/styles/NVIDIA/Semicolon.yml b/.vale/styles/NVIDIA/Semicolon.yml
new file mode 100644
index 0000000000..906f7b5398
--- /dev/null
+++ b/.vale/styles/NVIDIA/Semicolon.yml
@@ -0,0 +1,9 @@
+# Adapted from the MIT-licensed Microsoft style for Vale
+# (https://github.com/errata-ai/Microsoft).
+extends: existence
+message: "Try to simplify this sentence."
+nonword: true
+scope: sentence
+level: suggestion
+tokens:
+  - ';'
diff --git a/.vale/styles/NVIDIA/SentenceLength.yml b/.vale/styles/NVIDIA/SentenceLength.yml
new file mode 100644
index 0000000000..cb7979e4e5
--- /dev/null
+++ b/.vale/styles/NVIDIA/SentenceLength.yml
@@ -0,0 +1,8 @@
+# Adapted from the MIT-licensed Microsoft style for Vale
+# (https://github.com/errata-ai/Microsoft).
+extends: occurrence
+message: "Try to keep sentences short (< 30 words)."
+scope: sentence
+level: suggestion
+max: 30
+token: \b(\w+)\b
diff --git a/.vale/styles/NVIDIA/Snippet.yml b/.vale/styles/NVIDIA/Snippet.yml
new file mode 100644
index 0000000000..9d8babf447
--- /dev/null
+++ b/.vale/styles/NVIDIA/Snippet.yml
@@ -0,0 +1,8 @@
+# NVIDIA writing guidelines (Technical Content > Code Elements or Examples):
+# "Avoid using the term snippet."
+extends: existence
+message: "Avoid the term '%s'; use 'code example' instead."
+level: warning
+ignorecase: true
+tokens:
+  - snippets?
diff --git a/.vale/styles/NVIDIA/Spacing.yml b/.vale/styles/NVIDIA/Spacing.yml
new file mode 100644
index 0000000000..c834e15dac
--- /dev/null
+++ b/.vale/styles/NVIDIA/Spacing.yml
@@ -0,0 +1,9 @@
+# One space between sentences. (Adapted from the MIT-licensed Microsoft
+# style for Vale; the missing-space token was dropped because it
+# false-positives on dotted code paths like physicsnemo.mesh.Mesh.)
+extends: existence
+message: "'%s' should have one space."
+level: error
+nonword: true
+tokens:
+  - '[a-z][.?!] {2,}[A-Z]'
diff --git a/.vale/styles/NVIDIA/Terms.yml b/.vale/styles/NVIDIA/Terms.yml
new file mode 100644
index 0000000000..d83a3cc00f
--- /dev/null
+++ b/.vale/styles/NVIDIA/Terms.yml
@@ -0,0 +1,10 @@
+# House style word choices observed in tech-writer edits.
+extends: substitution
+message: "Use '%s' instead of '%s'."
+level: warning
+ignorecase: true
+action:
+  name: replace
+swap:
+  via: through
+  'just like': like
diff --git a/.vale/styles/NVIDIA/We.yml b/.vale/styles/NVIDIA/We.yml
new file mode 100644
index 0000000000..12b9a06a55
--- /dev/null
+++ b/.vale/styles/NVIDIA/We.yml
@@ -0,0 +1,12 @@
+# Adapted from the MIT-licensed Microsoft style for Vale
+# (https://github.com/errata-ai/Microsoft).
+extends: existence
+message: "Try to avoid using first-person plural like '%s'."
+level: suggestion
+ignorecase: true
+tokens:
+  - we
+  - we'(?:ve|re)
+  - ours?
+  - us
+  - let's
diff --git a/.vale/styles/NVIDIA/Wordiness.yml b/.vale/styles/NVIDIA/Wordiness.yml
new file mode 100644
index 0000000000..3169878d0b
--- /dev/null
+++ b/.vale/styles/NVIDIA/Wordiness.yml
@@ -0,0 +1,128 @@
+# Adapted from the MIT-licensed Microsoft style for Vale
+# (https://github.com/errata-ai/Microsoft).
+extends: substitution
+message: "Consider using '%s' instead of '%s'."
+ignorecase: true
+level: suggestion
+action:
+  name: replace
+swap:
+  "sufficient number(?: of)?": enough
+  (?:extract|take away|eliminate): remove
+  (?:in order to|as a means to): to
+  (?:inform|let me know): tell
+  (?:previous|prior) to: before
+  (?:utilize|make use of): use
+  a (?:large)? majority of: most
+  a (?:large)? number of: many
+  a myriad of: myriad
+  adversely impact: hurt
+  all across: across
+  all of a sudden: suddenly
+  all of these: these
+  all of(?! a sudden| these): all
+  all-time record: record
+  almost all: most
+  almost never: seldom
+  along the lines of: similar to
+  an adequate number of: enough
+  an appreciable number of: many
+  an estimated: about
+  any and all: all
+  are in agreement: agree
+  as a matter of fact: in fact
+  as a means of: to
+  as a result of: because of
+  as of yet: yet
+  as per: per
+  at a later date: later
+  at all times: always
+  at the present time: now
+  at this point in time: at this point
+  based in large part on: based on
+  based on the fact that: because
+  basic necessity: necessity
+  because of the fact that: because
+  came to a realization: realized
+  came to an abrupt end: ended abruptly
+  carry out an evaluation of: evaluate
+  close down: close
+  closed down: closed
+  complete stranger: stranger
+  completely separate: separate
+  concerning the matter of: regarding
+  conduct a review of: review
+  conduct an investigation: investigate
+  conduct experiments: experiment
+  continue on: continue
+  despite the fact that: although
+  disappear from sight: disappear
+  doomed to fail: doomed
+  drag and drop: drag
+  drag-and-drop: drag
+  due to the fact that: because
+  during the period of: during
+  during the time that: while
+  emergency situation: emergency
+  establish connectivity: connect
+  except when: unless
+  excessive number: too many
+  extend an invitation: invite
+  fall down: fall
+  fell down: fell
+  for the duration of: during
+  gather together: gather
+  has the ability to: can
+  has the capacity to: can
+  has the opportunity to: could
+  hold a meeting: meet
+  if this is not the case: if not
+  in a careful manner: carefully
+  in a thoughtful manner: thoughtfully
+  in a timely manner: timely
+  in addition: also
+  in an effort to: to
+  in between: between
+  in lieu of: instead of
+  in many cases: often
+  in most cases: usually
+  in order to: to
+  in some cases: sometimes
+  in spite of the fact that: although
+  in spite of: despite
+  in the (?:very)? near future: soon
+  in the event that: if
+  in the neighborhood of: roughly
+  in the vicinity of: close to
+  it would appear that: apparently
+  lift up: lift
+  made reference to: referred to
+  make reference to: refer to
+  mix together: mix
+  none at all: none
+  not in a position to: unable
+  not possible: impossible
+  of major importance: important
+  perform an assessment of: assess
+  pertaining to: about
+  place an order: order
+  plays a key role in: is essential to
+  present time: now
+  readily apparent: apparent
+  some of the: some
+  span across: span
+  subsequent to: after
+  successfully complete: complete
+  take action: act
+  take into account: consider
+  the question as to whether: whether
+  there is no doubt but that: doubtless
+  this day and age: this age
+  this is a subject that: this subject
+  time (?:frame|period): time
+  under the provisions of: under
+  until such time as: until
+  used for fuel purposes: used for fuel
+  whether or not: whether
+  with regard to: regarding
+  with the exception of: except for
diff --git a/.vale/styles/config/vocabularies/NVIDIA/accept.txt b/.vale/styles/config/vocabularies/NVIDIA/accept.txt
new file mode 100644
index 0000000000..8b7f07af10
--- /dev/null
+++ b/.vale/styles/config/vocabularies/NVIDIA/accept.txt
@@ -0,0 +1,117 @@
+NVIDIA
+PhysicsNeMo
+CUDA
+cuDNN
+NCCL
+PyTorch
+Sphinx
+ONNX
+TensorRT
+Modulus
+GitHub
+Hydra
+Warp
+TensorDict
+DataLoader
+PyG
+Zarr
+MLflow
+HEALPix
+Transolver
+DTensor
+VTKReader
+UNets?
+(?i)timm
+(?i)numpy
+(?i)matplotlib
+[Aa]utograd
+async
+bool
+repr
+(?i)cpus?
+np
+dtype
+classmethod
+namespace
+tensorclass
+(?i)datapipes?
+[Ii]terable
+[Cc]omposab(?:le|ility)
+pipelining
+preload
+backpressure
+[Cc]heckpoint(?:ing|ed)
+performant
+[Pp]ythonic
+APIs
+GPUs
+FNOs
+BCs
+(?i)cae
+(?i)gnns?
+pretrained
+[Ee]lectromagnetics
+chatbot
+[Pp]arallelization
+[Pp]arameterizations?
+[Dd]iscretizations?
+[Tt]okenization
+sharding
+[Ss]ubsampl(?:e|es|ed|ing)
+[Dd]ownsampl(?:e|es|ed|ing)
+[Dd]ownscaling
+[Rr]esampling
+[Uu]psampl(?:e|es|ed|ing)
+[Dd]enois(?:e|er|ers|ed|ing)
+[Pp]reconditioners?
+subclassed
+learnable
+autoregressive
+rollout
+backpropagation
+inpainting
+bitwise
+initializer
+lookups
+deduplicates?
+unreferenced
+guidances
+equivariance
+multilinear
+linearithmic
+centroidal
+[Cc]odimension
+[Ii]nterop
+[Ss]implicial
+simplices
+tetrahedra
+[Ii]sosurfaces?
+[Cc]ircumcent(?:ers|ric)
+Voronoi
+[Mm]esher
+[Rr]emesh(?:ing|ed)?
+[Tt]essellation
+[Vv]oxels?
+[Ww]ireframe
+[Rr]aycast
+colormapp(?:ed|ing)
+wetted
+(?i)bvh
+[Ff]unctionals?
+[Oo]ptim
+[Uu]tils
+Wasserstein
+Zorin
+Desbrun
+Hirani
+Leok
+Marsden
+Ruppert
+Greville
+Xie
+# snake_case identifiers are code, not prose; do not spell-check them
+[A-Za-z]\w*_[\w_]+
+(?:un)?patchif(?:y|ies|ied)
+scheduler's
+Geometric's
+_[\w_]+