Compendium hygiene audit — 2026-05-25

Scanned 867 markdown files under D:/Vault/Compendium (excluding .git/, scripts/, .claude/, node_modules/, Compendium-site/, .obsidian/). Found 11959 wikilink references — 11304 resolve via Obsidian semantics (94.5 percent), 639 dead and 16 ambiguous. Note that Obsidian wikilink resolution is path-flexible: a link like [[Engineering/foo]] resolves correctly even when the file lives at Engineering-and-Robotics/Engineering/foo.md, as long as the suffix is unique. Of the resolving links, 9781 use short-path form (works, but stylistically inconsistent with the full canonical path) and 144 resolve only via slug fallback (path prefix is wrong but slug is unique — these are worth fixing). Frontmatter tag scan extracted 2042 distinct tags across 5060 tag-occurrences, with 25 likely duplicate/variant groups flagged and 1673 tags appearing in exactly one note. Frontmatter sanity: 0 parse failures, 17 notes with no frontmatter at all, 27 missing title:, 17 missing created:, 27 missing tags:.

Helper script: System/scripts/audit-hygiene.py (stdlib only — rerun with python audit-hygiene.py to regenerate).

1. Wikilink audit

• Total wikilinks found: 11959
• Resolve via Obsidian semantics: 11304 (94.5 percent)
  • Exact-path resolves: 1379
  • Short-path resolves (link uses partial path; works in Obsidian): 9781
  • Slug-fallback resolves (path prefix is wrong but slug is unique): 144
• Dead links: 639
• Ambiguous links: 16

Status codes used below:

• ok — exact relative-path match.
• ok-shortpath — link uses a shortened path prefix (e.g. [[Engineering/foo]] instead of [[Engineering-and-Robotics/Engineering/foo]]); Obsidian resolves these fine, but you may want to canonicalise to full paths for portability.
• ok-slugfallback — the path is wrong but the bare slug matches exactly one file; Obsidian will still resolve, but the link is misleading.
• dead — target slug not found anywhere in the Compendium.
• dead-path-ambiguous — exact relative path missing, slug exists in multiple locations.
• ambiguous — bare [[slug]] resolves to more than one file.
• ambiguous-shortpath — short-path link suffix matches multiple files.
• empty — wikilink with no text.

1-pre. Short-path and slug-fallback resolves (informational — not dead)

These links work in Obsidian but use shortened or slug-only paths. Sorted by total per source.

Source	Short-path	Slug-fallback
Engineering-and-Robotics/Engineering/_learn_next.md	379	0
Math-and-Compute/Languages/_compare_test-frameworks.md	357	0
Math-and-Compute/Languages/_compare_async-models.md	300	0
Math-and-Compute/Languages/_learn_next.md	299	1
Math-and-Compute/Languages/_compare_error-handling.md	288	0
Math-and-Compute/Languages/_compare_orm-and-data-access.md	253	0
Math-and-Compute/Math/_learn_next.md	200	0
Math-and-Compute/Compute/_learn_next.md	174	0
Math-and-Compute/Languages/Tier3/_index.md	172	0
Math-and-Compute/Languages/_compare_memory_models.md	164	0
Math-and-Compute/Languages/_compare_metaprogramming.md	148	0
Math-and-Compute/Languages/_compare_concurrency.md	136	0
Society/Finance/_learn_next.md	131	0
Math-and-Compute/Languages/_compare_type_systems.md	130	0
Walkthroughs/design-6dof-cobot-arm.md	123	0
Math-and-Compute/Languages/_compare_build_tools.md	107	0
Walkthroughs/design-autonomous-mobile-robot.md	104	2
Engineering-and-Robotics/Engineering/_index.md	103	0
Math-and-Compute/Languages/_index.md	97	0
Engineering-and-Robotics/Robotics/_index.md	62	0
Engineering-and-Robotics/Engineering/Tier3/_index.md	58	0
Walkthroughs/design-semiconductor-lithography-stepper.md	56	0
Math-and-Compute/Math/_compare_probability-frameworks.md	49	0
Engineering-and-Robotics/Engineering/_compare_materials-selection-criteria.md	47	0
Walkthroughs/design-5axis-cnc-machining-center.md	40	6
Walkthroughs/design-surgical-robot-wrist.md	45	0
Math-and-Compute/Math/_index.md	45	0
Math-and-Compute/Compute/_index.md	43	0
Walkthroughs/design-ev-traction-inverter.md	41	0
Walkthroughs/design-utility-scale-solar-pv-plant.md	41	0
… and 583 more sources

1a. Most-referenced dead targets (aggregate)

These are the targets cited most often that have no file. Often a single never-created note explains many dead links across the vault.

Dead target	References	Likely intent
[[Humanities/Philosophy/_index]]	6	unknown
[[Compendium/_index]]	5	unknown
[[../Math-and-Compute/mathematical-logic-and-foundations]]	5	try singular ../Math-and-Compute/mathematical-logic-and-foundation
[[Humanities/History/_index]]	5	unknown
[[Math/probability-and-statistics]]	5	try singular Math/probability-and-statistic
[[characterization-techniques-deep]]	5	note likely planned but never written
[[EnergyMarkets/electricity-markets-and-grids]]	5	try singular EnergyMarkets/electricity-markets-and-grid
[[EnergyMarkets/ferc-and-grid-policy]]	5	note likely planned but never written
[[Compute/security]]	5	unknown
[[../Society/political-systems-and-governance]]	4	note likely planned but never written
[[../Sciences/biology-fundamentals]]	4	try singular ../Sciences/biology-fundamental
[[Compendium/SocialSciences/Anthropology/_index]]	4	unknown
[[Languages/elm]]	4	unknown
[[MaterialsScience/materials-overview]]	4	note likely planned but never written
[[Engineering/data-center-engineering]]	4	note likely planned but never written
[[Biology/photosynthesis-and-respiration]]	4	note likely planned but never written
[[EnergyMarkets/electricity-markets-grid-economics]]	4	try singular EnergyMarkets/electricity-markets-grid-economic
[[../Tier2/ceramics-and-glasses]]	4	try singular ../Tier2/ceramics-and-glasse
[[Economics/microeconomics]]	4	try singular Economics/microeconomic
[[Economics/macroeconomics]]	4	try singular Economics/macroeconomic
[[Finance/regulation]]	4	unknown
[[Engineering/Tier3/regulatory-bodies]]	4	try singular Engineering/Tier3/regulatory-bodie
[[../_index]]	3	unknown
[[../../System/_index]]	3	unknown
[[Robotics/prosthetics]]	3	try singular Robotics/prosthetic
[[../Math-and-Compute/artificial-intelligence-and-machine-learning]]	3	note likely planned but never written
[[../Sciences/physics-fundamentals]]	3	try singular ../Sciences/physics-fundamental
[[Compendium/SocialSciences/Society/_index]]	3	unknown
[[Math/linear-algebra]]	3	note likely planned but never written
[[Languages/d]]	3	unknown
[[Compute/kernel-methods]]	3	try singular Compute/kernel-method
[[../Tier2/organic-chemistry]]	3	note likely planned but never written
[[../Tier2/analytical-chemistry]]	3	note likely planned but never written
[[../../Engineering/Tier3/materials-properties]]	3	try singular ../../Engineering/Tier3/materials-propertie
[[EnergyMarkets/electricity-markets-and-grid-economics]]	3	try singular EnergyMarkets/electricity-markets-and-grid-economic
[[Compute/datacenter-energy-and-cooling]]	3	note likely planned but never written
[[Compute/ai-hardware-and-accelerators]]	3	try singular Compute/ai-hardware-and-accelerator
[[Economics/macroeconomic-frameworks-and-modeling]]	3	note likely planned but never written
[[Law/securities-and-corporate-law]]	3	note likely planned but never written
[[ClimateScience/climate-policy-mechanisms]]	3	try singular ClimateScience/climate-policy-mechanism
[[Finance/sec-disclosure-regime]]	3	note likely planned but never written
[[Engineering/Tier2/manufacturing-processes]]	3	try singular Engineering/Tier2/manufacturing-processe
[[Robotics/dynamics-newton-euler]]	3	note likely planned but never written
[[Robotics/Tier3/dynamics-identification]]	3	note likely planned but never written
[[Economics/missing-money-and-price-caps]]	2	try singular Economics/missing-money-and-price-cap
[[Economics/scarcity-pricing-theory]]	2	note likely planned but never written
[[Engineering/grid-integration-renewables]]	2	try singular Engineering/grid-integration-renewable
[[derivatives-and-options]]	2	try singular derivatives-and-option
[[climate-physics-and-modeling]]	2	note likely planned but never written
[[Compute/digital-signal-processing-foundations]]	2	try singular Compute/digital-signal-processing-foundation
… and 394 more distinct dead targets

1b. Dead links by source file

Showing the top 30 source files with the most dead links (out of 176 affected files). Per-source list capped at 15 unique dead links each.

Sciences/ClimateScience/ai-and-machine-learning-for-climate.md — 22 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Math/numerical-methods-and-pdes]]	dead	possibly singular form Math/numerical-methods-and-pde — verify
[[EnergyMarkets/electricity-markets-and-grid-economics]]	dead	possibly singular form EnergyMarkets/electricity-markets-and-grid-economic — verify
[[Engineering/mining-and-mineral-processing]]	dead	unknown — note likely never written
[[Engineering/process-engineering-and-control]]	dead	unknown — note likely never written
[[Engineering/agricultural-machinery-and-automation]]	dead	unknown — note likely never written
[[Compute/datacenter-energy-and-cooling]]	dead	unknown — note likely never written
[[Compute/ai-hardware-and-accelerators]]	dead	possibly singular form Compute/ai-hardware-and-accelerator — verify
[[EnergyMarkets/nuclear-power-economics]]	dead	possibly singular form EnergyMarkets/nuclear-power-economic — verify
[[Engineering/nuclear-reactor-engineering]]	dead	unknown — note likely never written
[[Math/optimization-and-control-theory]]	dead	unknown — note likely never written
… 12 more (deduped/truncated; rerun script for full list)

Sciences/Chemistry/physical-chemistry.md — 17 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Engineering/chemical-engineering]]	dead	unknown — note likely never written
[[MaterialsScience/materials-overview]]	dead	unknown — note likely never written
[[Engineering/Tier3/thermodynamics-heat-transfer]]	dead	unknown — note likely never written
[[MaterialsScience/phase-diagrams]]	dead	possibly singular form MaterialsScience/phase-diagram — verify
[[Engineering/Tier3/cryogenics-low-temperature]]	dead	unknown — note likely never written
[[Engineering/Tier3/separations-distillation-extraction]]	dead	unknown — note likely never written
[[Engineering/Tier3/water-treatment]]	dead	unknown — note likely never written
[[Engineering/Tier3/computational-materials-science]]	dead	unknown — note likely never written
[[MaterialsScience/polymers]]	dead	possibly singular form MaterialsScience/polymer — verify
[[Engineering/Tier3/photovoltaic-systems]]	dead	possibly singular form Engineering/Tier3/photovoltaic-system — verify
[[Engineering/Tier3/process-engineering-design]]	dead	unknown — note likely never written
[[Engineering/Tier3/reaction-engineering]]	dead	unknown — note likely never written
[[MaterialsScience/computational-materials]]	dead	possibly singular form MaterialsScience/computational-material — verify
[[Engineering/Tier3/molecular-dynamics]]	dead	possibly singular form Engineering/Tier3/molecular-dynamic — verify
[[Math/calculus-and-analysis]]	dead	possibly singular form Math/calculus-and-analysi — verify
… 2 more (deduped/truncated; rerun script for full list)

Sciences/Chemistry/inorganic-chemistry.md — 13 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Chemistry/relativistic-quantum-chemistry]]	dead	unknown — note likely never written
[[MaterialsScience/ionic-crystals]]	dead	possibly singular form MaterialsScience/ionic-crystal — verify
[[MaterialsScience/zeolites-and-porous-solids]]	dead	possibly singular form MaterialsScience/zeolites-and-porous-solid — verify
[[MaterialsScience/rare-earth-magnets]]	dead	possibly singular form MaterialsScience/rare-earth-magnet — verify
[[Engineering/permanent-magnet-motors]]	dead	possibly singular form Engineering/permanent-magnet-motor — verify
[[MaterialsScience/semiconductor-doping]]	dead	unknown — note likely never written
[[Engineering/nuclear-medicine-instrumentation]]	dead	unknown — note likely never written
[[Chemistry/radiopharmaceuticals]]	dead	possibly singular form Chemistry/radiopharmaceutical — verify
[[Engineering/chemical-process-economics]]	dead	possibly singular form Engineering/chemical-process-economic — verify
[[MaterialsScience/industrial-feedstocks]]	dead	possibly singular form MaterialsScience/industrial-feedstock — verify
[[Math/group-theory-for-chemistry]]	dead	unknown — note likely never written
… 2 more (deduped/truncated; rerun script for full list)

Walkthroughs/design-residential-solar-battery-system.md — 12 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Engineering/electrical-systems]]	dead	possibly singular form Engineering/electrical-system — verify
[[Engineering/Tier3/regulatory-bodies]]	dead	possibly singular form Engineering/Tier3/regulatory-bodie — verify
[[Engineering/Tier3/conductors-cables]]	dead	possibly singular form Engineering/Tier3/conductors-cable — verify
[[Engineering/Tier3/insulators-dielectrics]]	dead	possibly singular form Engineering/Tier3/insulators-dielectric — verify
[[Engineering/Tier3/active-components]]	dead	possibly singular form Engineering/Tier3/active-component — verify
… 7 more (deduped/truncated; rerun script for full list)

Humanities/Philosophy/_index.md — 11 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[../Society/_index|Society]]	dead-path-ambiguous	exists at: Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
[[../Society/political-systems-and-governance]]	dead	unknown — note likely never written
[[../Society/economics-and-finance]]	dead	unknown — note likely never written
[[../Society/law-and-legal-systems]]	dead	possibly singular form ../Society/law-and-legal-system — verify
[[../Math-and-Compute/_index|Math and Compute]]	dead-path-ambiguous	exists at: Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
[[../Math-and-Compute/mathematical-logic-and-foundations]]	dead	possibly singular form ../Math-and-Compute/mathematical-logic-and-foundation — verify
[[../Math-and-Compute/artificial-intelligence-and-machine-learning]]	dead	unknown — note likely never written
[[../Sciences/_index|Sciences]]	dead-path-ambiguous	exists at: Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
[[../Sciences/biology-fundamentals]]	dead	possibly singular form ../Sciences/biology-fundamental — verify
[[../Sciences/physics-fundamentals]]	dead	possibly singular form ../Sciences/physics-fundamental — verify
[[../Arts-and-Energy/_index|Arts and Energy]]	dead-path-ambiguous	exists at: Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index

Sciences/Chemistry/electrochemistry.md — 10 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Engineering/Tier3/grid-modernization]]	dead	unknown — note likely never written
[[MaterialsScience/materials-overview]]	dead	unknown — note likely never written
[[MaterialsScience/ceramics]]	dead	possibly singular form MaterialsScience/ceramic — verify
[[MaterialsScience/polymers]]	dead	possibly singular form MaterialsScience/polymer — verify
[[Math/calculus-and-analysis]]	dead	possibly singular form Math/calculus-and-analysi — verify
[[Math/linear-algebra]]	dead	unknown — note likely never written
[[Engineering/Tier3/process-engineering-design]]	dead	unknown — note likely never written
[[Engineering/Tier3/reaction-engineering]]	dead	unknown — note likely never written
[[Engineering/Tier3/water-treatment]]	dead	unknown — note likely never written
… 1 more (deduped/truncated; rerun script for full list)

Sciences/ClimateScience/carbon-cycle-and-greenhouse-gases.md — 9 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Engineering/data-center-engineering]]	dead	unknown — note likely never written
[[Chemistry/electrochemistry-and-thermodynamics]]	dead	possibly singular form Chemistry/electrochemistry-and-thermodynamic — verify
[[Biology/photosynthesis-and-respiration]]	dead	unknown — note likely never written
[[Economics/macroeconomic-frameworks-and-modeling]]	dead	unknown — note likely never written
[[EnergyMarkets/electricity-markets-grid-economics]]	dead	possibly singular form EnergyMarkets/electricity-markets-grid-economic — verify
… 4 more (deduped/truncated; rerun script for full list)

Math-and-Compute/Math/Tier3/convolutional-kernel-zoo.md — 8 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[fourier-analysis-foundations]]	dead	possibly singular form fourier-analysis-foundation — verify
[[wavelet-analysis]]	dead	possibly singular form wavelet-analysi — verify
[[deep-learning-architectures]]	dead	possibly singular form deep-learning-architecture — verify
[[computer-vision-tasks]]	dead	possibly singular form computer-vision-task — verify
[[image-compression]]	dead	unknown — note likely never written
[[signal-processing-foundations]]	dead	possibly singular form signal-processing-foundation — verify
[[linear-algebra-foundations]]	dead	possibly singular form linear-algebra-foundation — verify
[[numerical-analysis-foundations]]	dead	possibly singular form numerical-analysis-foundation — verify

Math-and-Compute/Math/Tier3/optimization-algorithm-taxonomy.md — 8 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[linear-algebra-foundations]]	dead	possibly singular form linear-algebra-foundation — verify
[[numerical-analysis-foundations]]	dead	possibly singular form numerical-analysis-foundation — verify
[[machine-learning-loss-functions]]	dead	possibly singular form machine-learning-loss-function — verify
[[convex-analysis]]	dead	possibly singular form convex-analysi — verify
[[graph-algorithms]]	dead	possibly singular form graph-algorithm — verify
[[control-theory-LMIs]]	dead	possibly singular form control-theory-LMI — verify
[[reinforcement-learning]]	dead	unknown — note likely never written
[[deep-learning-architectures]]	dead	possibly singular form deep-learning-architecture — verify

Sciences/ClimateScience/climate-impacts-and-adaptation.md — 8 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Biology/photosynthesis-and-respiration]]	dead	unknown — note likely never written
[[Engineering/data-center-engineering]]	dead	unknown — note likely never written
[[EnergyMarkets/electricity-markets-grid-economics]]	dead	possibly singular form EnergyMarkets/electricity-markets-grid-economic — verify
[[Economics/macroeconomic-frameworks-and-modeling]]	dead	unknown — note likely never written
… 4 more (deduped/truncated; rerun script for full list)

Society/Finance/investments-and-portfolio-management.md — 8 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Math/probability-and-statistics]]	dead	possibly singular form Math/probability-and-statistic — verify
[[Economics/macroeconomics]]	dead	possibly singular form Economics/macroeconomic — verify
[[Compute/cryptography]]	dead	unknown — note likely never written
[[Math/optimization-and-numerical-methods]]	dead	possibly singular form Math/optimization-and-numerical-method — verify
[[Law/securities-and-corporate-law]]	dead	unknown — note likely never written
… 3 more (deduped/truncated; rerun script for full list)

Society/Law/employment-and-environmental-law.md — 8 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[EnergyMarkets/ferc-and-grid-policy]]	dead	unknown — note likely never written
[[Economics/climate-policy-economics]]	dead	possibly singular form Economics/climate-policy-economic — verify
[[ClimateScience/climate-policy-mechanisms]]	dead	possibly singular form ClimateScience/climate-policy-mechanism — verify
[[Finance/sec-disclosure-regime]]	dead	unknown — note likely never written
… 4 more (deduped/truncated; rerun script for full list)

Walkthroughs/design-ev-traction-inverter.md — 8 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Robotics/motion-control]]	dead	unknown — note likely never written
[[Engineering/Tier3/power-conversion-topologies]]	dead	possibly singular form Engineering/Tier3/power-conversion-topologie — verify
[[Engineering/Tier3/power-electronics-loss-analysis]]	dead	possibly singular form Engineering/Tier3/power-electronics-loss-analysi — verify
[[Engineering/Tier3/emc-emi-design]]	dead	unknown — note likely never written
… 4 more (deduped/truncated; rerun script for full list)

Arts-and-Energy/Music/Tier3/daw-and-plugin-catalog.md — 7 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Music/Tier2/audio-production]]	dead	unknown — note likely never written
[[Music/Tier2/mixing-and-mastering]]	dead	unknown — note likely never written
[[Music/Tier3/audio-formats-and-codecs]]	dead	possibly singular form Music/Tier3/audio-formats-and-codec — verify
[[Music/Tier3/recording-techniques]]	dead	possibly singular form Music/Tier3/recording-technique — verify
[[Engineering/Tier3/audio-dsp]]	dead	unknown — note likely never written
[[Compute/Tier3/audio-ml-models]]	dead	possibly singular form Compute/Tier3/audio-ml-model — verify
[[Music/Tier3/music-licensing-and-rights]]	dead	possibly singular form Music/Tier3/music-licensing-and-right — verify

Arts-and-Energy/Music/Tier3/microphone-and-synthesizer-catalog.md — 7 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Music/Tier2/recording-engineering]]	dead	unknown — note likely never written
[[Music/Tier2/synthesis-fundamentals]]	dead	possibly singular form Music/Tier2/synthesis-fundamental — verify
[[Music/Tier3/electronic-music-history]]	dead	unknown — note likely never written
[[Music/Tier3/midi-and-mpe]]	dead	unknown — note likely never written
[[Engineering/Tier3/dsp-fundamentals]]	dead	possibly singular form Engineering/Tier3/dsp-fundamental — verify
[[Engineering/Tier3/acoustics-and-transducers]]	dead	possibly singular form Engineering/Tier3/acoustics-and-transducer — verify
[[Music/Tier3/live-sound-and-touring]]	dead	unknown — note likely never written

Society/Economics/environmental-and-resource-economics.md — 7 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[ClimateScience/climate-tipping-points-and-feedbacks]]	dead	possibly singular form ClimateScience/climate-tipping-points-and-feedback — verify
[[ClimateScience/regional-climate-and-extremes]]	dead	possibly singular form ClimateScience/regional-climate-and-extreme — verify
[[EnergyMarkets/renewable-energy-and-storage]]	dead	unknown — note likely never written
[[EnergyMarkets/electricity-markets-and-grids]]	dead	possibly singular form EnergyMarkets/electricity-markets-and-grid — verify
[[Law/environmental-law]]	dead	unknown — note likely never written
… 2 more (deduped/truncated; rerun script for full list)

Society/Finance/Tier3/accounting-frameworks-and-payment-networks.md — 7 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Finance/Tier3/regulators-and-rulemaking]]	dead	unknown — note likely never written
[[Finance/Tier2/banking-systems]]	dead	possibly singular form Finance/Tier2/banking-system — verify
[[Finance/Tier2/payments]]	dead	possibly singular form Finance/Tier2/payment — verify
[[Finance/Tier2/fintech]]	dead	unknown — note likely never written
[[Engineering/Tier3/cryptography-protocols]]	dead	possibly singular form Engineering/Tier3/cryptography-protocol — verify
[[Engineering/Tier3/distributed-systems]]	dead	possibly singular form Engineering/Tier3/distributed-system — verify
[[Compute/Tier3/blockchain-infrastructure]]	dead	unknown — note likely never written

Society/Law/administrative-law.md — 7 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Economics/cost-benefit-analysis]]	dead	possibly singular form Economics/cost-benefit-analysi — verify
[[ClimateScience/climate-policy-mechanisms]]	dead	possibly singular form ClimateScience/climate-policy-mechanism — verify
[[EnergyMarkets/ferc-and-grid-policy]]	dead	unknown — note likely never written
[[Finance/sec-disclosure-regime]]	dead	unknown — note likely never written
… 3 more (deduped/truncated; rerun script for full list)

Walkthroughs/design-5axis-cnc-machining-center.md — 7 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Engineering/Tier2/manufacturing-processes]]	dead	possibly singular form Engineering/Tier2/manufacturing-processe — verify
[[Robotics/Tier2/manipulator-platforms]]	dead	possibly singular form Robotics/Tier2/manipulator-platform — verify
[[Engineering/Tier3/lubrication]]	dead	unknown — note likely never written
[[Engineering/Tier3/power-electronics-and-grid-interface]]	dead	unknown — note likely never written
… 3 more (deduped/truncated; rerun script for full list)

Walkthroughs/design-6dof-cobot-arm.md — 7 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Robotics/dynamics-newton-euler]]	dead	unknown — note likely never written
[[Robotics/calibration-extrinsics]]	dead	possibly singular form Robotics/calibration-extrinsic — verify
[[Robotics/Tier3/dynamics-identification]]	dead	unknown — note likely never written
… 4 more (deduped/truncated; rerun script for full list)

Arts-and-Energy/EnergyMarkets/capacity-and-ancillary-services-markets.md — 6 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Economics/missing-money-and-price-caps]]	dead	possibly singular form Economics/missing-money-and-price-cap — verify
[[Economics/scarcity-pricing-theory]]	dead	unknown — note likely never written
[[Finance/electricity-futures-and-derivatives]]	dead	possibly singular form Finance/electricity-futures-and-derivative — verify
[[Law/FERC-order-755-841-2222]]	dead	unknown — note likely never written
… 2 more (deduped/truncated; rerun script for full list)

Engineering-and-Robotics/Engineering/mems-and-nems.md — 6 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Electronics/Tier3/sensor-architectures-and-readout]]	dead	unknown — note likely never written
[[Engineering/Tier3/sensor-conditioning-and-calibration]]	dead	unknown — note likely never written
[[MaterialsScience/piezoelectrics-and-ferroelectrics]]	dead	possibly singular form MaterialsScience/piezoelectrics-and-ferroelectric — verify
[[Engineering/Tier3/silicon-process-technologies]]	dead	possibly singular form Engineering/Tier3/silicon-process-technologie — verify
[[Engineering/automotive-electronics]]	dead	possibly singular form Engineering/automotive-electronic — verify
[[Robotics/inertial-navigation-systems]]	dead	possibly singular form Robotics/inertial-navigation-system — verify

Math-and-Compute/Compute/crdts-and-distributed-data-types.md — 6 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Compute/eventual-consistency-and-replication]]	dead	unknown — note likely never written
[[Compute/consensus-protocols-paxos-raft]]	dead	unknown — note likely never written
[[Compute/distributed-databases-spanner-cockroach]]	dead	unknown — note likely never written
[[Compute/collaborative-editing-systems]]	dead	possibly singular form Compute/collaborative-editing-system — verify
[[Engineering/Software/realtime-sync-architectures]]	dead	possibly singular form Engineering/Software/realtime-sync-architecture — verify
[[Math/lattice-theory-and-semilattices]]	dead	possibly singular form Math/lattice-theory-and-semilattice — verify

Math-and-Compute/Compute/ebpf-and-kernel-observability.md — 6 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Compute/linux-kernel-architecture]]	dead	unknown — note likely never written
[[Compute/networking-stack-tcp-quic]]	dead	unknown — note likely never written
[[Compute/container-runtimes-kubernetes]]	dead	possibly singular form Compute/container-runtimes-kubernete — verify
[[Compute/observability-and-tracing]]	dead	unknown — note likely never written
[[Engineering/Software/sre-and-production-engineering]]	dead	unknown — note likely never written
[[Engineering/Network/smartnics-and-dpus]]	dead	possibly singular form Engineering/Network/smartnics-and-dpu — verify

Math-and-Compute/Compute/fpga-and-hardware-acceleration.md — 6 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Compute/gpus-and-parallel-architectures]]	dead	possibly singular form Compute/gpus-and-parallel-architecture — verify
[[Compute/asics-and-custom-silicon]]	dead	unknown — note likely never written
[[Compute/dpus-and-smartnics]]	dead	possibly singular form Compute/dpus-and-smartnic — verify
[[Engineering/Hardware/digital-design-and-rtl]]	dead	unknown — note likely never written
[[Engineering/Hardware/high-frequency-trading-systems]]	dead	possibly singular form Engineering/Hardware/high-frequency-trading-system — verify
[[Math/digital-signal-processing]]	dead	unknown — note likely never written

Math-and-Compute/Languages/_learn_next.md — 6 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Languages/elm|Elm]]	dead	unknown — note likely never written
[[Languages/d|D]]	dead	unknown — note likely never written
[[Languages/raku|Raku]]	dead	unknown — note likely never written
[[Languages/spark|SPARK]]	dead	unknown — note likely never written
[[Languages/datalog|Datalog]]	dead	unknown — note likely never written
… 1 more (deduped/truncated; rerun script for full list)

Math-and-Compute/Math/Tier3/statistical-distributions-catalog-extended.md — 6 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Math-and-Compute/Math/Tier3/prob-distribution-zoo]]	dead	unknown — note likely never written
[[Math-and-Compute/Math/Tier3/bayesian-inference-and-priors]]	dead	possibly singular form Math-and-Compute/Math/Tier3/bayesian-inference-and-prior — verify
[[Math-and-Compute/Math/Tier3/extreme-value-theory]]	dead	unknown — note likely never written
[[Math-and-Compute/Math/Tier3/survival-analysis-catalog]]	dead	unknown — note likely never written
[[Math-and-Compute/Math/Tier3/optimal-transport-and-wasserstein]]	dead	unknown — note likely never written
… 1 more (deduped/truncated; rerun script for full list)

Math-and-Compute/Math/copulas-and-dependence.md — 6 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[Finance/structured-credit]]	dead	unknown — note likely never written
[[Finance/value-at-risk]]	dead	unknown — note likely never written
[[Finance/cdo-and-structured-credit]]	dead	unknown — note likely never written
[[Engineering/reliability-statistics]]	dead	possibly singular form Engineering/reliability-statistic — verify
… 2 more (deduped/truncated; rerun script for full list)

Sciences/Biology/Tier3/model-organisms-and-sequencing-tech.md — 6 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[protein-families-catalog]]	dead	unknown — note likely never written
[[cell-line-catalog]]	dead	unknown — note likely never written
[[drug-target-families-catalog]]	dead	unknown — note likely never written
[[antibody-catalog]]	dead	unknown — note likely never written
[[pathway-database-mapping]]	dead	unknown — note likely never written
[[Computer-Science/Tier3/_index]]	dead-path-ambiguous	exists at: Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index

Sciences/MaterialsScience/soft-matter-and-self-assembly.md — 6 dead

Wikilink (verbatim)	Status	Best guess / candidates
[[MaterialsScience/Tier3/perovskite-and-quantum-dots]]	dead	possibly singular form MaterialsScience/Tier3/perovskite-and-quantum-dot — verify
[[MaterialsScience/Tier3/oled-displays]]	dead	possibly singular form MaterialsScience/Tier3/oled-display — verify
[[Engineering/Tier3/microfluidics-and-lab-on-chip]]	dead	unknown — note likely never written
[[Robotics/Tier3/soft-robotics-and-bio-inspired]]	dead	unknown — note likely never written
… 2 more (deduped/truncated; rerun script for full list)

Remaining 146 source files (summary)

Source	Dead links
Society/Economics/monetary-economics-and-banking.md	6
Society/Finance/Tier3/fund-types-and-index-methodology.md	6
Society/Finance/accounting-foundations.md	6
Society/Law/constitutional-law.md	6
Arts-and-Energy/EnergyMarkets/carbon-markets-and-compliance.md	5
Arts-and-Energy/Music/orchestration-and-audio-engineering.md	5
Engineering-and-Robotics/Engineering/Tier3/bearings-catalog-deep.md	5
Engineering-and-Robotics/Engineering/Tier3/sensors-catalog.md	5
Engineering-and-Robotics/Engineering/cybersecurity-engineering.md	5
Humanities/History/_index.md	5
Math-and-Compute/Math/Tier3/ode-pde-solver-catalog.md	5
Sciences/Biology/Tier3/protein-families-and-drug-targets.md	5
Sciences/MaterialsScience/Tier3/mof-cof-perovskite-catalog.md	5
Society/Economics/industrial-organization.md	5
Society/Law/Tier3/scotus-justices-and-circuit-splits.md	5
Society/Law/Tier3/treaties-and-regulatory-agencies.md	5
Society/Law/torts.md	5
Walkthroughs/design-oil-refinery-process-unit.md	5
Arts-and-Energy/EnergyMarkets/lng-trading-and-weather-derivatives.md	4
Arts-and-Energy/Music/Tier3/_index.md	4
Engineering-and-Robotics/Robotics/prosthetics-rehabilitation.md	4
Humanities/ReligiousStudies/_index.md	4
Humanities/ReligiousStudies/indigenous-and-new-religious-movements.md	4
Math-and-Compute/Compute/Tier3/container-orchestrator-and-build-tool-catalog.md	4
Math-and-Compute/Languages/_compare_metaprogramming.md	4
Sciences/Biology/Tier3/cell-lines-and-antibody-catalog.md	4
Sciences/Chemistry/Tier3/catalyst-instrumentation-and-monomers.md	4
Sciences/Chemistry/Tier3/functional-groups-and-solvents.md	4
Sciences/Chemistry/Tier3/spectroscopy-reference-tables.md	4
Sciences/MaterialsScience/Tier3/high-entropy-alloys-and-nanomaterials.md	4
Society/Economics/game-theory.md	4
Society/Finance/Tier3/_index.md	4
Society/Finance/structured-products-and-distressed-debt.md	4
Society/Law/Tier3/_index.md	4
Society/Law/criminal-law-and-procedure.md	4
Society/Law/securities-regulation-and-ma-practice.md	4
Walkthroughs/design-autonomous-mobile-robot.md	4
Walkthroughs/design-data-center-cooling-system.md	4
Walkthroughs/design-hospital-mri-installation.md	4
Walkthroughs/design-modular-hospital-emergency-deployment.md	4
Walkthroughs/design-modular-nuclear-reactor.md	4
Walkthroughs/design-offshore-wind-farm.md	4
Walkthroughs/design-pharma-fill-finish-line.md	4
Walkthroughs/design-vertical-farm.md	4
Humanities/Philosophy/epistemology.md	3
Humanities/Philosophy/ethics-and-moral-philosophy.md	3
Humanities/Philosophy/metaphysics-and-ontology.md	3
Humanities/Philosophy/philosophy-of-mind-and-language.md	3
Humanities/Philosophy/philosophy-of-science.md	3
Humanities/ReligiousStudies/abrahamic-traditions.md	3
Humanities/ReligiousStudies/dharmic-traditions.md	3
Math-and-Compute/Compute/Tier3/database-engine-taxonomy.md	3
Math-and-Compute/Compute/Tier3/observability-tools-catalog.md	3
Math-and-Compute/Compute/differential-privacy-and-privacy-tech.md	3
Math-and-Compute/Languages/_compare_concurrency.md	3
Math-and-Compute/Math/functional-analysis.md	3
Sciences/Biology/Tier3/_index.md	3
Sciences/Biology/Tier3/pathway-database-and-bioinformatics-resources.md	3
Sciences/Biology/marine-biology.md	3
Sciences/Biology/plant-biology.md	3
Sciences/Biology/proteomics-metabolomics-and-computational-neuroscience.md	3
Sciences/Chemistry/materials-chemistry.md	3
Sciences/ClimateScience/glaciology-and-cryosphere.md	3
Sciences/MaterialsScience/Tier3/magnetic-and-optical-materials.md	3
Sciences/MaterialsScience/Tier3/refractory-and-thin-film-deposition.md	3
Society/Economics/behavioral-economics.md	3
Society/Finance/esg-investing-and-impact.md	3
Society/Law/civil-procedure-and-evidence.md	3
Walkthroughs/design-battery-gigafactory.md	3
Walkthroughs/design-fast-charge-ev-station.md	3
Walkthroughs/design-green-ammonia-plant.md	3
Walkthroughs/design-iter-class-fusion-tokamak.md	3
Walkthroughs/design-modular-housing-factory.md	3
Arts-and-Energy/EnergyMarkets/biofuels-and-renewable-fuels.md	2
Arts-and-Energy/EnergyMarkets/demand-response-and-flexibility.md	2
Arts-and-Energy/EnergyMarkets/renewable-energy-certificates.md	2
Arts-and-Energy/Music/live-sound-and-acoustics.md	2
Engineering-and-Robotics/Engineering/additive-manufacturing-advanced.md	2
Engineering-and-Robotics/Engineering/nuclear-engineering.md	2
Humanities/Anthropology/archaeology-foundations.md	2
Humanities/Philosophy/ai-ethics-and-alignment.md	2
Humanities/ReligiousStudies/comparative-religion.md	2
Humanities/ReligiousStudies/east-asian-traditions.md	2
Math-and-Compute/Compute/_index.md	2
Math-and-Compute/Compute/transformer-architecture.md	2
Math-and-Compute/Languages/Tier3/config-and-dsl.md	2
Math-and-Compute/Languages/Tier3/esoteric.md	2
Math-and-Compute/Languages/Tier3/genai-llm-runtime.md	2
Math-and-Compute/Languages/Tier3/hdl.md	2
Math-and-Compute/Languages/_compare_build_tools.md	2
Math-and-Compute/Math/Tier3/special-functions-catalog.md	2
Math-and-Compute/Math/fft-spectral.md	2
Sciences/Biology/developmental-biology.md	2
Sciences/Biology/virology-and-vaccine-platforms.md	2
Sciences/Chemistry/Tier3/reagent-and-reaction-catalog.md	2
Sciences/Chemistry/medicinal-and-photo-chemistry.md	2
Sciences/Chemistry/polymer-chemistry.md	2
Sciences/ClimateScience/atmospheric-chemistry-and-radiative-transfer.md	2
Sciences/MaterialsScience/biomaterials.md	2
Sciences/MaterialsScience/mechanical-behavior-of-materials.md	2
Society/Economics/development-economics.md	2
Walkthroughs/design-claude-coding-agent-from-compendium.md	2
Walkthroughs/design-semiconductor-lithography-stepper.md	2
Arts-and-Energy/Music/sound-design-for-film-games.md	1
Engineering-and-Robotics/Engineering/Tier3/mechatronics-integration.md	1
Engineering-and-Robotics/Engineering/sustainable-engineering-and-circular-economy.md	1
Engineering-and-Robotics/Robotics/teleoperation-haptics.md	1
Humanities/Anthropology/Tier3/_index.md	1
Humanities/Anthropology/_index.md	1
Humanities/Anthropology/paleoanthropology-and-ancient-dna.md	1
Humanities/History/Tier3/_index.md	1
Humanities/History/historiography-and-methods.md	1
Humanities/History/modern-history.md	1
Humanities/History/world-war-ii-deep.md	1
Humanities/Linguistics/Tier3/_index.md	1
Humanities/Linguistics/_index.md	1
Humanities/Linguistics/semantics-and-pragmatics.md	1
Humanities/Philosophy/Tier3/_index.md	1
Humanities/ReligiousStudies/Tier3/_index.md	1
Math-and-Compute/Compute/OpenAI/_index.md	1
Math-and-Compute/Compute/formal-verification-and-fuzzing.md	1
Math-and-Compute/Compute/inference-optimization.md	1
Math-and-Compute/Compute/kubernetes-deep.md	1
Math-and-Compute/Languages/Tier3/chatbot-intent-dsls.md	1
Math-and-Compute/Languages/Tier3/dwarf-expressions.md	1
Math-and-Compute/Languages/Tier3/forth-and-concatenative.md	1
Math-and-Compute/Languages/Tier3/logic-and-constraint.md	1
Math-and-Compute/Languages/Tier3/music-notation.md	1
Math-and-Compute/Languages/Tier3/spreadsheet.md	1
Math-and-Compute/Languages/_compare_error-handling.md	1
Math-and-Compute/Languages/_compare_type_systems.md	1
Math-and-Compute/Math/Tier3/lie-group-catalog.md	1
Math-and-Compute/Math/Tier3/named-inequalities-catalog.md	1
Math-and-Compute/Math/Tier3/numerical-methods-reference.md	1
Math-and-Compute/Math/Tier3/sampling-algorithms-catalog.md	1
Math-and-Compute/Math/probability-fundamentals.md	1
Sciences/Biology/structural-biology.md	1
Sciences/Chemistry/Tier3/_index.md	1
Sciences/Chemistry/computational-chemistry-deep.md	1
Sciences/MaterialsScience/_compare_processing-routes.md	1
Sciences/MaterialsScience/biomaterials-advanced.md	1
Society/Economics/econometrics-foundations.md	1
Society/Economics/labor-economics.md	1
Society/Economics/public-and-health-economics.md	1
Society/Finance/Tier3/derivatives-and-instruments-catalog.md	1
Society/Law/intellectual-property-deep.md	1

1c. Ambiguous bare-slug links

Source	Wikilink	Candidates
Arts-and-Energy/Music/Tier3/genre-tree-and-instrument-catalog.md	[[_index|Music T3 index]]	Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
Humanities/Anthropology/_index.md	[[Tier3/_index|Tier 3 index]]	Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/Tier3/_index; Sciences/MaterialsScience/Tier3/_index; Society/Finance/Tier3/_index; Society/Law/Tier3/_index
Humanities/History/_index.md	[[Tier3/_index|Tier 3 index]]	Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/Tier3/_index; Sciences/MaterialsScience/Tier3/_index; Society/Finance/Tier3/_index; Society/Law/Tier3/_index
Humanities/Linguistics/_index.md	[[Tier3/_index|Tier 3 index]]	Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/Tier3/_index; Sciences/MaterialsScience/Tier3/_index; Society/Finance/Tier3/_index; Society/Law/Tier3/_index
Humanities/Philosophy/_index.md	[[Tier3/_index|Tier 3 index]]	Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/Tier3/_index; Sciences/MaterialsScience/Tier3/_index; Society/Finance/Tier3/_index; Society/Law/Tier3/_index
Humanities/ReligiousStudies/_index.md	[[Tier3/_index|Tier 3 index]]	Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/Tier3/_index; Sciences/MaterialsScience/Tier3/_index; Society/Finance/Tier3/_index; Society/Law/Tier3/_index
Sciences/Biology/Tier3/model-organisms-and-sequencing-tech.md	[[_index]]	Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
Sciences/Chemistry/Tier3/reagent-and-reaction-catalog.md	[[_index]]	Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
Sciences/ClimateScience/ocean-biogeochemistry.md	[[_index]]	Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
Sciences/ClimateScience/paleoclimate.md	[[_index]]	Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
Society/Economics/microeconomics-foundations.md	[[_index]]	Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
Society/Finance/Tier3/derivatives-and-instruments-catalog.md	[[_index|Finance T3 index]]	Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
Society/Law/contracts-and-ip.md	[[_index]]	Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
Society/Law/immigration-and-international-law.md	[[_index]]	Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
Society/Law/Tier3/federal-statutes-and-court-system.md	[[_index|Law T3 index]]	Arts-and-Energy/EnergyMarkets/_index; Arts-and-Energy/Music/_index; Arts-and-Energy/Music/Tier3/_index; Engineering-and-Robotics/Engineering/_index; Engineering-and-Robotics/Engineering/Tier3/_index; Engineering-and-Robotics/Robotics/_index; Engineering-and-Robotics/Robotics/Tier3/_index; Humanities/Anthropology/_index; Humanities/Anthropology/Tier3/_index; Humanities/History/_index; Humanities/History/Tier3/_index; Humanities/Linguistics/_index; Humanities/Linguistics/Tier3/_index; Humanities/Philosophy/_index; Humanities/Philosophy/Tier3/_index; Humanities/ReligiousStudies/_index; Humanities/ReligiousStudies/Tier3/_index; Math-and-Compute/Compute/_index; Math-and-Compute/Compute/AWSBedrock/_index; Math-and-Compute/Compute/Claude/_index; Math-and-Compute/Compute/CloudflareWorkers/_index; Math-and-Compute/Compute/GoogleGemini/_index; Math-and-Compute/Compute/OpenAI/_index; Math-and-Compute/Compute/Tier3/_index; Math-and-Compute/Compute/Vercel/_index; Math-and-Compute/Languages/_index; Math-and-Compute/Languages/Tier3/_index; Math-and-Compute/Math/_index; Math-and-Compute/Math/Tier3/_index; Sciences/Biology/_index; Sciences/Biology/Tier3/_index; Sciences/Chemistry/_index; Sciences/Chemistry/Tier3/_index; Sciences/ClimateScience/_index; Sciences/MaterialsScience/_index; Sciences/MaterialsScience/Tier3/_index; Society/Economics/_index; Society/Finance/_index; Society/Finance/Tier3/_index; Society/Law/_index; Society/Law/Tier3/_index; Walkthroughs/_index
System/agent-quickstart.md	[[README]]	README; Arts-and-Energy/README; Engineering-and-Robotics/README; hooks/README; Humanities/README; Math-and-Compute/README; Sciences/README; Society/README; System/claude-config/README

2. Tag normalization audit

Distinct tags: 2042. Total tag-occurrences: 5060.

2a. Top 100 tags by frequency

Tag	Notes
research	411
family-index	222
engineering-reference	162
language-reference	152
tier3	128
tier1	124
compute-reference	113
tier2	95
robotics-reference	71
compute	68
t2	68
ml-ai	52
math-reference	49
moc	31
mechanical	26
synthesis	26
biology-reference	25
chemistry-reference	25
walkthrough	25
integration	24
finance-reference	23
robotics	23
walkthroughs	23
t3	22
control	21
materials	21
climate-reference	20
electronics	20
law-reference	20
engineering	19
claude	18
comparison	18
functional	18
materials-science-reference	18
manufacturing	17
music-reference	16
cloud-native	15
electrical	15
system	14
economics-reference	13
energy	13
llm	13
aerospace	12
energy-markets-reference	12
optimization	12
probability	12
structural	12
concept	11
google-gemini	11
openai	11
systems	11
thermal	11
cross-cutting	10
finance	10
fluid	10
philosophy-reference	10
history-reference	9
linguistics-reference	9
perception	9
religious-studies-reference	9
statistics	9
agents	8
aws-bedrock	8
cloudflare-workers	8
foundational	8
manipulation	8
materials-science	8
planning	8
anthropology-reference	7
industrial	7
observability	7
vercel	7
biomedical	6
civil	6
embedded	6
gotchas	6
index	6
learning-path	6
mobility	6
music	6
numerical	6
scripting	6
security	6
tricks	6
undocumented	6
actuators	5
ai-ml	5
api	5
automation	5
climate	5
compiled	5
databases	5
gc	5
jit	5
jvm	5
law	5
linear-algebra	5
material	5
math	5
mobile	5

Long tail: 1867 tags appearing in 2 or fewer notes each.

2b. Likely duplicate / variant groups

Each row groups tags that normalize to the same form. The suggested canonical is the most-used variant in the group, in kebab-case singular.

Group key	Variants (count)	Suggested canonical
walkthrough	walkthrough (25), walkthroughs (23)	walkthrough
material	materials (21), material (5)	materials
system	system (14), systems (11)	system
security	security (6), securities (1)	security
database	databases (5), database (2)	databases
dynamic	dynamic (4), dynamics (3)	dynamic
lisp	lisp (4), lisps (1)	lisp
semiconductor	semiconductors (3), semiconductor (2)	semiconductors
battery	batteries (2), battery (1)	batteries
kinematic	kinematics (2), kinematic (1)	kinematics
protocol	protocol (2), protocols (1)	protocol
workflow	workflow (2), workflows (1)	workflow
gmp	GMP (1), gmp (1)	gmp
deployment	deployment (1), deployments (1)	deployments
fit	fit (1), fits (1)	fits
foundation	foundation (1), foundations (1)	foundations
gripper	gripper (1), grippers (1)	grippers
investment	investment (1), investments (1)	investments
jet	jet (1), jets (1)	jets
microcontroller	microcontroller (1), microcontrollers (1)	microcontrollers
mobile-base	mobile-base (1), mobile-bases (1)	mobile-bases
pneumatic	pneumatic (1), pneumatics (1)	pneumatics
power-system	power-system (1), power-systems (1)	power-systems
refrigerant	refrigerant (1), refrigerants (1)	refrigerants
websocket	websocket (1), websockets (1)	websockets

Abbreviation vs full-form collisions

Abbreviation (count)	Full form (count)	Suggested canonical
ml (4)	machine-learning (3)	ml
rl (2)	reinforcement-learning (2)	reinforcement-learning

2c. Tags appearing in exactly one note

1673 tags. Many are likely typos or one-off thoughts; consider dropping or merging.

3d-scene  5axis-cnc-machining-center  6dof-arm  6dof-pose  ACI318  AISC360
CFRP  GMP  ITS  LRFD  PPAs  RECs
SMR  VPP  a-star  abagliati  abaqus  abc-notation
ablation  abrahamic-traditions  abrupt-events  absorption  ac-analysis  acceleration
accelerator-magnets  accelerometer  accessibility-aria  accord-project  accounting  accounting-payments
ackermann  acord  acoustics  acoustics-noise-control  actions  actuarial
ada  adapt  adaptive-control  adcs  additive  additive-manufacturing-taxonomy
adhesives  adjacent-repos  admittance-control  adql  aerial  aerodynamics
aerosols  aerospace-defence  afp  agda  agent-building  agent-quickstart
agent-sdk  agentic  agentic-coding  agents-sdk  aggateway  agile
agri-bot  agricultural-machinery  agriculture-farming  ai  ai-compute  ai-ethics
ai-for-good  ai-gateway  ai-sdk  air-defense  ais  akoma-ntoso
alexa  algebraic-geometry  algorithms  alignment  alloys  alpha
aluminum-alloys  am  ammonia  amplifier  amr  amr-warehouse-robot-design
analytical-chemistry-methods  ancient  ancient-dna  ancillary-services  android  ansible
ansys  antagonistic  antenna  anthropometry  anti-windup  antibodies
antipodal  antitrust  apple  applied  applied-ethics  arc
archimate  ardupilot  arguments  arinc  armax  arpabet
arx  as9100  asciimath  ashby  asme  asp
assembly  astrodynamics  astronomy-space  atmos-chem  atmosphere  atmospheric-chemistry
atmospheric-dynamics  attitude  attribution  audio-engineering  audio-production  audio-production-mixing-mastering
auth-authz  automotive-onvehicle  autonomous-driving  autonomous-tractor  autonomy  autopilot
autosar  auv  av  aviation  axis  backend
backstepping  balance  banking  base-arm-coordination  base-isolation  bash
basic  batch  batch-api  battery  battery-chemistries  bayesian-inference
bcf  beam-theory  bearings  bearings-taxonomy  behavior-cloning  behavior-trees
behavioral  behind-meter  bending  bibtex  bilateral  bin-picking
binary-formats  bindings  bio-fileformats  biochemistry  biochemistry-foundations  biofuels
bioinstrumentation  biological-anthropology  biology-chemistry  biomechanics  biomimetic  biosensor
bipedal  bistable  blade-cooling  bldc  bldc-driver  blob
blocking  blueprint  bms  bolted  borrow-checked  botany
boundary-layer  bpmn  brain  brainfuck  brayton  brazing
building-envelope  bulk-micromachining  c  c-transpile  cable-driven  caching
calculus  calendar  calendar-scheduling  calibration  cap-and-trade  capabilities
capacitive-skin  capacitor  capacity-markets  capture-point  carbon-accounting  carbon-cycle
case-uco  casting  casting-processes  catala  catalysts  causal-inference
ccgt  ccsds  cdc  cdpr  cedar  cell-biology
cell-lines  cell-molecular-biology  cement  centrifugal  ceramic  ceramics-taxonomy
certification  cfd  cfi  changelog  characterization  characterization-methods
chatbot-intent-dsls  chatter  chef  chemical-engineering  circuit-analysis  circular-economy
citation-formats  citations  classical  cldf  cldr  cli
climate-carbon  climate-mitigation-and-adaptation  clinical-trials  clojure  clos  clp
cmc  cmmn  cmudict  cnc  cni  cobie
cobol  cobot-arm-design  cobots  codec-and-dsp  codeql  codes
codeview  cohomology  combinatorial-optimization  combines  commodities  common-lisp
comparative-religion  compendium-hygiene  compiler-design  complex-analysis  compliant-mechanism  composites-taxonomy
composition  compressibility  comptime  computational  computational-chemistry  computer-science
computer-use  concatenative  concentration  concurrency-primitives  conduction  config
config-management  conll-u  connection  connector-families  consensus-protocols  consistency
consolidation  constitutional-law  constraint  constraint-and-smt-input  construction  construction-bim
container-orchestration  container-ship-propulsion-system  containers  containers-service-mesh  continuous-manufacturing  continuum
contracts  contracts-and-ip  control-algorithms  controllability  controlled-environment  convection
converse  converters  convex-optimization  cooling  copper-alloys  coq
cordex  coriolis  corporate-finance-and-markets  cost-optimization  couplings-taxonomy  courts
cpan  cpk  cpm  cpp  cpu-cache-performance  crd
crdts  cri  criminal-law  criminal-procedure  crispr  crs
cryo-em  cryogenic  cryosphere  crypto  crypto-tokenization  cryptography-fundamentals
cryptography-keys  crystal  crystallography-phase-diagrams  csaf  csharp  csi
csl  cubical  cuda-triton-gpu-programming  cultural-anthropology  cybersec-deep  cybersecurity
cycles  d1  dairy  damping  data-access  data-center
data-race-free  data-science  database-internals  dataflow  daws-plugins  dc-analysis
dc-motor  dcsa  debug-info  decentralized  deep-rie  defense
defi  delphi  denominations  dependence  deployment  deployments
depth-camera  derivatives-and-quant-finance  desalination  development  developmental-biology  devops
devops-reference  dex-net  dexterity  dexterous-hand  dfam  dfxml
dgkf  dh-parameters  dharmic-traditions  dialogflow  dicom  dielectric-elastomer
diesel  differential-drive  diffusion-policy  digital

… and 1273 more singletons not listed.

2d. Tag hierarchy candidates

Tags that look like specialisations of broader tags (heuristic: tag B contains tag A as a substring or they co-occur often). The current convention is flat — recommendation below is informational, not action-required.

Broad tag	Narrow tag	Both used in N notes	Suggestion
compute	compute-reference	67	optional: compute/reference
engineering	engineering-reference	14	optional: engineering/reference
robotics	robotics-reference	11	optional: robotics/reference
finance	finance-reference	9	optional: finance/reference
law	law-reference	5	optional: law/reference
music	music-reference	5	optional: music/reference
biology	biology-reference	4	optional: biology/reference
chemistry	chemistry-reference	4	optional: chemistry/reference
climate	climate-reference	4	optional: climate/reference
math	math-reference	4	optional: math/reference
claude	claude-code	3	optional: claude/code
google	google-gemini	2	optional: google/gemini

3. Frontmatter sanity

• YAML parse failures: 0
• Notes with no frontmatter at all: 17
• Notes missing title:: 27
• Notes missing created: (count only): 17
• Notes missing tags:: 27

3a. Frontmatter parse failures

None.

3b. Notes with no frontmatter block

• README.md
• .github/PUBLISHING.md
• Arts-and-Energy/README.md
• Arts-and-Energy/EnergyMarkets/lng-trading-and-weather-derivatives.md
• Arts-and-Energy/Music/orchestration-and-audio-engineering.md
• Engineering-and-Robotics/README.md
• Humanities/README.md
• Math-and-Compute/README.md
• Sciences/README.md
• Society/README.md
• Society/Economics/public-and-health-economics.md
• Society/Finance/esg-investing-and-impact.md
• Society/Finance/structured-products-and-distressed-debt.md
• Society/Law/securities-regulation-and-ma-practice.md
• System/claude-config/AGENTS_INDEX.md
• System/claude-config/CLAUDE.md
• System/claude-config/README.md

3c. Notes missing title:

• README.md
• .github/PUBLISHING.md
• Arts-and-Energy/README.md
• Arts-and-Energy/EnergyMarkets/lng-trading-and-weather-derivatives.md
• Arts-and-Energy/Music/orchestration-and-audio-engineering.md
• Engineering-and-Robotics/README.md
• Humanities/README.md
• Humanities/Anthropology/Tier3/hominin-species-catalog.md
• Humanities/Anthropology/Tier3/_index.md
• Humanities/History/Tier3/dynasties-and-monarchies-catalog.md
• Humanities/History/Tier3/_index.md
• Humanities/Linguistics/Tier3/language-families-catalog.md
• Humanities/Linguistics/Tier3/_index.md
• Humanities/Philosophy/Tier3/philosopher-catalog.md
• Humanities/Philosophy/Tier3/_index.md
• Humanities/ReligiousStudies/Tier3/sacred-texts-catalog.md
• Humanities/ReligiousStudies/Tier3/_index.md
• Math-and-Compute/README.md
• Sciences/README.md
• Society/README.md
• Society/Economics/public-and-health-economics.md
• Society/Finance/esg-investing-and-impact.md
• Society/Finance/structured-products-and-distressed-debt.md
• Society/Law/securities-regulation-and-ma-practice.md
• System/claude-config/AGENTS_INDEX.md
• System/claude-config/CLAUDE.md
• System/claude-config/README.md

3d. Notes missing tags:

• README.md
• .github/PUBLISHING.md
• Arts-and-Energy/README.md
• Arts-and-Energy/EnergyMarkets/lng-trading-and-weather-derivatives.md
• Arts-and-Energy/Music/orchestration-and-audio-engineering.md
• Engineering-and-Robotics/README.md
• Humanities/README.md
• Humanities/Anthropology/Tier3/hominin-species-catalog.md
• Humanities/Anthropology/Tier3/_index.md
• Humanities/History/Tier3/dynasties-and-monarchies-catalog.md
• Humanities/History/Tier3/_index.md
• Humanities/Linguistics/Tier3/language-families-catalog.md
• Humanities/Linguistics/Tier3/_index.md
• Humanities/Philosophy/Tier3/philosopher-catalog.md
• Humanities/Philosophy/Tier3/_index.md
• Humanities/ReligiousStudies/Tier3/sacred-texts-catalog.md
• Humanities/ReligiousStudies/Tier3/_index.md
• Math-and-Compute/README.md
• Sciences/README.md
• Society/README.md
• Society/Economics/public-and-health-economics.md
• Society/Finance/esg-investing-and-impact.md
• Society/Finance/structured-products-and-distressed-debt.md
• Society/Law/securities-regulation-and-ma-practice.md
• System/claude-config/AGENTS_INDEX.md
• System/claude-config/CLAUDE.md
• System/claude-config/README.md

Recommended next actions

Top 5 fixes, ordered by impact-per-effort:

1. [multi-file sweep] Normalize the highest-volume tag-variant group: walkthrough, walkthroughs → walkthrough. Replace in each note’s frontmatter tags: list.
2. [create missing notes OR remove placeholder links] Decide on the Engineering/* cluster: 99 distinct dead targets under that prefix (top in cluster: [[Engineering/data-center-engineering]] referenced 4 times). Either author the missing notes or replace the links with plain text.
3. [single-file edit] Audit Sciences/ClimateScience/ai-and-machine-learning-for-climate.md — 22 dead links inside (likely a comparison/reference page with stale targets). See section 1b.
4. [multi-file sweep] Resolve abbreviation/full-form collisions: ml/machine-learning, rl/reinforcement-learning. Pick one canonical form per pair and rewrite occurrences.
5. [multi-file sweep] Cull or merge the 1673 singleton tags — most are typos or one-off labels that dilute the tag space. Easiest first pass: spot-check the list in section 2c and replace obvious typos.

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Generated by System/scripts/audit-hygiene.py on 2026-05-25.