Wiki Master Index

Domains: Health & Fitness — Thyroid | Health & Fitness — Healthy Aging | Language Learning — French | Cryptocurrency & Finance | Quantum Computing | AI & Technology | Programming & Web Development | Psychology & Decision-Making | Risk & Philosophy | Society, Geopolitics & Future | Social Intelligence | Evolutionary Psychology & Biology | Entrepreneurship & Philosophy Last updated: 2026-04-28 Sources ingested: 45 | Concept pages: 154 | Entity pages: 74


Sources

Health & Fitness — Thyroid Disorders

PageSummary
healthline-2026-hyperthyroidism-dietHealthline consumer overview of dietary dos and don’ts for hyperthyroidism.
mathew-kaur-rawla-2026-hyperthyroidism-statpearlsStatPearls clinical reference distinguishing hyperthyroidism from thyrotoxicosis (truncated raw).
ludgate-hayes-2024-diets-supplements-thyroidBTF evidence review of specific foods and supplements (14 nutrients) for thyroid disorders.
johnson-2019-best-diet-hyperthyroidismMedical News Today article on foods to eat and avoid for hyperthyroidism.

Health & Fitness — Healthy Aging

PageSummary
tessier-2025-optimal-dietary-patterns-healthy-agingNature Medicine (2025): 30-year follow-up of 105,015 adults — AHEI is the strongest dietary predictor of healthy aging (OR 1.86); ultraprocessed foods reduce odds by 32%.

Language Learning — French

PageSummary
heminway-2018-complete-french-all-in-oneMcGraw-Hill comprehensive French grammar & vocabulary reference, ed. Annie Heminway (2018, A2–B2+).
unknown-edito-a1-methode-de-francais⚠️ Édito A1 French course (Didier); raw file empty/corrupted — stub only, pending re-ingest.

Cryptocurrency & Finance

PageSummary
prasad-2021-five-myths-cryptocurrencyEswar Prasad (Brookings, 2021) debunks 5 crypto myths; blockchain tech is transformative even if coins aren’t money.
fischer-2019-yap-stone-money-cryptocurrencyU of Calgary (2019) connects Yap rai stone distributed oral ledger to Bitcoin’s blockchain concept.
benton-2026-cryptocurrency-money-laundering-2-3mChattanooga TFP (2026): Tennessee woman’s 3 Coinbase accounts seized in $2.3M BEC + romance mule scheme.
weisman-2026-ic3-cryptocurrency-investment-scamsForbes (2026): FBI IC3 2025 report — 8.65B (72% of investment scams).
wikipedia-2026-ethereumWikipedia (2026): comprehensive Ethereum reference — history, EVM, accounts, gas, PoS mechanics, ERC standards, DeFi, L2 scaling, legal status.
ethereumorg-2026-what-is-ethereumethereum.org (2026): official explainer — network properties, ETH as productive asset, smart contracts, proof-of-stake, Layer 2.
bylund-2025-ethereum-investment-thesisMotley Fool (2025): ETH vs BTC performance gap, bear case rebuttals, ARK price targets (20T), ETH as productive staking asset.
cryptoslate-2025-ethereum-tokensCryptoSlate (2025): ERC-20/721/1155/4626 standards with code interfaces, token category tables, ecosystem numbers (~60B DeFi TVL).
redman-2024-ethereum-technical-analysisBitcoin.com News (Dec 2024): ETH at ~4,000 as key resistance; bear scenario subsequently materialised by Apr 2026.
newsbtc-2026-ethereum-whale-signalNewsBTC/CryptoQuant (2026): >100K ETH whale cohort returned to profit — a pattern that has preceded every prior ETH rally; ETH coiling at 2,200 between 100-week and 200-week MAs.
grokipedia-2026-ethereum-historyGrokipedia (2026): comprehensive encyclopaedia of Ethereum — full history (2011–2026), EVM architecture, PoS consensus (Gasper), ether supply economics, upgrade timeline through Pectra/Fusaka.
coinmarketcap-2026-ethereum-classicCoinMarketCap (2026): Ethereum Classic (ETC) — origin in the 2016 DAO hack fork, “code is law” philosophy, proof-of-work consensus, market data, and upgrade history.
geth-2026-go-ethereum-clientgeth.ethereum.org (2026): Geth is the original Go implementation of Ethereum and the most widely used execution client; pairs with a consensus client to run a full node.
ethereumorg-2026-ethereum-foundationethereum.org/foundation (2026): EF mandate (non-controller, steward), three work areas (protocol dev, ecosystem funding, research), and key programmes: ESP, Academic Grants, Devcon, Bug Bounty.
bybit-2026-eth-usdt-spot-tradingBybit (2026): ETH/USDT spot and perpetual markets, order types, fee structure, ETH Earn (byETH liquid staking), and Bybit Web3 tools.
web3canada-2026-what-is-ethereumWeb3Canada/Zeneca (2026): consumer-friendly Ethereum explainer using a layered framework — ether → gas → smart contracts → dApps — and the Bitcoin-vs-Ethereum distinction.
kraken-2024-what-is-ethereumKraken Learn (Nov 2024): beginner Ethereum guide — Buterin origin story, Bitcoin vs Ethereum, staking mechanics, dApp ecosystem, and ETH as productive asset.

Quantum Computing & Cryptography

PageSummary
babbush-neven-2026-quantum-vulnerabilities-cryptocurrencyGoogle Quantum AI (2026): Bitcoin’s ECC breakable with <500K physical qubits; urges PQC transition by 2029.
cottier-2026-quantum-computing-breakthroughsDiscover Magazine (2026): Google Willow, Quantinuum, and Caltech advances shrink timeline to fault-tolerant QC.
drury-2026-rigetti-2-qubit-fidelityMotley Fool (2026): Rigetti’s 99.9% prototype fidelity record is insufficient vs. IonQ’s 99.99%; not a buy.

AI & Technology

PageSummary
fridman-huang-2026-nvidia-ai-revolutionLex Fridman Podcast #494 (2026-03-23): Jensen Huang on NVIDIA strategy, four AI scaling laws, CUDA moat, agentic AI, and the future of computing.
fridman-lambert-raschka-2026-state-of-aiLex Fridman Podcast #490 (2026-01-31): Lambert & Raschka on China vs US AI race, RLVR, scaling law status, transformer architecture, and AGI timelines.
raschka-2024-build-llm-from-scratchSebastian Raschka (Manning, 2024): from-scratch GPT implementation in PyTorch — tokenization, self-attention, transformer blocks, pretraining on next-token prediction.
karpathy-2022-micrograd-backpropagationAndrej Karpathy (2022): lecture transcript building micrograd — a 100-line scalar autograd engine — covering backpropagation, chain rule, topological sort, and MLP training from first principles.

Concepts

Thyroid Conditions

PageSummary
hyperthyroidismExcess thyroid hormone production; causes, symptoms, diet management, and treatment overview.
thyrotoxicosisBroader term for excess thyroid hormone exposure to tissues; distinct from hyperthyroidism.
graves-diseaseMost common cause of hyperthyroidism; autoimmune condition with dietary and microbiome connections.
iodine-induced-hyperthyroidismUncommon hyperthyroidism triggered by excess iodine intake; usually temporary.
bone-mineral-densityHow hyperthyroidism accelerates bone loss and how to counter it with calcium and vitamin D.

Diet & Nutrition

PageSummary
iodineEssential thyroid mineral — adequate is protective, excess worsens autoimmune hyperthyroidism.
low-iodine-diet<50 mcg/day iodine protocol prescribed before radioactive iodine treatment.
seleniumTrace mineral essential for T4→T3 conversion; reduces thyroid eye disease in Graves’ patients.
zincMineral linked to thyroid function; deficiency associated with Graves’ disease.
calciumProtects bone density in hyperthyroidism; interferes with levothyroxine — four-hour gap required.
vitamin-dSupports calcium absorption and bone health; commonly deficient in hyperthyroid patients.
iron-and-thyroidRequired for thyroid hormone synthesis; deficiency linked to hyperthyroidism; interferes with levothyroxine.
cruciferous-vegetablesBrassicas may reduce thyroid hormone production and iodine uptake — beneficial in hyperthyroidism.
kelpVery high-iodine seaweed supplement; contraindicated in any diagnosed thyroid condition.
soyInterferes with radioactive iodine uptake and levothyroxine absorption.
caffeine-and-hyperthyroidismAmplifies hyperthyroid symptoms (anxiety, palpitations, insomnia); should be limited.
gluten-and-thyroidPossible link to Graves’ disease; gluten elimination may help some patients.
anti-inflammatory-dietWhole-food, plant-rich diet pattern that may support immune regulation in autoimmune thyroid disease.
insomniaDifficulty initiating or maintaining sleep; common symptom of hyperthyroidism due to excess thyroid hormone stimulation. (stub)

Supplements & Compounds

PageSummary
biotinMega-dose biotin distorts thyroid blood tests; stop 2 days before testing.
carnitineAntioxidant that improved hyperthyroid symptoms (especially palpitations) in a clinical trial.
magnesiumDeficiency linked to hypothyroidism; higher levels may help control Graves’ — inconclusive evidence.
vitamin-b12Lower in hypothyroid patients; no evidence supplementation improves thyroid function.
resveratrolAntioxidant in red wine; no trials in thyroid disease yet.
lemon-balmHerb with lab/case-report evidence of blocking Graves’ antibodies; needs clinical trials.

Healthy Aging & Dietary Patterns

PageSummary
healthy-agingMultidimensional outcome: surviving to 70+ free of chronic disease with intact cognitive, physical, and mental health; AHEI is the strongest dietary predictor in 30-year US cohort data.
alternative-healthy-eating-indexEvidence-based dietary quality score (0–110); 11 components; strongest single predictor of healthy aging in Tessier et al. 2025 (OR 1.86).
mediterranean-dietTraditional Mediterranean dietary pattern — olive oil, fish, vegetables, legumes, moderate wine; strongly associated with longevity and cognitive health.
dash-dietDietary Approaches to Stop Hypertension — sodium restriction, fruits, vegetables, low-fat dairy; validated for blood pressure and healthy aging.
mind-dietMediterranean-DASH hybrid targeting brain health; uniquely emphasises berries; associated with reduced cognitive decline.
ultraprocessed-foodsNOVA Class 4 industrial food formulations; higher consumption predicts 32% lower odds of healthy aging across all domains.
dietary-patternsHolistic characterisation of overall food intake (Mediterranean, DASH, MIND, AHEI); outperforms single-nutrient analysis in predicting healthy aging. (stub)

Medical Treatment & Physiology

PageSummary
thyroid-hormonesT3 and T4 — the hormones produced by the thyroid gland, requiring iodine and selenium.
radioactive-iodine-treatmentRAI therapy for hyperthyroidism; requires low-iodine diet and soy avoidance beforehand.
levothyroxineSynthetic T4 medication for hypothyroidism; multiple foods/supplements interfere with absorption.
gut-microbiomeEmerging link between microbiome diversity and autoimmune thyroid disease; too early for specific advice.

Entities

People

PageSummary
marian-ludgateProf. Emerita, Cardiff University; thyroid autoimmunity researcher; BTF article co-author.
jonathan-hayesNHS Lothian registered dietitian; BTF article co-author.
shannon-johnsonHealth writer; author of Medical News Today hyperthyroidism diet article (2019).
philip-mathewCo-author of StatPearls hyperthyroidism clinical reference.
jasleen-kaurCo-author of StatPearls hyperthyroidism clinical reference.
prashanth-rawlaCo-author of StatPearls hyperthyroidism clinical reference.
annie-heminwayEditor of Practice Makes Perfect: Complete French All-in-One (McGraw-Hill, 2018).
eswar-prasadCornell economist, Brookings fellow; author of “Five Myths About Cryptocurrency” (2021).
ryan-babbushDirector of Research, Quantum Algorithms, Google Quantum AI; co-author of 2026 crypto vulnerability paper.
hartmut-nevenVP of Engineering, Google Quantum AI; co-author of 2026 quantum vulnerability disclosure.
scott-aaronsonComputer scientist, UT Austin; leading quantum computing theorist and public commentator.

Organisations

PageSummary
british-thyroid-foundationUK patient charity for thyroid disease; publishes evidence-based patient resources.
american-thyroid-associationUS professional medical society; publishes clinical guidelines and low-iodine diet guidance.
statpearlsContinuously updated NCBI-indexed clinical reference resource.
mcgraw-hill-educationUS educational publisher; publishes the Practice Makes Perfect French series and Language Lab App.
brookings-institutionWashington D.C. nonpartisan think tank; published Prasad’s 2021 crypto myths article.
google-quantum-aiGoogle’s quantum computing division; built Willow chip and published 2026 crypto vulnerability estimates.
rigetti-computingSuperconducting QC company (NASDAQ: RGTI); 99.9% prototype fidelity but scaling challenges.
ionqTrapped-ion QC company; industry-leading 99.99% 2-qubit gate fidelity (Oct 2025).
quantinuumTrapped-ion QC company; demonstrated quantum advantage with Fermi-Hubbard simulation (Nov 2025).
fbi-ic3FBI’s cybercrime complaint centre; 2025 report shows $20.9B in losses, crypto fraud dominant.
coinbaseMajor US crypto exchange; appeared in money laundering case and as PQC migration collaborator.
ethereum-foundationSwiss non-profit (est. 2014) stewarding the Ethereum protocol; coordinates EIPs, AllCoreDevs, Devcon, and PQC migration.
devconAnnual Ethereum developers and researchers conference organised by the Ethereum Foundation; primary in-person community gathering. (stub)
queraBoston-based neutral-atom quantum computing company; 2025 Caltech collaboration achieved below-threshold logical qubit error rates. (stub)

People — Cryptocurrency

PageSummary
vitalik-buterinCanadian-Russian programmer; conceived and co-founded Ethereum (2013–2015); primary intellectual leader of the Ethereum ecosystem.
gavin-woodBritish computer scientist; Ethereum co-founder; authored the Yellow Paper (EVM formal specification, April 2014); later founded Parity Technologies and Polkadot.

People — Nutrition & Epidemiology

PageSummary
walter-willettProfessor of Epidemiology & Nutrition, Harvard T.H. Chan School; architect of NHS dietary methodology; co-author of Tessier et al. (2025).
frank-huProfessor and Chair of Nutrition, Harvard T.H. Chan School; senior author on Tessier et al. (2025) healthy aging study.

Research Cohorts & Institutions — Health

PageSummary
nurses-health-studyUS prospective cohort of 121,700 female nurses (1976–); foundational source for long-term diet–disease research.
health-professionals-follow-up-studyUS prospective cohort of 51,525 male health professionals (1986–); male companion to the Nurses’ Health Study.
harvard-chan-schoolHarvard T.H. Chan School of Public Health; home of NHS/HPFS cohorts, AHEI development, and major dietary epidemiology output.

Organisations — Cryptocurrency Analytics

PageSummary
cryptoquantSouth Korean on-chain analytics platform; tracks whale cohort profitability, exchange flows, and miner metrics for crypto market signals.
bybitMajor crypto derivatives and spot exchange (founded 2018, Dubai); ETH/USDT perpetuals, liquid ETH staking (byETH), Web3 wallet and DeFi browser.
krakenLong-running US crypto exchange (founded 2011, San Francisco); regulatory compliance focus; publishes educational “Kraken Learn” content.
chainalysisBlockchain data and analytics company; cryptocurrency transaction tracing used by law enforcement and exchanges for compliance. (stub)
metaMeta Platforms (Facebook/Instagram/WhatsApp); platforms used for pig-butchering and cryptocurrency scam recruitment. (stub)
marina-fischerUniversity of Calgary writer; authored 2019 article connecting Yap stone money to Bitcoin’s blockchain concept. (stub)
university-of-calgaryCanadian research university in Alberta; affiliated with Marina Fischer (Yap stone money article). (stub)

Concepts — Language Learning (French)

Core

PageSummary
french-language-learningStudy and acquisition of French as a foreign language; covers grammar, vocabulary, pronunciation, and CEFR levels.
french-grammarFull rule system of French: hub page linking all grammar topics with overview of articles, verbs, pronouns, prepositions, negation.
cefr-language-levelsA1–C2 proficiency framework: full can-do descriptors, grammar milestones per level, certifications (DELF/DALF), and time estimates.

Grammar Topics

PageSummary
french-articlesDefinite, indefinite, and partitive articles; contractions with à/de; when articles are omitted.
french-noun-genderMasculine/feminine gender; ending-based detection rules; nouns that change meaning with gender; adjective agreement.
french-adjectivesGender/number agreement; BAGS position rule; meaning changes by position; comparative and superlative forms.
french-verb-tensesAll 15 tenses/moods with conjugation tables; avoir/être choice; passé composé vs imparfait; conditional sentences.
french-subjunctiveSubjunctive mood: formation, 10 irregular verbs, all trigger categories (WEIRDO), conjunction table, indicative vs. subjunctive.
french-pronominal-verbsReflexive, reciprocal, and inherently pronominal verbs; compound tense with être; past participle agreement; imperative forms.
french-pronounsSubject, direct/indirect object, adverbial y/en, disjunctive, reflexive, relative, and interrogative pronouns with placement rules.
french-prepositionsCore prepositions; geographic rules; verb+preposition+infinitive lists; depuis/pendant/pour distinction; à vs dans.
french-negationne…pas and all variants (jamais, rien, personne, plus, que, ni…ni, aucun); compound tense positions; expletive ne.
french-adverbsFormation with -ment; irregular adverbs; placement in simple vs compound tenses; comparative/superlative; transition adverbs.
french-questionsThree yes/no question methods; interrogative words; inversion with euphonic -t-; indirect questions; tag questions.
french-numbersCardinals 0–1 billion (including 70–99 irregulars, Belgian variants); ordinals; time; dates; fractions; approximate quantities.
french-conjunctionsCoordinating conjunctions; subordinating + indicative (cause, time, condition); subordinating + subjunctive (purpose, concession).
french-indirect-speechReported speech: pronoun changes, tense backshift table, time expression changes, indirect questions with si, reporting commands.
french-passive-voiceêtre + past participle; par vs de agent; all tenses; on construction and pronominal alternatives; state vs action distinction.

Concepts — Cryptocurrency & Finance

Core

PageSummary
cryptocurrencyDigital currency on distributed ledgers; volatile, scam-prone, and facing quantum security threats.
blockchainDistributed append-only ledger technology underlying crypto; conceptually parallels Yap stone oral ledger.
bitcoinOriginal and dominant cryptocurrency; proof-of-work; 21M cap; slow/expensive payments; quantum-vulnerable.
ethereumProgrammable blockchain with EVM; smart contracts, DeFi, NFTs, stablecoins, Layer 2 ecosystem; PoS since Sep 2022 Merge.
smart-contractsSelf-executing code on Ethereum; immutable, deterministic, trustless; enables DeFi, DAOs, NFTs, token issuance.
proof-of-stakeEthereum’s consensus since The Merge (Sep 2022); validators stake 32 ETH; >99% energy reduction vs PoW; slashing enforces honesty.
defiDecentralised Finance on Ethereum: DEXs (Uniswap), lending (Aave), stablecoins, yield aggregators; ~$60B TVL.
ethereum-token-standardsERC-20 (fungible), ERC-721 (NFTs), ERC-1155 (multi-token), ERC-4626 (vaults); enables seamless DeFi interoperability.
layer-2Secondary networks on Ethereum (Arbitrum, Optimism, Base, ZKSync); optimistic and ZK rollups; 50–90% fee reduction post-Dencun.
nftNon-fungible token (ERC-721); unique on-chain ownership proof; peaked 2021 ($69M Beeple); gaming and RWA use cases growing.
proof-of-workOriginal blockchain consensus mechanism; miners compete on computational puzzles; used by Bitcoin and Ethereum Classic; energy-intensive. (stub)
gasEthereum unit of computational work; users pay gas fees in ETH to execute transactions and smart contracts; reformed by EIP-1559. (stub)
liquid-stakingStaking ETH and receiving a transferable receipt token (stETH, byETH) representing the position; enables simultaneous DeFi participation. (stub)

Financial Instruments

PageSummary
stablecoinCrypto pegged 1:1 to fiat; solves volatility but derives value from the government currencies it was meant to replace.
central-bank-digital-currencySovereign digital money; Bahamas live, China/Japan/Sweden in trials; response to crypto competitive pressure.
dogecoinMeme coin with no supply cap or utility; price driven by social media; pure greater-fool speculation.

Fraud & Crime

PageSummary
cryptocurrency-scamsCrypto fraud: $8.65B in 2025 (72% of investment scam losses); pig butchering and money mule schemes dominant.
pig-butchering-scamLong-duration romance scam luring victims into fake crypto investments; up 8,500% in 4 years.
money-mulePerson recruited to transfer stolen funds, often via romance/job scam; crypto kiosks enable rapid laundering.
yap-stone-moneyAncient Micronesian distributed-ledger currency; conceptual precursor to blockchain.

Trading & Analysis

PageSummary
on-chain-analysisReading public blockchain transaction data — wallet profitability, exchange flows, whale activity — to generate market signals.
technical-analysis-cryptoChart-based price analysis using moving averages, RSI, MACD, and support/resistance to forecast crypto price movements.
ethereum-classicThe original unforked Ethereum chain from 2016 — preserves pre-DAO-hack history; “code is law”; proof-of-work consensus; fixed 210.7M ETC supply.
dao-hackJune 2016 reentrancy exploit draining 3.6M ETH from The DAO smart contract; triggered the ETH/ETC chain split; foundational event in smart contract security.
eip-1559August 2021 Ethereum fee reform: protocol-computed base fee burned each block; reduces fee volatility; creates deflationary ETH mechanics during high demand.
ethereum-virtual-machineTuring-complete, sandboxed, stack-based VM executing smart contract bytecode; deterministic across all nodes; de facto cross-chain standard emulated by BSC, Arbitrum, Base, and others.
gethOfficial Go implementation of Ethereum; original execution client (2015–present); handles transactions, EVM execution, and state; pairs with consensus client post-Merge.
initial-coin-offeringToken crowdfunding on Ethereum ERC-20; 2017–2018 boom raised >$10B across 800+ projects; collapsed under SEC enforcement and bear market; predecessor to DeFi governance tokens.

Concepts — Quantum Computing & Cryptography

Core

PageSummary
quantum-computingComputing using quantum mechanics; recent breakthroughs have dramatically shortened the timeline to fault-tolerant machines.
qubitBasic quantum information unit; can superpose 0 and 1 simultaneously; fragile and prone to decoherence.
quantum-error-correctionCorrecting qubit errors; Google Willow (2024) crossed the critical fault-tolerant threshold.
quantum-advantagePerforming a computation intractable classically; Quantinuum’s Fermi-Hubbard simulation (2025) is a credible case.

Cryptography

PageSummary
elliptic-curve-cryptographyECC/ECDLP-256 secures Bitcoin and most blockchains; breakable by Shor’s algorithm on a future CRQC.
post-quantum-cryptographyNIST-standardised algorithms resistant to quantum attack; the migration path for crypto and internet security.
shors-algorithmQuantum algorithm that solves discrete logarithms in polynomial time; threatens ECC; qubit needs falling fast.
2-qubit-gate-fidelityStandard QC accuracy metric; IonQ leads at 99.99%; Rigetti prototype 99.9% but production system only 99%.

Concepts — AI & Technology

Core AI

PageSummary
ai-scaling-lawsFour scaling axes (pre-training, post-training, test-time, agentic) that make AI capability scale primarily with compute; Lambert’s three-axis status check confirms all still working.
agentic-aiAI systems that autonomously use tools, access files, spawn sub-agents; Jensen Huang calls it the current inflection point.
large-language-modelsTransformer-based neural networks at the foundation of modern AI; architecturally GPT-2 at core; rich open-weight ecosystem as of 2026.
artificial-general-intelligenceHuang: AGI is already here; Lambert/Raschka: capabilities are jagged, specialised models will dominate.
open-source-aiOpen-weights AI strategy; Chinese labs dominate large MoE tier; training data legal risks growing (Anthropic $1.5B lawsuit).
mixture-of-expertsSparse FFN routing enabling larger parameter counts at lower per-token compute; dominant frontier architecture as of 2026.
synthetic-dataAI-generated training data; addresses data scarcity in pre-training and powers RLVR problem-answer pair generation.
rlvrReinforcement Learning with Verifiable Rewards; scales log-linearly; unlocks inference-time reasoning; coined by AI2 Tulu 3 team.
reinforcement-learning-from-human-feedbackRLHF; finishes model style/tone; plateaus due to reward hacking; does not scale like RLVR.
transformer-architectureAutoregressive decoder-only transformer; fundamentally GPT-2; innovations are efficiency tweaks (MoE, GQA, MLA, SwiGLU).
text-diffusion-modelsParallel token generation alternative to autoregressive; early commercial deployment in code-diff startups (2026).
attention-mechanismSelf-attention via Q/K/V projections and scaled dot-products; causal masking for GPT; multi-head attention for diverse representation subspaces.
tokenizationText → token IDs pipeline; BPE algorithm (50,257 tokens in GPT-2); sliding window data sampling for next-token prediction training.
word-embeddingsToken embedding lookup table + positional embedding; final input = their sum; bridge between discrete token IDs and continuous neural computation.
gpt-architectureDecoder-only transformer: embeddings → N transformer blocks (pre-LayerNorm, causal MHA, residual, GELU FFN) → linear head; GPT-2 config tables.
pretrainingStage 1 of LLM training: self-supervised next-token prediction on unlabeled text; cross-entropy loss; creates the foundation model.

Infrastructure & Platform

PageSummary
cudaNVIDIA’s GPU computing platform; developer install base is NVIDIA’s #1 moat, built over 20 years at enormous initial cost.
ai-factoryData centres reframed as token-producing factories; warehouses gave way to revenue-generating compute infrastructure.
rack-scale-computingCo-designing GPU, CPU, memory, networking, power, and cooling as one logical unit; NVLink 72 and Vera Rubin pod.
physical-aiAI for physical domains — robotics, satellite imaging, biology, weather — distinct from language-only models.

Machine Learning Fundamentals

PageSummary
neural-networkMathematical expression mapping inputs to outputs via learnable weights; trained by backpropagation and gradient descent.
backpropagationAlgorithm computing gradients of a loss function w.r.t. all network weights by reverse-traversal of the computational graph using the chain rule.
automatic-differentiationSoftware technique computing exact derivatives of arbitrary programs by recording operations at runtime; engine behind PyTorch and JAX.
multi-layer-perceptronStack of fully connected layers with nonlinear activations; the foundational deep network architecture.
loss-functionScalar prediction-error metric; root node of the backpropagation graph; target of gradient descent minimisation.
gradient-descentIterative weight update rule w ← w − lr × ∂L/∂w; drives neural networks toward lower loss using backpropagation gradients.
computational-graphDAG of operations recording data dependencies; enables automatic differentiation via reverse topological traversal. (stub)
chain-ruleCalculus rule for composing derivatives; the mathematical foundation of backpropagation. (stub)

Entities — AI & Technology

People

PageSummary
jensen-huangCo-founder and CEO of NVIDIA (1993–present); architect of CUDA strategy and the extreme co-design philosophy.
lex-fridmanAI researcher and long-form podcast host; Podcast #494 (Jensen Huang) and #490 (Lambert & Raschka).
nathan-lambertPost-training lead at AI2; co-coined RLVR; RLHF Book author; Podcast #490 guest.
sebastian-raschkaML researcher and educator; Build a LLM From Scratch (2024); Podcast #490 guest.
andrej-karpathySlovak-Canadian AI researcher; OpenAI co-founder, former Tesla AI director; creator of micrograd and Neural Networks: Zero to Hero lecture series.
elon-muskSouth African-American entrepreneur; CEO of Tesla and SpaceX; owner of X (Twitter); discussed in context of AI compute strategy. (stub)

Organisations & Products

PageSummary
nvidiaDominant AI compute company (NASDAQ: NVDA); ~$4T market cap; designs GPUs, CUDA platform, and AI rack systems.
tsmcWorld’s leading contract foundry; manufactures NVIDIA GPUs; noted for engineering excellence and operational trust.
openclawAgentic AI platform; Jensen Huang’s “iPhone of tokens”; fastest-growing application in history per Huang (2026).
anthropicMaker of Claude; coding-focused culture; lost $1.5B training data lawsuit in 2026 for torrenting books.
openaiGPT-5, o1, gpt-oss-120b; routing architecture for cost efficiency; chaotic but research-innovative.
deepseekChinese open-weight lab; R1 was the geopolitical AI moment of 2025; pioneered RLVR scaling at scale.
allen-institute-for-aiAI2; OLMo fully open models; Tulu 3 RLVR recipe; non-profit; Nathan Lambert’s employer.
microgradAndrej Karpathy’s ~100-line scalar autograd engine; pedagogical implementation of backpropagation and MLP training.
pytorchMeta’s open-source deep learning framework; dominant research and production library; tensor-scale version of what micrograd demonstrates.
perplexityAI-powered search engine providing cited conversational answers; mentioned in context of the agentic AI application wave. (stub)

Sources — Programming & Web Development

PageSummary
schwarzmuller-2021-react-burger-appReact 17 + Redux + Firebase burger-builder SPA; capstone project from Schwarzmüller’s “React: The Complete Guide” (Udemy).
schmedtmann-2018-natours-advanced-cssNatours static landing page; course project from Schmedtmann’s “Advanced CSS and Sass” (Udemy); full 7-1 Sass architecture and BEM.

Concepts — Programming & Web Development

Frontend Frameworks & Libraries

PageSummary
reactFacebook’s component-based UI library; virtual DOM, unidirectional data flow; powers the burgerApp SPA.
reduxPredictable state container; single store + pure reducers + actions; connected via react-redux and redux-thunk for async.
react-routerClient-side routing for React SPAs; BrowserRouter, Route, Switch, withRouter.
single-page-applicationOne HTML shell, JS-driven navigation without page reloads; enables fast, app-like web experiences.
higher-order-componentsReact composition pattern wrapping a component to add cross-cutting behaviour (error handling, routing injection).
firebaseGoogle BaaS; burgerApp uses Realtime Database for orders and Identity Toolkit REST API for auth.
webpackJavaScript module bundler; traces imports, applies loaders, outputs optimised bundles; powers the burgerApp build.

CSS & Styling

PageSummary
sass-scssCSS preprocessor adding variables, nesting, mixins, and partials; SCSS dialect used throughout Natours.
css-architecture7-1 folder pattern for scalable Sass codebases: abstracts → base → components → layout → pages.
bem-methodologyBlock Element Modifier naming convention; flat specificity, self-documenting class names; used in Natours.
css-animations@keyframes entrance animations, CSS transitions, and 3D flip cards (transform + backface-visibility) in Natours.
responsive-designFluid grids + media queries; Natours uses em-unit breakpoints via a Sass respond() mixin at 600/900/1200/1800px.

Entities — Programming & Web Development

People

PageSummary
manning-publicationsUS technical book publisher; publishes Build a LLM From Scratch (Raschka, 2024); known for MEAP early-access program.

People

PageSummary
maximilian-schwarzmullerUdemy instructor; creator of “React: The Complete Guide”; the burgerApp is his course’s capstone project.
jonas-schmedtmannUdemy instructor; creator of “Advanced CSS and Sass”; designed and built the Natours project.

Organisations & Platforms

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udemyOnline learning marketplace; hosts both the React course (Schwarzmüller) and the Advanced CSS course (Schmedtmann).

Sources — Psychology & Decision-Making

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kahneman-2011-thinking-fast-and-slowDaniel Kahneman’s synthesis of dual-process cognition, heuristics & biases, prospect theory, and overconfidence — the foundational text of behavioural economics.

Sources — Risk, Philosophy & Ethics

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taleb-2018-skin-in-the-gameNassim Taleb (2018): skin in the game as epistemic filter, ethical obligation, and mechanism for system self-correction; intolerant minority, Lindy effect, interventionistas.

Sources — Society, Geopolitics & Future

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harari-2018-21-lessonsYuval Noah Harari (2018): 21 essays on present challenges — AI/automation, surveillance, nationalism vs. globalism, post-truth, resilience, and the need to learn how to learn.

Sources — Social Intelligence & Communication

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tynan-2015-superhuman-social-skillsTynan (2015): social skills as learnable; four communication channels (content, meta, emotion, status); architecture of friend groups; eliminating annoyance before adding value.

Sources — Evolutionary Psychology & Biology

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miller-2001-mating-mindGeoffrey Miller (2001): human mind evolved through sexual selection as fitness indicator — intelligence, language, art, humour, and morality as costly courtship displays.

Concepts — Psychology & Decision-Making

Cognitive Architecture

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system-1-system-2Kahneman’s dual-process model: System 1 is fast/automatic/associative; System 2 is slow/deliberate/effortful; most errors arise when System 1 substitutes easier questions for harder ones.
cognitive-biasesHub page for systematic errors in judgement: representativeness, availability, anchoring, overconfidence, framing, and loss aversion — all documented by Kahneman & Tversky.
heuristicsMental shortcuts enabling fast good-enough judgements; efficient in most contexts but producing systematic biases in statistical or financial domains.

Biases

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availability-heuristicEstimating frequency by ease of recall; distorted by emotional salience, recency, and media coverage — causing rare vivid events to be over-estimated.
anchoring-biasOver-reliance on the first number encountered; adjustment from anchor is always insufficient even when the anchor is arbitrary.
overconfidenceSystematic over-estimation of one’s predictive accuracy; includes illusion of validity, planning fallacy, and hindsight bias — Kahneman’s “most damaging bias.”
framing-effectLogically equivalent information presented as gain vs. loss produces different decisions; preferences are constructed by context, not merely revealed by choices.

Decision Theory

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prospect-theoryKahneman & Tversky’s descriptive model of risky choice: reference dependence, loss aversion (~2:1 asymmetry), diminishing sensitivity, and probability weighting produce the fourfold pattern.
loss-aversionLosses weigh ~2× gains; drives endowment effect, status quo bias, sunk cost fallacy, and the disposition effect in finance.

Concepts — Risk, Philosophy & Ethics

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skin-in-the-gamePersonal exposure to consequences as epistemic filter, ethical obligation, and system self-correction mechanism; Taleb’s central principle in Skin in the Game.
lindy-effectExpected future lifespan of non-perishables is proportional to current age; time-tested knowledge has survived implicit testing — a heuristic for valuing the classical over the new.
antifragilityTaleb’s term for systems that gain strength from volatility and disorder — beyond robust (unchanged) and fragile (harmed); skin in the game is the mechanism that creates antifragility.
black-swanHigh-impact events outside the realm of regular expectations, rationalised in hindsight; Taleb’s signature concept from the preceding Incerto book.
intolerant-minorityA small committed non-compromising minority can impose its preferences on a tolerant majority when accommodation costs are asymmetric — halal food, language standards, political vetoes.

Concepts — Society, Geopolitics & Future

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post-truthPolitical environment where emotion and tribal narrative are more influential than facts; Harari argues this is not new — humans have always required shared fictions to cooperate at scale.
surveillance-capitalismAccumulation of behavioural data by corporations and governments enabling prediction/manipulation of preferences; whoever owns the data owns the future political economy.
technological-unemploymentAI/automation threatening to displace cognitive and creative work — qualitatively different from previous industrial revolutions; requires education focused on learning-to-learn.
nationalismHarari’s nuanced view: nationalism provides legitimate local meaning but is structurally incapable of solving 21st-century global collective-action problems (climate, nuclear, AI governance).

Concepts — Social Intelligence & Communication

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social-skillsLearnable interpersonal competencies; four channels of communication; architecture of friend groups; be a net addition; eliminate annoyance before adding value — per Tynan.
communication-channelsTynan’s four simultaneous channels: content (literal words), meta (subtext/implication), emotion (tone), status (hierarchy); meta is most important for real social decisions.

Concepts — Evolutionary Psychology & Biology

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evolutionary-psychologyScientific discipline applying evolutionary biology to explain human psychological mechanisms as adaptations shaped during the Pleistocene; covers mating, social cognition, and cognitive heuristics.
sexual-selectionDarwin’s second mechanism: traits evolve because they increase mating success; mate choice drives evolution of costly honest-signal ornaments — Miller applies this to the human mind.
fitness-indicatorsCostly, hard-to-fake traits that honestly signal genetic quality to mates (Zahavi handicap principle); Miller argues general intelligence, art, and humour are human mental fitness indicators.
runaway-selectionFisher’s model of preference and trait co-evolving in a self-reinforcing loop; Miller’s “Runaway Brain” hypothesis explains rapid hominid brain expansion as a runaway sexual selection process.

Entities — Psychology, Risk & Philosophy

People

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daniel-kahnemanIsraeli-American psychologist; Nobel 2002; co-founded heuristics-and-biases programme with Tversky; author of Thinking, Fast and Slow.
amos-tverskyIsraeli cognitive psychologist; Kahneman’s co-developer of prospect theory and heuristics research; widely considered the most influential psychologist of the 20th century.
nassim-nicholas-talebLebanese-American statistician and former derivatives trader; Incerto series author (Black Swan, Antifragile, Skin in the Game); risk, uncertainty, and epistemic humility.
yuval-noah-harariIsraeli historian; Hebrew University Jerusalem; author of Sapiens, Homo Deus, 21 Lessons for the 21st Century; global-scale macro-historical narratives.
oshoIndian spiritual teacher (1931–1990); eclectic teachings on meditation and present-moment awareness; influence on Naval Ravikant’s happiness philosophy. (stub)
krishnamurtiIndian philosopher (1895–1986) teaching self-inquiry and direct observation; rejected all authority and tradition; influence on Naval Ravikant. (stub)

Entities — Social Intelligence & Evolutionary Psychology

People

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tynanSelf-improvement author; Superhuman Social Skills (2015); self-publishes concise practical guides on social, productivity, and lifestyle topics.
geoffrey-millerEvolutionary psychologist (UNM); The Mating Mind (2001); argues human mental capacities evolved as sexual selection fitness indicators.

Sources — Entrepreneurship, Philosophy & Personal Development

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wikipedia-2025-naval-ravikantWikipedia biographical article: early life, Epinions lawsuit, AngelList, notable investments, philosophical overview.
smillie-2014-avenging-angelDartmouth Alumni Magazine (2014): Epinions betrayal narrative, Venture Hacks → AngelList arc, JOBS Act lobbying, syndicates model.
parrish-2019-naval-ravikant-knowledge-projectFarnam Street Knowledge Project Ep. #18 (2019): reading habits, happiness as absence of desire, foundational values, single-player vs. multi-player games.
stankovic-2021-naval-ravikant-profileUnblock.net profile (2021): 37-tweet blockchain manifesto, MetaStable/CoinList/Spearhead, five life lessons.
ferriss-2020-naval-ravikant-happiness-anxietyTim Ferriss Show (Oct 2020): wealth framework, anxiety as liability, 60/60 meditation practice, crypto as sovereign-resistant wealth, long-term as master principle.
grokipedia-2026-naval-ravikantGrokipedia (2026): most encyclopaedic source — full biography, 8+ ventures, 200+ investments, complete philosophical framework, recent activity through 2026.
maurer-2024-naval-ravikant-wealth-philosophyForbes (Sep 2024): three things money can’t buy (time, health, inner peace); behavioural finance framing; Kahneman/Deaton $75K finding.

Concepts — Entrepreneurship, Philosophy & Personal Development

Wealth & Economic Philosophy

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wealth-creationNaval Ravikant’s five-pillar framework: equity over wages, specific knowledge, leverage, accountability, and productising yourself to build assets that earn while you sleep.
specific-knowledgeCuriosity-driven expertise that cannot be taught or commoditised; feels like play to you, looks like work to others; the personal edge that drives outsized returns when combined with leverage.
leverageFour force-multipliers on effort: capital (permissioned), labour (permissioned), code (permissionless, zero marginal cost), media (permissionless, zero marginal cost).
angel-investingEarly-stage equity investing; AngelList’s democratisation via syndicates and compliance automation; Naval’s track record (Uber, Twitter, Notion); Spearhead fund.
startup-ecosystemInterconnected network of founders, investors, accelerators, and advisors enabling early-stage company formation; AngelList was built to open-source this network. (stub)

Personal Development

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long-term-thinkingConsistently choosing compounding long-term outcomes over short-term comfort — Naval’s “master principle” for wealth, health, relationships, and habits. (stub)
meditationNaval’s 60/60 self-examination practice (60 min/day for 60 days); calmness as cognitive superpower; clearing the mental inbox to dissolve chronic anxiety. (stub)
happiness-philosophyNaval Ravikant’s framework: happiness as the default state achieved by removing desire, quieting the monkey mind, and practising present-moment awareness — rooted in Eastern philosophy (Krishnamurti, Osho, Gita, Stoicism).
bhagavad-gitaHindu scripture teaching karma yoga — acting without attachment to outcomes; key philosophical influence on Naval Ravikant’s happiness and wealth philosophy. (stub)

Entities — Entrepreneurship, Philosophy & Personal Development

People

PageSummary
naval-ravikantIndian-American entrepreneur, angel investor, and philosopher; co-founder of AngelList; architect of the specific-knowledge/leverage wealth framework and the happiness-as-desirelessness philosophy.
babak-niviCo-founder of AngelList and Venture Hacks with Naval Ravikant; co-author of the February 2026 “vibe coding” essay.
tim-ferrissAuthor (4-Hour Workweek), podcast host, and angel investor; conducted two major Naval Ravikant interviews (2015, 2020); early AngelList syndicate power user.
eric-jorgensonCompiled The Almanack of Naval Ravikant (2020): 1M+ paid copies, 3M+ free digital copies; expanded edition September 2025.
kamal-ravikantNaval Ravikant’s brother; author of Love Yourself Like Your Life Depends On It (2012). (stub)

Organisations

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angellistStartup investment platform co-founded by Naval Ravikant and Babak Nivi (2010); democratised angel investing via syndicates; $4B valuation (2022); spawned CoinList.
coinlistToken fundraising and compliance platform spun out of AngelList (2017); $1.5B valuation (2021); hosted Solana, Algorand, Filecoin token sales. (stub)
venture-hacksStartup advice blog by Naval Ravikant and Babak Nivi (2007); demystified term sheets and fundraising; network seeded AngelList. (stub)