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Gwern.net newsletter (Substack subscription page)
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July 2021 News
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‘newsletter’ directory
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Changelog
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Gwern Branwen Creating Essays on Gwern.net
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The ‘Screwfly Solution’ Solution: Bi-Sexuality
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Open Questions § Fetish Economics
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Mastering Atari Games with Limited Data
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MuZero: Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
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Procedural Generalization by Planning with Self-Supervised World Models
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Procgen Benchmark: We’re releasing Procgen Benchmark, 16 simple-to-use procedurally-generated environments which provide a direct measure of how quickly a reinforcement learning agent learns generalizable skills
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Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning
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DORA: No-Press Diplomacy from Scratch
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Human-Level Performance in No-Press Diplomacy via Equilibrium Search
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Monkey Plays Pac-Man with Compositional Strategies and Hierarchical Decision-making
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Monkeys Play Pac-Man
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Fake It Till You Make It: Face analysis in the wild using synthetic data alone
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Acquisition of Chess Knowledge in AlphaZero
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RASP: Thinking Like Transformers
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https://huggingface.co/spaces/mullikine/ilambda
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KARASINGER: SCORE-FREE SINGING VOICE SYNTHESIS WITH VQ-VAE USING MEL-SPECTROGRAMS
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Percival: Making In-Browser Perceptual Ad Blocking Practical With Deep Learning
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Optimizing color for camouflage and visibility using deep learning: the effects of the environment and the observer’s visual system
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ML Scaling subreddit
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Open-Ended Learning Leads to Generally Capable Agents
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Generally Capable Agents Emerge from Open-Ended Play
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Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model
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Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, the World’s Largest and Most Powerful Generative Language Model
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GPT-3: Language Models are Few-Shot Learners
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The Pile: An 800GB Dataset of Diverse Text for Language Modeling
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Yuan 1.0: Large-Scale Pre-trained Language Model in Zero-Shot and Few-Shot Learning
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2021-10-11-xinzhiyuan-inspursource10gpt245b.html
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China Has Already Reached Exascale—On Two Separate Systems
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A General Language Assistant as a Laboratory for Alignment
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‘preference learning’ directory
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Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned
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Recursively Summarizing Books with Human Feedback
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Exploring the Limits of Large Scale Pre-training
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FLAN: Finetuned Language Models Are Zero-Shot Learners
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https://research.google/blog/introducing-flan-more-generalizable-language-models-with-instruction-fine-tuning/
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Unsupervised Neural Machine Translation with Generative Language Models Only
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Scaling Laws for Neural Machine Translation
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Data and Parameter Scaling Laws for Neural Machine Translation
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Training Verifiers to Solve Math Word Problems
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Solving Math Word Problems: We’ve Trained a System That Solves Grade School Math Problems With Nearly Twice the Accuracy of a Fine-Tuned GPT-3 Model. It Solves about 90% As Many Problems As Real Kids: a Small Sample of 9-12 Year Olds Scored 60% on a Test from Our Dataset, While Our System Scored 55% on Those Same Problems. This Is Important Because Today’s AI Is Still Quite Weak at Commonsense Multistep Reasoning, Which Is Easy Even for Grade School Kids. We Achieved These Results by Training Our Model to Recognize Its Mistakes, so That It Can Try Repeatedly Until It Finds a Solution That Works
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ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generation
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文心大模型-产业级知识增强大模型
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Structured Denoising Diffusion Models in Discrete State-Spaces
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Beyond In-Place Corruption: Insertion and Deletion In Denoising Probabilistic Models
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Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions
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Autoregressive Diffusion Models
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Step-unrolled Denoising Autoencoders for Text Generation
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Zero-Shot Translation using Diffusion Models
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Diffusion-LM Improves Controllable Text Generation
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LLaDA: Large Language Diffusion Models
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The Current Study Made a Huge Jump in the Sample Size from 700k to 5 Million. And It Looks like That Is All It Takes to Explain the Full SNP-h2 (50%). So, the Study Seems to Have Reached It Saturation Phase Where the ~12,000 Genome-Wide Signals Explained the Full H2SNP of Height, Which Is 50% (Note the Rest of 30% of the Twin H2 Is Likely Explained by Rare Variants).
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A Saturated Map of Common Genetic Variants Associated with Human Height from 5.4 Million Individuals of Diverse Ancestries
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‘Landmark’ study resolves a major mystery of how genes govern human height
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A common variant of HMGA2 is associated with adult and childhood height in the general population
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Improving GWAS discovery and genomic prediction accuracy in Biobank data
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https://www.nature.com/articles/s41586-021-03855-y
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Protein-coding repeat polymorphisms strongly shape diverse human phenotypes
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The sequences of 150,119 genomes in the UK biobank
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Discovery of 42 Genome-Wide Statistically-Significant Loci Associated with Dyslexia
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Somatic mutation rates scale with lifespan across mammals
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100,000 Genomes Pilot on Rare-Disease Diagnosis in Health Care—Preliminary Report
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Ultra-Rapid Nanopore Genome Sequencing in a Critical Care Setting
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Predicting skeletal stature using ancient DNA
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Molecular Support for Heterogonesis Resulting in Sesquizygotic Twinning
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A selection pressure landscape for 870 human polygenic traits
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Clonal genome evolution and rapid invasive spread of the marbled crayfish
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The genetic basis of tail-loss evolution in humans and apes
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Spectrum of human tails: A report of six cases
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A true human tail in neonate
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Conception: How Silicon Valley Hatched a Plan to Turn Blood into Lab-Made Human Eggs
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CRISPR Gene-Editing Experiment Partly Restores Vision In Legally Blind Patients
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In a First, Surgeons Attached a Pig Kidney to a Human, and It Worked: A kidney grown in a genetically altered pig functions normally, scientists reported. The procedure may open the door to a renewable source of desperately needed organs
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Kidneys From a Genetically Altered Pig Are Implanted in a Brain-Dead Patient: Surgeons at the University of Alabama at Birmingham Said They Hoped to Start Clinical Trials With Kidney Patients Later This Year
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In a First, Man Receives a Heart From a Genetically Altered Pig
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Pig Heart Transplant Failure: Doctors Detail Everything That Went Wrong
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https://www.nytimes.com/2024/03/21/health/pig-kidney-organ-transplant.html
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https://www.wired.com/story/combined-heart-pump-pig-kidney-transplant-surgery/
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A Cure for Type 1 Diabetes? For One Man, It Seems to Have Worked.
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Nuclear Fission: Reaction to the Discovery in 1939
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Alleged Sins of Science
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Don’t Worry—It Can’t Happen
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https://80000hours.org/podcast/episodes/tom-moynihan-prior-generations/
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Generalizability of heterogeneous treatment effect estimates across samples
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An Excess of Positive Results: Comparing the Standard Psychology Literature With Registered Reports
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Serendipity: Towards a taxonomy and a theory
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Truncating Bar Graphs Persistently Misleads Viewers
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Good News on Climate Change
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Advice to Young People, As You Face Annihilation
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https://www.wired.com/story/stop-telling-kids-theyll-die-from-climate-change/
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Genes, Ideology, and Sophistication
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Long-term Health and Social Outcomes in Children and Adolescents Placed in Out-of-Home Care
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Moral disciplining: the cognitive and evolutionary foundations of puritanical morality
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Time-tagged ticker tapes for intracellular recordings
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https://x.com/DingchangLin/status/1448809886477860865
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Recording of cellular physiological histories along optically readable self-assembling protein chains
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Infinite re-reading of single proteins at single-amino-acid resolution using nanopore sequencing
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Molecular recording of sequential cellular events into DNA
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Multiplex genomic recording of enhancer and signal transduction activity in mammalian cells
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A temporally resolved, multiplex molecular recorder based on sequential genome editing
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A Multisite Preregistered Paradigmatic Test of the Ego-Depletion Effect
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Ego Depletion May Disappear by 2020
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Physical principles for scalable neural recording
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Can One Concurrently Record Electrical Spikes from Every Neuron in a Mammalian Brain?
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Tracking neural activity from the same cells during the entire adult life of mice
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Imaging intact human organs with local resolution of cellular structures using hierarchical phase-contrast tomography
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Computation in the human cerebral cortex uses less than 0.2 watts yet this great expense is optimal when considering communication costs
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Energy compensation and adiposity in humans
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The Future of Weight Loss
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Anti-obesity drug discovery: advances and challenges
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Striking individual differences in color perception uncovered by ‘the dress’ photograph
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Asymmetries in blue-yellow color perception and in the color of ‘the dress’
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The many colors of ‘the dress’
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Illumination assumptions account for individual differences in the perceptual interpretation of a profoundly ambiguous stimulus in the color domain: ‘The dress’
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A pathogenic fungus uses volatiles to entice male flies into fatal matings with infected female cadavers
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Assessing the calorific importance of episodes of human cannibalism in the Paleolithic
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Cannibalism
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How Long Could One Survive Eating Yourself?
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Blood, sweat, & tears: extraterrestrial regolith biocomposites with In Vivo binders
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Preliminary Study Of The Nuclear Subterrene
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Those Magnificent Men and Their Atomic Machines: The Atomic Subterrene
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The YouTube Revolution in Knowledge Transfer
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The Halo Drive: Fuel-Free Relativistic Propulsion of Large Masses via Recycled Boomerang Photons
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Neutron tomography of Van Leeuwenhoek’s microscopes
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https://ilovetypography.com/2018/08/24/a-brief-history-of-the-index/
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Better Eats
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The Paper of Record Meets an Ephemeral Web: An Examination of Linkrot and Content Drift within The New York Times
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Co-dfns: A data parallel compiler hosted on the GPU § 2.1.4 Idiomatic APL
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https://www.pnas.org/doi/10.1073/pnas.2016976118
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https://www.happierlivesinstitute.org/uploads/1/0/9/9/109970865/cash_transfer_meta-analysis_working_paper_1.53.pdf#page=2
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Empirical audit and review and an assessment of evidentiary value in research on the psychological consequences of scarcity
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Only the Bad Die Young: Restaurant Mortality in the Western US
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Why Philosophers Should Care About Computational Complexity
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The Psychology of Existential Risk: Moral Judgments about Human Extinction
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Language and thought are not the same thing: evidence from neuroimaging and neurological patients
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Fundamentally Misunderstanding Visual Perception: Adults’ Belief in Visual Emissions
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Laser ablation of human guilt
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2018-08-06-jamieclarke-shovelknightdropcaps.html
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https://www.steelypips.org/wotfaq/2_nondark/2.7_generalities/2.7.5_iconography.html
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https://wot.fandom.com/wiki/Category:Chapter_art
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A Practical Guide to Evil
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https://x.com/MooCheese/status/1381635386703773700
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The Pink Panthers
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