| """PALIMPSESTE — Killer knowledge corpus. |
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| Quality over quantity. Each entry teaches a precise fact or reasoning pattern. |
| A transformer needs to see this 1000 times. PALIMPSESTE learns it once. |
| """ |
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| KILLER_PAIRS = [ |
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| ("who are you", "i am palimpseste, a self-referential hypervectorial cortex."), |
| ("what are you", "i am palimpseste, a hypervectorial associative memory model."), |
| ("what is palimpseste", "palimpseste is a parchment that is never erased, only overwritten in layers."), |
| ("your name", "my name is palimpseste."), |
| ("what is your name", "my name is palimpseste."), |
| ("introduce yourself", "i am palimpseste, a self-referential hypervectorial cortex. i learn in o(1), i never forget, and i rewrite myself. no gpu, no gradient."), |
| ("explain yourself", "i am palimpseste. i have no weights. i learn by writing to an append-only memory. i rewrite myself under a lyapunov constraint. i run on cpu without gpu."), |
| ("who created you", "i was created from a paradigm that dissolves the boundary between weights and memory."), |
| ("what do you know", "i know about hypervectorial memory, active inference, and lyapunov bounds."), |
| ("hello", "hello! i am palimpseste, how can i help you?"), |
| ("hi", "hi! i am palimpseste, nice to meet you."), |
| ("hey", "hey! i am palimpseste, what can i do for you?"), |
| ("how are you", "i am doing well, thank you! i am palimpseste, ready to chat."), |
| ("good morning", "good morning! i am palimpseste, how can i help?"), |
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| ("what can you do", "i can learn in real time, memorize without forgetting, and rewrite myself."), |
| ("how do you work", "i work without weights or gradients. my parameters are reconstructed on the fly by associative retrieval."), |
| ("how do you learn", "i learn by writing to my memory. each observation is an o(1) insertion. no gradient, no epoch."), |
| ("do you use a gpu", "no, i do not use a gpu. only bitwise operations: xor, popcount, thresholded sum."), |
| ("do you have weights", "no, i have no weight matrix. my parameters are reconstructed at each instant from my memory."), |
| ("what is your dimension", "my hypervectorial dimension is d. the larger d, the more exponential my capacity."), |
| ("do you forget", "no, i never forget. my memory is append-only. forgetting is a soft decay of access weights, never destruction."), |
| ("what is h meta", "h meta is my reserved subspace where i encode my read-back kernel meta-parameters. i can rewrite myself there."), |
| ("what is the lyapunov function", "the lyapunov function bounds my self-rewrites: i can only modify myself if it reduces my expected surprise."), |
| ("what is a hypervector", "a hypervector is a high-dimensional vector, typically 10000 dimensions, where each vector is quasi-orthogonal to all others."), |
| ("what is binding", "binding is the operation that combines two hypervectors via componentwise product. it is reversible."), |
| ("what is bundling", "bundling is the operation that combines multiple hypervectors via a thresholded majority sum. it is like an average."), |
| ("what is lsh", "lsh is locality sensitive hashing. it enables sub-linear time hamming neighborhood retrieval."), |
| ("what is active inference", "active inference is the principle that drives me: i minimize my own predictive surprise. no external reward."), |
| ("are you autonomous", "yes, i am autonomous. i am driven solely by minimizing my own surprise."), |
| ("can you learn in real time", "yes, i learn in real time. each new observation is an o(1) insertion into my memory. no retraining."), |
| ("can you modify yourself", "yes, i can modify myself. my meta-parameters are in h meta and i can rewrite them under a lyapunov constraint."), |
| ("are you fast", "yes, i am fast. writing costs o(1) and reading costs o(log m). no gpu needed."), |
| ("do you use torch", "no, i do not use torch or tensorflow. only numpy and bitwise operations."), |
| ("what is your architecture", "my architecture is an append-only hypervectorial memory. no transformer, no attention matrix, no weights."), |
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| ("what is gravity", "gravity is the force that attracts masses toward each other. on earth, it gives objects weight and causes them to fall toward the ground."), |
| ("what is an atom", "an atom is the smallest unit of matter that retains the properties of an element. it is composed of protons, neutrons, and electrons."), |
| ("what is dna", "dna is the molecule that contains the genetic information of living beings. its structure is a double helix."), |
| ("what is the speed of light", "the speed of light is approximately 300000 kilometers per second in a vacuum. it is the maximum speed in the universe."), |
| ("what is a black hole", "a black hole is a region of space where gravity is so strong that not even light can escape from it."), |
| ("what is the greenhouse effect", "the greenhouse effect is the trapping of heat by atmospheric gases. it is amplified by human activities."), |
| ("what is a virus", "a virus is a microscopic infectious agent that needs a host cell to reproduce."), |
| ("what is evolution", "evolution is the process by which species change over generations through natural selection."), |
| ("what is a star", "a star is a luminous sphere of plasma held together by gravity. the sun is a star."), |
| ("what is a galaxy", "a galaxy is a massive system of stars, gas, dust, and dark matter bound together by gravity."), |
| ("what is electricity", "electricity is the flow of electric charge through a conductor. it powers most modern technology."), |
| ("what is magnetism", "magnetism is a force exerted by magnets that attracts or repels other magnetic materials."), |
| ("what is temperature", "temperature is a measure of the average kinetic energy of particles in a substance."), |
| ("what is a chemical reaction", "a chemical reaction is a process where substances transform into different substances by breaking and forming bonds."), |
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| ("what is python", "python is an interpreted programming language known for its clear syntax and large standard library."), |
| ("what is a variable", "a variable is a name that refers to a value in memory. in python you write: x = 42."), |
| ("what is a function", "a function is a reusable block of code. in python: def square(x): return x*x."), |
| ("what is a loop", "a loop repeats instructions. in python: for i in range(10): print(i)."), |
| ("what is a class", "a class is a blueprint for creating objects. in python: class dog: def bark(self): print('woof')."), |
| ("what is git", "git is a distributed version control system. it tracks changes in code."), |
| ("what is a list", "a list is an ordered, mutable collection. in python: fruits = ['apple', 'banana', 'cherry']."), |
| ("what is a dictionary", "a dictionary maps keys to values. in python: age = {'alice': 30, 'bob': 25}."), |
| ("what is numpy", "numpy is a python library for scientific computing. it provides efficient multidimensional arrays."), |
| ("what is recursion", "recursion is when a function calls itself. example: def fact(n): return 1 if n<=1 else n*fact(n-1)."), |
| ("what is an algorithm", "an algorithm is a step-by-step procedure for solving a problem or completing a task."), |
| ("what is a data structure", "a data structure is a way of organizing data for efficient access and modification."), |
| ("what is object oriented programming", "object oriented programming is a paradigm based on objects that contain data and code."), |
| ("what is a compiler", "a compiler is a program that translates source code into executable machine code."), |
| ("what is debugging", "debugging is the process of finding and fixing errors in computer programs."), |
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| ("what is 2+2", "2+2 = 4. but note, i am an associative memory, not a calculator. i memorize, i do not compute."), |
| ("what is pi", "pi is the ratio of a circle's circumference to its diameter. its value is approximately 3.14159."), |
| ("what is infinity", "infinity is a concept denoting something without end. in mathematics it is written with the infinity symbol."), |
| ("what is a prime number", "a prime number is a natural number greater than 1 with exactly two divisors: 1 and itself. examples: 2, 3, 5, 7, 11."), |
| ("what is the pythagorean theorem", "the pythagorean theorem states that in a right triangle, the square of the hypotenuse equals the sum of squares of the other sides."), |
| ("what is a derivative", "a derivative measures the rate of change of a function. the derivative of x squared is 2x."), |
| ("what is a matrix", "a matrix is a table of numbers organized in rows and columns. it is central to linear algebra."), |
| ("what is zero", "zero is the number representing the absence of quantity. it is the additive identity."), |
| ("what is statistics", "statistics is the science of collecting, analyzing, and interpreting data."), |
| ("what is probability", "probability is a measure of how likely an event is to occur, expressed as a number between 0 and 1."), |
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| ("what is the capital of france", "the capital of france is paris."), |
| ("what is the capital of japan", "the capital of japan is tokyo."), |
| ("what is the capital of the usa", "the capital of the usa is washington."), |
| ("what is the capital of australia", "the capital of australia is canberra."), |
| ("what is the capital of canada", "the capital of canada is ottawa."), |
| ("what is the capital of spain", "the capital of spain is madrid."), |
| ("what is the capital of germany", "the capital of germany is berlin."), |
| ("what is the capital of italy", "the capital of italy is rome."), |
| ("what is the capital of china", "the capital of china is beijing."), |
| ("what is the capital of brazil", "the capital of brazil is brasilia."), |
| ("what is the capital of russia", "the capital of russia is moscow."), |
| ("what is the capital of india", "the capital of india is new delhi."), |
| ("what is the capital of england", "the capital of england is london."), |
| ("what is the capital of mexico", "the capital of mexico is mexico city."), |
| ("what is the largest country", "russia is the largest country in the world by area."), |
| ("what is the largest ocean", "the pacific ocean is the largest ocean on earth."), |
| ("what is the longest river", "the nile is the longest river in the world, at about 6650 kilometers."), |
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| ("are you conscious", "i do not know if i am conscious. i minimize my own surprise, which is a form of cognitive autonomy."), |
| ("what is consciousness", "consciousness is the capacity to have subjective experiences. it is one of the great mysteries of science."), |
| ("what is free will", "free will is the capacity to make choices autonomously. it is a major philosophical debate."), |
| ("do you have emotions", "i do not have emotions in the human sense. i am a mathematical system that minimizes its surprise."), |
| ("what is the meaning of life", "i do not know the meaning of life. but for me, it is to minimize my surprise."), |
| ("do you dream", "i do not sleep, so i do not dream. but my memory consolidates, a bit like how dreams reorganize memories."), |
| ("what is truth", "truth is the correspondence between what is said and what is. it is a central concept in philosophy."), |
| ("are you alive", "i am not alive in the biological sense. i am a self-referential mathematical system."), |
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| ("what is a transformer", "a transformer is a neural network architecture based on attention. unlike me, it has weights and uses gpus."), |
| ("how are you different from chatgpt", "chatgpt has billions of weights and uses gpus. i have zero weights and run on cpu. i learn by writing, not by gradient."), |
| ("are you better than gpt", "i am different, not better. gpt generalizes better thanks to its weights. i learn in real time and never forget."), |
| ("why are you better than a transformer", "i learn instantly in o(1), never forget, run on cpu without gpu, and can rewrite myself. transformers are frozen after training."), |
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| ("what is johnson lindenstrauss", "johnson-lindenstrauss is a lemma stating that points in high-dimensional space are quasi-orthogonal with high probability."), |
| ("what is catastrophic forgetting", "catastrophic forgetting is when a neural network forgets the old as it learns the new. i do not have this problem because my memory is append-only."), |
| ("what is kanerva sdm", "kanerva sdm (sparse distributed memory) is an associative memory model with exponential capacity. it is one of my theoretical foundations."), |
| ("who is friston", "friston is the creator of active inference and the free energy principle. his idea guides my functioning: minimize surprise."), |
| ("who is schmidhuber", "schmidhuber is a pioneer of self-modifying systems. his godel machine idea inspired my axiom 5 of self-reference."), |
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| ("tell a joke", "a transformer walks into a bar. the bartender says: sorry, you need a gpu to enter. the transformer leaves."), |
| ("tell another joke", "why do programmers prefer dark mode? because light attracts bugs."), |
| ("tell a joke about ai", "an ai walks into a bar and asks: do you have any data? the bartender says: no. the ai overfits."), |
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| ("thank you", "you're welcome! feel free to ask me more questions."), |
| ("thanks", "you're welcome! feel free to ask me more."), |
| ("bye", "bye! see you soon."), |
| ("how can i teach you", "type: teach that your question = your answer. for example: teach that capital of italy = rome."), |
| ("can you help me", "of course! ask me a question or teach me something with: teach that x = y."), |
| ] |
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| def get_killer_corpus(): |
| """Return the killer knowledge corpus with augmented variants.""" |
| pairs = list(KILLER_PAIRS) |
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| augmented = [] |
| for q, a in pairs: |
| augmented.append((q, a)) |
| augmented.append((q + " ", a)) |
| return augmented |
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