Text Generators

⚙️ N-GRAMS · MARKOV CHAINS · NEURAL NETS

Statistical generation — text produced through probability and prediction. Each system learns the rhythm of language by imitation.

• Third Party N-Gram Generator — Classic probabilistic word chaining.
• Tolkacz Chatbot — N-gram engine reimagined as dialogue.
• Old Infinite Monkeys 3 — Early Markov chain playground.
• Neural Net Text Generator — Lightweight neural inference demo.
• Trigram Generator — Triple-token language prediction.
• N = G = R = A = M = S — Unweighted n-gram dataset experiment.
• Tolkacz Poem Generator — Sort of like Tolkacz Chatbot, but with cleaner poetic lines.
• TinyGPT — Miniature transformer text model in the browser

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🧩 TEMPLATES · CONTEXT-FREE GRAMMARS

Rule-based creation — text unfolds from structural blueprints and recursive grammars.

• Grammar Mirror — Translates poems into part-of-speech skeletons and regrows them.
• Recursive Production Grammar — Build your own context-free grammar rules.
• Dead Kitty: Grammar Generator - Generates context-free grammar out of a seed poem. 
• Lindenmayer Grammar Tutorial — Botanical recursion applied to text (L-Systems).
• Misorientation Engine — A transformational grammar that inverts syntactic and semantic orientation.
• Lindenmayer Grammar Text Generator — Use L-Systems to generate text.
• Grammar of Eden - Template-based text production. 
• Context-sensitive grammar demo - Takes multiple symbols on the lhs. 
• Autocatalytic Grammar - Grammar mutates as it generates. 

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🔐 CRYPTOGRAPHY · COMPRESSION

Transformational generation — language treated as data, encoded and reborn through cryptic process. Meaning becomes a cipher; the poem, a compression algorithm.

• Compression & Expansion Engine — Compresses text, then re-decompresses it generatively.
• Encryption Poetry Generator — Encrypts and decrypts poems to generate new verses.
• Hash Poetics: The Prophecy Engine — Hash-based linguistic prophecy.
• Automatic Invocation — Sigilized text generation: ritual hashing of intention.

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🧮 CONSTRAINT ENGINES

Law-driven poetics — limitation as creation. Rules define the possible; syntax obeys its own gravity.

• Oulipo Lab — A workshop of classical and digital Oulipian constraints.
• Cascade Constraint Engine — Multi-layer constraint processor.
• Poetry Degenerator — Meaning loss through iterative reduction.
• Echo Drift with Semantic Springs — A constraint-based generator tuned by semantic tension.

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🧫 BIOLOGICAL METHODS · EVOLUTIONARY GRAMMARS

Language as life — texts that breed, mutate, and evolve. Meaning emerges through selection, inheritance, and adaptation.

• Language Genome — Genetic grammar where linguistic traits evolve like DNA.
• Unnatural Selection — Genetic algorithm that breeds poems through fitness.
• POS Cellular Automaton — Grammatical species evolving across a textual grid.

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🧬 MISCELLANEOUS · HYBRID SYSTEMS

Experiments beyond category — language as biology, noise, or simulation. Where text behaves like matter.

• Mispronunciation Choir — Phonetic drift and sonic mutation.
• Sorting Hat Automaton — Lexical classifier and personality test of words.
• Bayes Chant Engine — Bayesian inference turned into probabilistic prayer.
• Entropy Slider — Adjusts disorder in generated language; a thermodynamic poem.
• CFG x Markov Generator - Hybrid model. Uses N-grams and CFG
• Word Mutator - Mutate new and unusual words. 
• Word Generator - Generate word based on formula ConsonantCluster-Vowel-ConsonantCluster.
• Nonsense Poem Generator - Generate a poem with nonsense words based on Word Generator formula.
• Self-completing String - Spits text until it runs across an exit condition.