Terse¶
Law I
"Knowledge is not stored, it is organized. Retrieval is not lookup, it is reconstruction."
Law II
"Capability is not authorization."
Law III
"The compiler works harder so you don't have to."
Terse is an original programming language designed for AI systems — conceived and built by Lesley Ancion of Goatface Tech. It reads like English, compiles to native machine code via LLVM, and treats compression, inference, and knowledge graphs as first-class language primitives rather than libraries.
Every language that exists was designed for general computing, then adapted for AI. Terse is different. It was designed for AI from day one.
What Makes Terse Different¶
| Feature | Most Languages | Terse |
|---|---|---|
| Inference | Library call | Language keyword |
| Compression | Manual / library | First-class type |
| Knowledge graphs | Build it yourself | Native primitive |
| Sequence learning | External ML library | Built-in via learn / predict |
| AI primitives | Bolted on | Core grammar |
| Speed | Interpreted or GC | Native via LLVM |
| Readability | Syntax-heavy | Reads like English |
Syntax Preview¶
// Declare knowledge
know dog is animal
know dog has fur, legs 4
// Relationships
dog chases cat
cat fears dog
// Inference rules
when has fur then is mammal
// Inference
infer dog
// Sequence learning
learn dog chases cat runs away
predict after chases
// Functions
to classify thing
infer thing
return thing
// Loops
each creature in animal
classify creature
Project Status¶
- ✅ Session 1 — Lexer & Parser
- ✅ Session 2 — Interpreter, Knowledge Base & Markov Chains
- ✅ Session 3 — Loops, main.py & First Running Program
- ✅ Session 4 — REPL & Interactive Prompt
- 🔵 Session 5 — Error Handling, While Loop Tests & Second Example
- ⚪ Future — Tensors, Compression, Ethics Rules, Standard Library
Phase 1 — Python Interpreter: ~75% complete
The Vertical Stack¶
Terse is part of a larger vision. Three original works by Lesley Ancion under the Goatface Tech brand:
- NCI — Native Compression Intelligence. The AI architecture Terse is the native language of.
- Terse — The language. Compression, inference, and knowledge graphs as core grammar.
- NCI Ethics Core — A dedicated hardware chip that executes Terse ethics rules in silicon. You can't jailbreak hardware.
The language, the AI, and the silicon — designed together from day one.
Author¶
Lesley Ancion · Goatface Tech · Sundre, Alberta · 2026
Concept disclosed and timestamped. See concept disclosure PDF.