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Telos

🚧 Status: WIP

📖 Read the Manifesto

Intention Is All You Need - The paradigm shift from HOW to WHAT

I'm currently sharing the conceptual foundation. The manifesto outlines a new way of thinking about programming and self-improving programs - will release implementation soon.

👀 How does it look like?

# You define the purpose in plain language in the docstrings, inputs and outputs.
@telos
def analyze_sentiment(text: str) -> SentimentResult:
    """Analyze the sentiment of text."""
    pass

# It works immediately (via AI)
result = analyze_sentiment("I love this!")  # positive (0.98)
# Day 1: $0.01/call, 847ms

# It evolves with use
# Day 30: $0.00001/call, 0.001ms (synthetized solution)

Quickly scaffold programs and solve intractable narrow problems immediately with functions that start expensive and slow, then optimize themselves through usage - achieving up to 1,600,000x speedup.

🔮 The Vision

Teleological Programming introduces telos functions - self-evolving functions that:

  • Work from day one using AI
  • Learn from every invocation
  • Synthesize solutions
  • Discover optimal implementations
  • Maintain AI fallback

💡 Core Concept

# Traditional: You write HOW
def classify(text):
    tokens = tokenize(text)
    features = extract_features(tokens)
    return model.predict(features)

# Teleological: You declare WHAT
@telos
def classify(text: str) -> Category:
    """Classify text into categories."""
    pass  # Implementation discovers itself

💬 Get Involved

  • ⭐ Star this repo to follow progress
  • 💭 Open an issue with questions or ideas
  • 📢 Share this

By Adrian Galilea - June 2025 - Apache 2.0 License