GESA Framework

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Disclaimer ​

Effective Date: February 2026 Last Updated: February 2026

General Disclaimer ​

GESA Framework ("we", "us", or "our") provides optimization framework documentation, implementation guides, and educational resources for analytical and educational purposes only.

1. No Professional Advice ​

GESA Framework documentation is not professional business advice, technical consulting, or system architecture advice.

You are solely responsible for your implementation decisions, including:

  • Episode schema design and storage backend selection
  • Temperature profile selection and cooling rate configuration
  • Generator architecture (rule-based, LLM, or hybrid)
  • Integration with your production systems

2. No Guaranteed Results ​

GESA provides patterns and principles, but:

  • ❌ We cannot guarantee that GESA will improve your system's decision quality
  • ❌ We are not responsible for outcomes from implementing GESA in production
  • ❌ Episode-based learning depends on episode quality — garbage in, garbage out

Implementation success depends on:

  • Quality and volume of the episode store
  • Appropriateness of the temperature profile for your domain
  • Quality of the generator implementation
  • Accuracy of outcome measurement

3. Framework Limitations ​

Cold Start ​

GESA provides no meaningful recommendations until a minimum episode store is established (~20 episodes per domain). During cold start, recommendations are exploratory and should be treated as such.

Decay Constants ​

The default temporal decay constants (30–180 days) are starting points. Domains vary significantly. Incorrect decay constants will over-weight stale episodes or under-weight recent ones.

Adaptive Cool ​

The Adaptive Cool profile requires sufficient episode history to function correctly. Deploying it before the threshold is met will produce unreliable cooling behaviour.

4. No Affiliation ​

GESA Framework is not affiliated with, endorsed by, or sponsored by:

  • Anthropic (Claude AI) or any AI provider
  • Cloudflare, Azure, or any infrastructure provider
  • Any academic institution or research body

GESA is an independent framework developed by Semantic Intent.

5. Limitation of Liability ​

To the maximum extent permitted by law, Semantic Intent and its contributors are not liable for:

  • Poor optimization outcomes from GESA implementation
  • Production system failures resulting from GESA integration
  • Incorrect recommendations from an insufficiently populated episode store
  • Consequential, incidental, or punitive damages

Your use of GESA Framework is at your sole risk.

6. Contact ​

Patterns found, not forced. Use accordingly. 🦅