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Changelog

All notable changes to the Cormorant Foraging Framework will be documented in this file.

The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.


[2.0.0] - 2026-03-07

Added

  • GESA.md — Full specification for Layer ∞ (Generative Episodic Simulated Annealing)
    • 8-step optimization loop: OBSERVE → RETRIEVE → GENERATE → ANNEAL → SELECT → ACT → STORE → COOL
    • Episode similarity formula with 5 weighted dimensions
    • Temperature profiles (Fast Cool, Standard, Slow, Adaptive)
    • Three loop invariants, episode schema, candidate scoring
  • PHILOSOPHICAL-FOUNDATIONS.md — Epistemological, ontological, and information-theoretic foundations
    • Observable anchoring grounded in empiricism, logical positivism, pragmatism
    • Structural realism, natural kinds analysis, embodied cognition
    • Shannon entropy and Kolmogorov complexity perspectives
    • Ethics of transparency and autonomy
  • COMPARATIVE-ANALYSIS.md — Cross-dimensional validation and scoring methodology comparison
    • Worked examples for additive, multiplicative, and exponential scoring
    • Design independence evidence across production systems
    • Mathematical model comparison and dimensional independence tests

Changed

  • README.md — Major rewrite for v2.0.0
    • Subtitle: "Three-Dimensional Taxonomy" → "Multi-Layered Architecture"
    • Abstract expanded to include GESA and the complete stack
    • Added complete ASCII stack diagram (3D → DRIFT → Fetch → GESA)
    • Added Layer ∞ GESA section
    • Updated ecosystem tree with all 5 DOIs
    • Added Project Phoenix and StratIQX to Applications
    • Updated repository structure to reflect new files
  • DERIVED-LAYERS.md — Added GESA as Layer ∞
    • Replaced experimental "Potential Layer 3: Adapt" section with full GESA summary
    • Added dependency chain diagram showing GESA's relationship to prior layers
  • CITATION.cff — Bumped to v2.0.0
    • Updated title and abstract to reflect multi-layered architecture
    • Added GESA-related keywords (generative-episodic-simulated-annealing, optimization, episodic-memory)
    • Added Project Phoenix and Semantic Intent SSOT references
    • Updated PACE DOI to latest version

[1.0.0] - 2026-01-10

Added

  • Initial public release of the Cormorant Foraging Framework
  • Complete documentation of the three-dimensional taxonomy (Sound, Space, Time)
  • Derived layers documentation (DRIFT and Fetch)
  • Empirical validation data from production systems:
    • ChirpIQX: 78% prediction accuracy
    • PerchIQX: 398 passing tests
    • WakeIQX: 85% context retention
  • Applications documentation covering:
    • PACE Pattern (DOI: 10.5281/zenodo.18049371)
    • 6D Foraging Methodology (DOI: 10.5281/zenodo.18209946)
    • HEAT Framework
    • PlayIQX, BrowserLLM implementations
  • Citation metadata (CITATION.cff) with references to related works
  • Creative Commons Attribution 4.0 International license

Design Principles

  • Observable anchoring: Every measurement ties to detectable physical properties
  • No speculation: Excludes predictions, intent, and normative judgments
  • Clean layering: Each layer has single responsibility with clear dependencies
  • No circular dependencies: Feedback returns to Layer 0 for re-sensing
  • Emergent discovery: Patterns found, not forced

Production Systems

  • ChirpIQX (Sound): Fantasy sports intelligence via MCP server
  • PerchIQX (Space): Database schema intelligence for Cloudflare D1
  • WakeIQX (Time): Temporal context continuity management

For the latest version, visit cormorantforaging.dev