danregima

## nl_to_atomese.py
#!/usr/bin/env python3
"""
Natural Language → Atomese Converter.

Converts English sentences into OpenCog Atomese s-expressions using:
1. Rule-based pattern matching (fast, deterministic)
2. LLM-assisted parsing (complex sentences, fallback)

Usage:
    python3 nl_to_atomese.py "The cat sat on the mat"

## knowledge_miner.py
"""
knowledge_miner.py — LLM Response → AtomSpace Knowledge Encoding Pipeline

Encodes Phive Senses LLM outputs as first-class atoms in the AtomSpace with:
  - GenerationLink provenance (which model generated what)
  - SenseNode truth values (model accuracy tracking)
  - PLN cross-validation against existing knowledge
  - Confidence scoring for knowledge mining

Architecture:

## phive_senses.py
"""
phive_senses.py — The Phive Senses Cognitive Router
OpenCog-driven dispatch to hyperspecialized micro-models.

Architecture:
  Input → OpenCog AtomSpace (classify task type) → Route to Sense → Response

Senses:
  1. LOGOS   — NL↔Atomese translation, structured extraction (Qwen3.5-0.8B)
  2. NOESIS  — Chain-of-thought reasoning, inference (DeepSeek-R1-Distill-1.5B)

## SYNC_INSTRUCTIONS.md

      
              1 file
            
          
              0 forks
            
          
                0 comments
              
            
              0 stars
            
          
                danregima
                / SYNC_INSTRUCTIONS.md
            
            
              Created
              December 3, 2025 17:47
            
              
                Deep Tree Echo A000081 Evolution - Sync Instructions
              
          
    Repository Sync Instructions

Current Status


Repository: cogpy/cogpilot.jl
Branch: unified-a000081-evolution (local)
Commit: 4499870c
Status: Changes committed locally, unable to push due to authentication

Changes Summary


5 new modules (~2,250 lines)


## EVOLUTION_SUMMARY.md

      
              1 file
            
          
              0 forks
            
          
                0 comments
              
            
              0 stars
            
          
                danregima
                / EVOLUTION_SUMMARY.md
            
            
              Created
              December 3, 2025 17:47
            
              
                Deep Tree Echo A000081 Evolution - Summary
              
          
    Deep Tree Echo Evolution Summary

Session Date

November 24, 2025
Objective

Evolve the Deep Tree Echo system by integrating Julia packages into a cohesive
deep tree echo state reservoir computer with b-series ridges, p-system reservoirs,
j-surface elementary differentials, and rooted tree feedback mechanisms unified
under OEIS A000081.

  
## 0001-Evolve-Deep-Tree-Echo-Unify-all-components-under-A00.patch
From 4499870c55234408f6777f79c876c2959ca41986 Mon Sep 17 00:00:00 2001
From: danregima <10253941+danregima@users.noreply.github.com>
Date: Sun, 23 Nov 2025 19:12:39 -0500
Subject: [PATCH] Evolve Deep Tree Echo: Unify all components under A000081
 ontogenetic framework
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

This commit implements the complete unification of the Deep Tree Echo State
	#!/usr/bin/env python3
	"""
	Natural Language → Atomese Converter.

	Converts English sentences into OpenCog Atomese s-expressions using:
	1. Rule-based pattern matching (fast, deterministic)
	2. LLM-assisted parsing (complex sentences, fallback)

	Usage:
	python3 nl_to_atomese.py "The cat sat on the mat"
	"""
	knowledge_miner.py — LLM Response → AtomSpace Knowledge Encoding Pipeline

	Encodes Phive Senses LLM outputs as first-class atoms in the AtomSpace with:
	- GenerationLink provenance (which model generated what)
	- SenseNode truth values (model accuracy tracking)
	- PLN cross-validation against existing knowledge
	- Confidence scoring for knowledge mining

	Architecture:
	"""
	phive_senses.py — The Phive Senses Cognitive Router
	OpenCog-driven dispatch to hyperspecialized micro-models.

	Architecture:
	Input → OpenCog AtomSpace (classify task type) → Route to Sense → Response

	Senses:
	1. LOGOS — NL↔Atomese translation, structured extraction (Qwen3.5-0.8B)
	2. NOESIS — Chain-of-thought reasoning, inference (DeepSeek-R1-Distill-1.5B)
	From 4499870c55234408f6777f79c876c2959ca41986 Mon Sep 17 00:00:00 2001
	From: danregima <10253941+danregima@users.noreply.github.com>
	Date: Sun, 23 Nov 2025 19:12:39 -0500
	Subject: [PATCH] Evolve Deep Tree Echo: Unify all components under A000081
	ontogenetic framework
	MIME-Version: 1.0
	Content-Type: text/plain; charset=UTF-8
	Content-Transfer-Encoding: 8bit

	This commit implements the complete unification of the Deep Tree Echo State