CRQ-44: crq 011 bott periodicity #13
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WalkthroughReplaces an informal one-line directive in task.md with a structured task document for CRQ-44, including a title, empty Objective and Description sections, and a reference to the full CRQ document path. Changes
Sequence Diagram(s)Estimated code review effort🎯 1 (Trivial) | ⏱️ ~2 minutes Pre-merge checks (3 passed)✅ Passed checks (3 passed)
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please review this ticket, look at the crq and help us plan next steps |
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🧹 Nitpick comments (1)
task.md (1)
1-1: Normalize title and identifiersUse consistent casing and identifiers to match the CRQ naming used elsewhere.
-# Task for CRQ-44: crq 011 bott periodicity +# Task for CRQ-44: CRQ-011 Bott Periodicity
| ## Objective | ||
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| ## Description | ||
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🛠️ Refactor suggestion
Make the task actionable (fill Objective/Description and add criteria)
Empty sections make the task non-executable. Propose concise, concrete content and acceptance criteria.
## Objective
-
-
+Establish a research initiative to identify repeating patterns in the project lifecycle, performance, and operations (inspired by Bott Periodicity) to improve forecasting, resource allocation, planning, and risk management.
## Description
-
-
+Scope:
+- Collect historical project/ops data; define event schemas and timelines.
+- Apply time-series, signal-processing, and pattern-recognition techniques.
+- Build baseline predictive models; document discovered periodic patterns.
+
+Out of scope:
+- Formal mathematical Bott periodicity theorems.
+- Immediate fixes for known non-periodic issues.
+
+Dependencies:
+- Comprehensive historical data availability; data-science expertise.
+
+Verification:
+- Statistical significance of detected periodicities and improved prediction accuracy vs. baseline.
+
+## Acceptance criteria
+- Versioned dataset and data dictionary committed.
+- Baseline forecast and ≥1 periodicity-informed model with measured lift over baseline (define metric and target).
+- Report summarizing discovered patterns, limitations, and next steps.📝 Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| ## Objective | |
| ## Description | |
| ## Objective | |
| Establish a research initiative to identify repeating patterns in the project lifecycle, performance, and operations (inspired by Bott Periodicity) to improve forecasting, resource allocation, planning, and risk management. | |
| ## Description | |
| Scope: | |
| - Collect historical project/ops data; define event schemas and timelines. | |
| - Apply time-series, signal-processing, and pattern-recognition techniques. | |
| - Build baseline predictive models; document discovered periodic patterns. | |
| Out of scope: | |
| - Formal mathematical Bott periodicity theorems. | |
| - Immediate fixes for known non-periodic issues. | |
| Dependencies: | |
| - Comprehensive historical data availability; data-science expertise. | |
| Verification: | |
| - Statistical significance of detected periodicities and improved prediction accuracy vs. baseline. | |
| ## Acceptance criteria | |
| - Versioned dataset and data dictionary committed. | |
| - Baseline forecast and ≥1 periodicity-informed model with measured lift over baseline (define metric and target). | |
| - Report summarizing discovered patterns, limitations, and next steps. |
🤖 Prompt for AI Agents
In task.md around lines 3 to 8, the Objective and Description sections are empty
making the task non-executable; fill Objective with a single-sentence goal,
Description with 2–3 concise steps explaining what to implement and why, and add
clear acceptance criteria as bullet-style items (e.g., specific behaviors,
inputs/outputs, tests or verification steps). Ensure the Objective states the
deliverable, the Description lists implementation steps and any constraints, and
the acceptance criteria include measurable checks such as "function X returns Y
for input Z," "unit tests covering cases A/B passed," and "documentation/README
updated."
| Refer to /data/data/com.termux.nix/files/home/pick-up-nix/source/github/meta-introspector/submodules/docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md for full details. | ||
|
|
There was a problem hiding this comment.
💡 Verification agent
🧩 Analysis chain
Fix non-portable absolute path; use a repo-relative link
The current absolute Termux path will be broken for most contributors.
-Refer to /data/data/com.termux.nix/files/home/pick-up-nix/source/github/meta-introspector/submodules/docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md for full details.
+Refer to the full CRQ document: [CRQ-44-crq-011-bott-periodicity.md](docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md).Run to verify the relative path exists (adjust if it prints a different location):
🏁 Script executed:
#!/bin/bash
set -euo pipefail
fd -a 'CRQ-44-crq-011-bott-periodicity.md' -t f -S -0 | xargs -0 -I{} echo "Found: {}"Length of output: 135
🏁 Script executed:
#!/bin/bash
set -euo pipefail
echo "1) fd (if available):"
if command -v fd >/dev/null 2>&1; then
fd --hidden --follow --type f 'CRQ-44-crq-011-bott-periodicity.md' --print0 | xargs -0 -I{} echo "Found: {}" || true
else
echo "fd not installed"
fi
echo
echo "2) ripgrep (rg):"
if command -v rg >/dev/null 2>&1; then
rg -n --hidden --glob '!.git/**' 'CRQ-44-crq-011-bott-periodicity.md' || true
else
echo "rg not installed"
fi
echo
echo "3) find fallback:"
find . -type f -name 'CRQ-44-crq-011-bott-periodicity.md' -print || true
echo
echo "4) Look for crq_standardized directory:"
if command -v fd >/dev/null 2>&1; then
fd --hidden --follow --type d 'crq_standardized' --print0 | xargs -0 -I{} echo "Found dir: {}" || true
fi
if command -v rg >/dev/null 2>&1; then
rg -n --hidden --glob '!.git/**' 'crq_standardized' || true
fi
find . -type d -name 'crq_standardized' -print || trueLength of output: 582
Fix non-portable absolute path; use a repo-relative link
In task.md (lines 9–10) replace the absolute Termux path with a repo-relative link to docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md (file exists at ./docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md).
-Refer to /data/data/com.termux.nix/files/home/pick-up-nix/source/github/meta-introspector/submodules/docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md for full details.
+Refer to the full CRQ document: [CRQ-44-crq-011-bott-periodicity.md](docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md).📝 Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| Refer to /data/data/com.termux.nix/files/home/pick-up-nix/source/github/meta-introspector/submodules/docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md for full details. | |
| Refer to the full CRQ document: [CRQ-44-crq-011-bott-periodicity.md](docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md). |
🤖 Prompt for AI Agents
In task.md around lines 9 to 10, replace the hard-coded Termux absolute path
"/data/data/com.termux.nix/files/home/pick-up-nix/source/github/meta-introspector/submodules/docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md"
with a repo-relative link to
./docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md (or simply
docs/crq_standardized/CRQ-44-crq-011-bott-periodicity.md) so the reference is
portable across environments; update the text to use the relative path or
markdown link format as appropriate.
1 participant
User description
CRQ-44-crq-011-bott-periodicity.md
Change Request: crq 011 bott periodicity
Change Request (CRQ)
Title: Project Periodicity Analysis and Optimization (Inspired by Bott Periodicity)
Description:
This change requests the establishment of a research and analysis initiative to identify and leverage fundamental periodic patterns within the project's lifecycle, performance, and operational processes (metaphorically, "Bott periodicity"). The goal is to move beyond simple cyclical observations to discover deeper, potentially non-obvious, repeating structures that influence project behavior, resource allocation, and outcome predictability. By understanding these underlying periodicities, the project aims to optimize planning, resource management, and decision-making, leading to more efficient and predictable project execution.
Justification/Business Value:
Scope:
Impact:
Dependencies:
Effort/Timeline:
Verification:
PR Type
Enhancement, Documentation, Tests
Description
• Major lattice framework implementation: Comprehensive Rust-based lattice analysis system with value types, predicate classification, and n-gram processing
• Repository analysis tools: New
submodule-collectorCLI tool for Git repository scanning and comprehensive JSON reporting• Code generation infrastructure: Lattice code generator library with procedural macros for automated structure creation
• Development environment enhancements: Enhanced Nix flake with Rust development tools, valgrind, and extensive Emacs packages
• GitHub workflow automation: Complete set of shell scripts for CRQ standardization, GitHub CLI operations, and workflow management
• Comprehensive documentation: Extensive CRQ documentation covering lattice semantics, testing frameworks, and architectural designs
• Testing infrastructure: Integration tests for binaries and performance benchmarking with IAI callgrind
• Report analysis system: Multi-module analyzer for repository reports with emoji ontology and statistical analysis
Diagram Walkthrough
File Walkthrough
3 files
flake.nix
Enhanced Nix flake with submodule-collector package and developmenttoolsflake.nix
• Removed empty line at the beginning of the file
• Added new
submodule-collectorpackage derivation with Rust build configuration•
Added development tools including jq, valgrind, and extensive Emacs
packages for Rust development
• Added shell formatting tools like
shellcheck, shfmt, and nixpkgs-fmt
shell.nix
Added valgrind to development shell dependenciesshell.nix
• Added
pkgs.valgrindto the buildInputs for the development shellemacs.sh
Emacs development environment setup scriptemacs.sh
• Provides Nix shell command for Emacs with Rust development packages
• Includes magit, rustic, cargo-mode, rust-mode, and lsp-mode packages
47 files
lib.rs
New lattice code generator library with procedural macroslattice_code_generator/src/lib.rs
• Created new library for generating Rust code for lattice structures
• Implements functions to generate ValueType enums, Instance structs,
and LatticeLayer structs
• Includes comprehensive test suite for code
generation validation
• Uses
proc_macro2,quote, andsynforprogrammatic Rust code generation
main.rs
New submodule collector CLI tool for Git repository analysissubmodule-collector/src/main.rs
• Created command-line tool for scanning Git repositories and
submodules
• Recursively processes nested submodules and collects
detailed information
• Outputs comprehensive JSON reports with
repository and submodule data
• Includes error handling and resilient
processing of failed repositories
main.rs
New project file lattice builder with predicate classificationproject_file_lattice_builder/src/main.rs
• Created program to build conceptual lattice of project files
•
Implements file classification based on predicate analysis
• Maps
files into lattice hierarchy using word predicates
• Includes
comprehensive test suite for predicate classification
lattice_mapper_app.rs
New lattice mapper application for code similarity matchingsrc/lattice_mapper_app.rs
• Created application demonstrating code mapping into lattice
structures
• Implements similarity-based classification using
predicate matching
• Bridges lattice structure generation with
repository search functionality
• Shows conceptual "generate and then
match" process for code classification
lattice_types.rs
Core lattice type system with comprehensive value type definitionssrc/lattice_types.rs
• Defined comprehensive lattice type system with ValueType enum and
traits
• Implemented Instance, LatticeLayer, and Lattice structs with
generics
• Created HasValueCount trait for different value types (2,
3, 5, prime values)
• Includes demonstration of lattice usage with
different value types
repo_search_simulator.rs
Repository search simulator with predicate-based classificationsrc/repo_search_simulator.rs
• Created repository search simulator using predicate-based
classification
• Implements "search by example" functionality across
mock repositories
• Demonstrates lattice framework application to
large codebase analysis
• Includes similarity scoring based on shared
predicates
meta_lattice_model.rs
Meta-lattice model with self-referential analysis capabilitiessrc/meta_lattice_model.rs
• Created self-referential meta-model of the lattice idea framework
•
Implements conceptual analysis of the model's own structure
•
Demonstrates framework's capacity for meta-modeling and self-analysis
• Includes similarity detection between different conceptual models
analyze_strings.rs
String analysis module with n-gram processing and ontology mappingreport-analyzer-rs/src/analyze_strings.rs
• Created string analysis module for processing repository reports
•
Implements token frequency analysis and n-gram generation
• Includes
iterative emoji ontology application and convergence checking
•
Provides suggested ontology rules based on analysis results
lattice_classifier_app.rs
Lattice classifier application with predicate-based text analysissrc/lattice_classifier_app.rs
• Created lattice classifier application for text snippet
classification
• Implements predicate-based classification using
generated lattice structures
• Demonstrates "search by example"
functionality with word predicates
• Shows practical usage of lattice
types for classification tasks
lib.rs
Git project reader library with status and file trackinggit_project_reader/src/lib.rs
• Created library for reading Git project information including
tracked files
• Implements
git status --porcelainexecution and outputparsing
• Includes comprehensive test suite with temporary repository
creation
• Provides structured
GitProjectInfofor repository analysisgrand_unified_search.rs
Grand unified search system conceptual frameworksrc/grand_unified_search.rs
• Created conceptual outline for grand unified search system
•
Demonstrates self-parsing, similarity search, and LLM interaction
concepts
• Includes placeholder implementations for complex
functionality
• Shows integration of lattice framework with
large-scale code analysis
lattice_model.rs
Core lattice model with predicate classification frameworksrc/lattice_model.rs
• Created core lattice model with ValueType enum and trait definitions
• Implements Instance, LatticeLayer, and Lattice structs
• Added
WordPredicate type and PredicateClassifier for text analysis
•
Provides foundation for lattice-based classification systems
word_predicate_analyzer.rs
Word predicate analyzer with n-gram generationsrc/word_predicate_analyzer.rs
• Created word predicate analyzer using lattice type definitions
•
Implements text tokenization and conversion to word predicates
•
Generates n-grams of word predicates for pattern analysis
•
Demonstrates practical application of lattice framework to text
analysis
main.rs
Lattice structure generator with hierarchical code organizationlattice_structure_generator/src/main.rs
• Created lattice structure generator that creates directory
hierarchies
• Generates layered structure based on k-value types and
instances
• Writes generated code to organized directory structure
•
Includes conceptual mapping documentation for existing code
integration
lib.rs
ZOS lattice builder integration with file classificationsrc/lib.rs
• Added
build_zos_latticefunction for constructing project lattices•
Integrates lattice model with file classification based on predicates
• Creates multiple layers for different file types and documentation
•
Provides practical implementation of lattice framework for project
analysis
main.rs
Lattice generator application for automated code creationlattice_generator_app/src/main.rs
• Created application for generating lattice code structures
• Uses
lattice_code_generator library to create various components
• Writes
generated code to organized output directory
• Provides practical tool
for lattice framework code generation
duplicates.rs
Duplicate URL analysis module for repository reportsreport-analyzer-rs/src/duplicates.rs
• Created module for analyzing and reporting duplicate repository URLs
• Implements functions to detect and display duplicate repositories
•
Provides structured analysis of repository URL duplications
main.rs
Report analyzer main entry point implementationreport-analyzer-rs/src/main.rs
• Creates main entry point for report analyzer with command line
argument parsing
• Implements basic report loading and statistics
display functionality
• Includes commented-out calls to missing
analysis functions
• Integrates with
analyze_stringsmodule for stringanalysis with emoji support
program_self_description.rs
Self-describing program implementation for framework demonstrationsrc/program_self_description.rs
• Implements self-describing program demonstrating predicate-based
analysis
• Contains functions for self-description and finding similar
programs
• Demonstrates the theoretical framework of programs
describing themselves
• Includes meta-assertion about self-referential
capacity
lcp.rs
Longest common prefix analysis implementationreport-analyzer-rs/src/lcp.rs
• Implements longest common prefix analysis for repository paths and
URLs
• Provides functions to find LCP across all repository data
•
Includes analysis and printing functionality for LCP results
types.rs
Core data types and structures for report analysisreport-analyzer-rs/src/types.rs
• Defines core data structures for submodule reporting system
•
Implements serializable structs for repository and submodule
information
• Adds command line argument parsing with
clapintegration• Includes ontology support for emoji mapping functionality
analyze_names.rs
Repository name analysis and counting functionalityreport-analyzer-rs/src/analyze_names.rs
• Implements repository name analysis using regex pattern matching
•
Extracts and counts repository names from GitHub URLs
• Processes both
main repositories and nested submodule names
value_type.rs
Generated lattice value type definitionsgenerated_lattice_code/value_type.rs
• Defines
ValueTypeenum with various prime-based value types•
Implements methods for counting values and generating ZOS sequence
•
Contains compressed single-line Rust code for lattice framework
analyze_orgs.rs
GitHub organization analysis and countingreport-analyzer-rs/src/analyze_orgs.rs
• Implements GitHub organization analysis using regex extraction
•
Counts organization occurrences from repository URLs
• Processes both
successful and failed repositories for organization data
lattice_struct.rs
Generated lattice structure definitionsgenerated_lattice_code/lattice_struct.rs
• Defines main
Latticestruct with dynamic layer management•
Implements trait-based polymorphism for different layer types
•
Contains compressed single-line implementation for lattice framework
instance_struct.rs
Generated lattice instance structure definitionsgenerated_lattice_code/instance_struct.rs
• Defines
Instancestruct for representing n-gram instances in lattice• Implements generic instance creation and description methods
•
Contains compressed single-line Rust code for framework
lattice_layer_struct.rs
Generated lattice layer structure definitionsgenerated_lattice_code/lattice_layer_struct.rs
• Defines
LatticeLayerstruct for organizing instances by value type•
Implements layer creation and instance management functionality
•
Contains compressed single-line implementation
input.rs
Input handling and data loading for report analyzerreport-analyzer-rs/src/input.rs
• Implements input handling for report analyzer with argument parsing
• Provides data loading functionality for reports and ontologies
•
Handles JSON deserialization and file system operations
apply_emojis.rs
Emoji ontology application for text enhancementreport-analyzer-rs/src/apply_emojis.rs
• Implements emoji ontology application for text transformation
•
Provides text replacement functionality using ontology mappings
•
Sorts keys by length for proper replacement order
names_analysis.rs
Repository name frequency analysis and displayreport-analyzer-rs/src/names_analysis.rs
• Implements analysis and printing of repository/submodule name
frequencies
• Applies emoji ontology to enhance output display
• Sorts
results by frequency for top-N analysis
org_analysis.rs
Organization frequency analysis and displayreport-analyzer-rs/src/org_analysis.rs
• Implements analysis and printing of organization frequencies
•
Applies emoji ontology for enhanced visualization
• Provides sorted
frequency analysis of GitHub organizations
has_value_count_impls.rs
HasValueCount trait implementation for boolean typegenerated_lattice_code/has_value_count_impls.rs
• Implements
HasValueCounttrait forbooltype• Provides value count
functionality for boolean predicates
has_value_count_trait.rs
HasValueCount trait definitiongenerated_lattice_code/has_value_count_trait.rs
• Defines
HasValueCounttrait for generic value counting• Provides
interface for determining value count of types
standardize_and_move_crqs.sh
CRQ file standardization and organization automationtools/gh_scripts/standardize_and_move_crqs.sh
• Implements comprehensive CRQ file standardization and organization
script
• Provides dry-run capability and robust CRQ number calculation
• Handles filename normalization and header updates for CRQ documents
• Includes detailed processing report and error handling
create_crq_workflow.sh
CRQ workflow automation with Git and GitHub integrationtools/gh_scripts/create_crq_workflow.sh
• Automates creation of Git branches and pull requests for CRQ
workflows
• Extracts CRQ metadata and creates task.md files
•
Integrates with GitHub CLI for automated PR creation
boot.sh
Session orchestration and crash recovery systemboot.sh
• Orchestrates tmux session recording with asciinema
• Implements
crash recovery checks with Git status monitoring
• Provides
comprehensive logging and session management
gh_extract_actors.sh
GitHub actor extraction and analysis tooltools/gh_scripts/gh_extract_actors.sh
• Extracts unique GitHub actors from issues and comments
• Uses GitHub
CLI and jq for JSON processing
• Provides comprehensive user activity
analysis
gh_workflows_view.sh
GitHub workflow viewing utilitytools/gh_scripts/gh_workflows_view.sh
• Simple wrapper script for viewing GitHub Actions workflow runs
•
Provides usage validation and parameter forwarding
gh_workflows_rerun.sh
GitHub workflow re-run utilitytools/gh_scripts/gh_workflows_rerun.sh
• Simple wrapper script for re-running GitHub Actions workflows
•
Includes usage validation and parameter forwarding
gh_issues_view.sh
GitHub issue viewing utilitytools/gh_scripts/gh_issues_view.sh
• Simple wrapper script for viewing GitHub issues
• Provides usage
validation and parameter forwarding
gh_prs_view.sh
GitHub pull request viewing utilitytools/gh_scripts/gh_prs_view.sh
• Simple wrapper script for viewing GitHub pull requests
• Includes
usage validation and parameter forwarding
gh_prs_checkout.sh
GitHub pull request checkout utilitytools/gh_scripts/gh_prs_checkout.sh
• Simple wrapper script for checking out GitHub pull requests locally
• Provides usage validation and parameter forwarding
gh_prs_create.sh
GitHub pull request creation utilitytools/gh_scripts/gh_prs_create.sh
• Simple wrapper script for creating GitHub pull requests
• Forwards
all parameters to GitHub CLI
gh_issues_create.sh
GitHub issue creation utilitytools/gh_scripts/gh_issues_create.sh
• Simple wrapper script for creating GitHub issues
• Forwards all
parameters to GitHub CLI
gh_workflows_list.sh
GitHub workflow listing utilitytools/gh_scripts/gh_workflows_list.sh
• Simple wrapper script for listing GitHub Actions workflow runs
•
Forwards all parameters to GitHub CLI
gh_prs_list.sh
GitHub pull request listing utilitytools/gh_scripts/gh_prs_list.sh
• Simple wrapper script for listing GitHub pull requests
• Forwards
all parameters to GitHub CLI
gh_issues_list.sh
GitHub issue listing utilitytools/gh_scripts/gh_issues_list.sh
• Simple wrapper script for listing GitHub issues
• Forwards all
parameters to GitHub CLI
5 files
git-config-parser.rs
Enhanced git-config-parser with comprehensive test coveragesrc/bin/git-config-parser.rs
• Added comprehensive test suite for Git configuration parsing
• Tests
cover empty configs, sections, comments, and multiple configurations
•
Added tests for
.gitmodulesparsing with submodule configurations•
Removed unused import (
std::io::Read)my_profiling_bench.rs
Performance benchmarking setup with IAI callgrindbenches/my_profiling_bench.rs
• Sets up IAI callgrind benchmarking for performance profiling
•
Creates benchmark functions for
addandparse_git_config_dummy•
Configures library benchmark group for performance testing
main_execution_test.rs
Integration test for project file lattice builderproject_file_lattice_builder/tests/main_execution_test.rs
• Creates integration test for project file lattice builder binary
execution
• Verifies binary exists and runs successfully with expected
output
• Tests for specific output strings to validate program
functionality
main_execution_test.rs
Integration test for submodule collector binarysubmodule-collector/tests/main_execution_test.rs
• Creates integration test for submodule collector binary execution
•
Tests binary with
--helpflag to verify basic functionality•
Validates expected help message content in output
main.rs
Git repository testing utility implementationgit_test_repo/src/main.rs
• Creates simple Git repository testing utility using
git2crate•
Attempts to open current directory as Git repository
• Provides basic
repository validation functionality
10 files
value_type.rs
Duplicate generated lattice value type definitionsgenerated_lattice_structure/value_type.rs
• Duplicate of generated lattice code with identical
ValueTypeimplementation
• Contains same compressed single-line Rust code
structure
lattice_struct.rs
Duplicate generated lattice structure definitionsgenerated_lattice_structure/lattice_struct.rs
• Duplicate of generated lattice code with identical structure
implementation
instance_struct.rs
Duplicate generated lattice instance definitionsgenerated_lattice_structure/instance_struct.rs
• Duplicate of generated instance code with identical implementation
lattice_layer_struct.rs
Duplicate generated lattice layer definitionsgenerated_lattice_structure/lattice_layer_struct.rs
• Duplicate of generated lattice layer code with identical
implementation
instance_0.rs
Placeholder for k=2 layer instance implementationgenerated_lattice_structure/layer_k_2/instance_0.rs
• Placeholder file for 2-value type layer instance implementation
•
Contains comments describing intended functionality
instance_1.rs
Placeholder for second k=2 layer instancegenerated_lattice_structure/layer_k_2/instance_1.rs
• Placeholder file for second 2-value type layer instance
• Contains
comments describing intended functionality
instance_0.rs
Placeholder for k=3 layer instance implementationgenerated_lattice_structure/layer_k_3/instance_0.rs
• Placeholder file for 3-value type layer instance implementation
•
Contains comments describing intended functionality
instance_1.rs
Placeholder for second k=3 layer instancegenerated_lattice_structure/layer_k_3/instance_1.rs
• Placeholder file for second 3-value type layer instance
• Contains
comments describing intended functionality
has_value_count_impls.rs
Duplicate HasValueCount trait implementationgenerated_lattice_structure/has_value_count_impls.rs
• Duplicate implementation of
HasValueCounttrait forboolhas_value_count_trait.rs
Duplicate HasValueCount trait definitiongenerated_lattice_structure/has_value_count_trait.rs
• Duplicate definition of
HasValueCounttrait19 files
self_reflection_directory.md
Comprehensive Nix development environment reflection and analysisself/reflection/directory/self_reflection_directory.md
• Comprehensive reflection on Nix development environment and
dependency graphs
• Detailed analysis of flake.nix structure and
component relationships
• In-depth explanation of Nix graph
construction and traversal processes
• Philosophical discussion of
reproducibility and isolation benefits
sops-debugging-submodule-counting.md
Submodule counting debugging guide and troubleshooting documentationdocs/sops/sops-debugging-submodule-counting.md
• Detailed debugging guide for submodule counting issues
• Documents
error reporting improvements and search methodology
• Provides
step-by-step troubleshooting for Git repository scanning
• Includes
lessons learned and recommendations for future instances
abstract_mathematical_idea.tex
Abstract mathematical framework formal documentationabstract_mathematical_idea.tex
• Formal LaTeX document defining abstract mathematical framework
•
Describes primorial base sequence and n-gram topologies
• Explains
multi-layered model with k-value types and algebraic composition
•
Includes theoretical foundations for lattice-based analysis
creative_expressions.md
Creative expressions and memeification of lattice frameworkdocs/creative_expressions.md
• Creative interpretations of lattice framework including memes and
poetry
• Conceptual emojis and artistic expressions for framework
concepts
• Song lyrics and video plan for framework communication
•
Bridges technical concepts with accessible creative content
SOP_Nix_Graph_Reflection.md
Standard operating procedure for Nix graph reflectionSOP_Nix_Graph_Reflection.md
• Standard operating procedure for Nix development environment
analysis
• Step-by-step guide for generating and analyzing dependency
graphs
• Best practices for graph visualization and documentation
•
Systematic approach to understanding Nix flake dependencies
CRQ-29-conceptual-rust-lattice-types.md
Conceptual Rust lattice types documentationdocs/crq_standardized/CRQ-29-conceptual-rust-lattice-types.md
• Detailed explanation of Rust implementation for lattice framework
•
Documents ValueType enum, HasValueCount trait, and generic structures
• Describes Instance, LatticeLayer, and Lattice struct implementations
• Provides conceptual foundation for lattice-based code analysis
CRQ-30-concrete-lattice-analysis-example.md
Concrete lattice analysis example and methodologydocs/crq_standardized/CRQ-30-concrete-lattice-analysis-example.md
• Concrete analytical workflow for identifying repeating patterns
•
Step-by-step process for n-gram analysis and frequency calculation
•
Methodology for layer grouping and pattern recognition
• Practical
application of lattice framework concepts
CRQ-52-orchestration-layer-architecture.md
Orchestration layer architecture design documentationdocs/crq_standardized/CRQ-52-orchestration-layer-architecture.md
• Architecture design for orchestration layer in lattice framework
•
Defines workflow management and data flow coordination components
•
Describes LLM interaction management and fixed point search
coordination
• Provides example workflow for iterative knowledge
refinement
grand_unified_search_architecture.md
Grand unified search architecture conceptual designdocs/grand_unified_search_architecture.md
• Conceptual architecture for grand unified search system
•
Self-referential analysis and predicate-based similarity concepts
•
Component descriptions for code parsing and LLM communication
•
Knowledge extraction workflow and meta-assertion framework
CRQ-47-k-value-type-semantics.md
K-value type semantics and interpretation documentationdocs/crq_standardized/CRQ-47-k-value-type-semantics.md
• Semantic interpretation of k-value types in lattice framework
•
Progression from binary predicates to complex multi-dimensional models
• Examples of different k-value interpretations and applications
•
Layered semantic structure for knowledge representation
README.md
Project README with comprehensive setup and usage guideREADME.md
• Comprehensive project overview with key features and getting started
guide
• Build instructions for submodule-collector and related tools
•
Usage examples for report generation and analysis
• Documentation
references and project structure explanation
CRQ-027-Open_Source_Language_and_Compiler_Classification_The_1k_Repo_Grounding.md
Open-source language classification and 1k repo grounding conceptdocs/crq_standardized/CRQ-027-Open_Source_Language_and_Compiler_Classification_The_1k_Repo_Grounding.md
• Framework application for classifying programming languages and
compilers
• Concept of "vibes" and "memes" in language classification
• 1k repository grounding assertion for contextual understanding
•
Multi-faceted nature of lattice as meme, vibe, and mathematical
framework
CRQ-48-lattice-and-quine-relay.md
Lattice framework application to 128-language quine relaydocs/crq_standardized/CRQ-48-lattice-and-quine-relay.md
• Application of lattice framework to 128-language quine relay
•
Generate and test method for language-specific lattice representations
• Morphism analysis and cross-language transformation mapping
•
Universal code understanding and generation implications
SOP_Coding_Standards.md
Coding standards and technology policy documentationdocs/sops/SOP_Coding_Standards.md
• Defines allowed and disallowed technologies for project development
• Lists Rust, Lean4, Bash, Sed, Textutils, JQ as allowed technologies
• Prohibits Go, TypeScript, Python, Java, Bazel for consistency
submodule_report.json
Add comprehensive submodule repository mapping reportsubmodule_report.json
• Added comprehensive JSON report documenting 2021 lines of repository
and submodule information
• Includes detailed metadata for
repositories with their paths, URLs, and nested submodule structures
•
Contains extensive mapping of external dependencies and vendor
libraries across the project ecosystem
• Provides hierarchical view of
submodule relationships and their Git repository sources
structured_testing_framework.md
Add structured testing framework documentation for knowledgeextractiondocs/structured_testing_framework.md
• Introduced new testing framework based on the Lattice Idea for
systematic knowledge extraction
• Defined core principles including
lattice-guided test case generation and predicate-driven assertions
•
Outlined layered evaluation methodology progressing from simple to
complex test scenarios
• Provided concrete examples for testing LLMs
and code analysis systems using the framework
CRQ-003-deep-dive-and-reflection-on-nix-development-environment-graph.md
Add CRQ for Nix development environment graph analysisdocs/crq_standardized/CRQ-003-deep-dive-and-reflection-on-nix-development-environment-graph.md
• Added change request for analyzing Nix development environment
dependency graph
• Defined objectives for examining
devshell_graph.dotfile and documenting insights
• Outlined methodology for graph
analysis including nodes, edges, and dependency relationships
•
Included partial progress notes on initial observations from the DOT
file content
CRQ-53-recursive-decomposition.md
Add recursive decomposition methodology documentationdocs/crq_standardized/CRQ-53-recursive-decomposition.md
• Documented recursive decomposition concept for nested n-gram
analysis within the Lattice Idea Framework
• Explained principle of
analyzing smaller n-grams within larger n-grams for hierarchical
breakdown
• Provided concrete examples using prime number sequences
for different n-gram sizes
• Outlined significance for understanding
complexity and identifying fundamental building blocks
scalable_analysis_of_large_repositories.md
Add scalable repository analysis framework documentationdocs/scalable_analysis_of_large_repositories.md
• Added documentation for scalable analysis of large code repositories
using the Lattice Idea Framework
• Explained the "1 repo needs 1000 to
understand" principle for contextual grounding
• Outlined hierarchical
decomposition strategies for managing complexity at scale
• Described
integration of local LLMs for distributed analysis and fixed point
search optimization
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