From 8d8bea0bcca501241e05a2845ca822847757dd37 Mon Sep 17 00:00:00 2001 From: Claude Date: Mon, 8 Dec 2025 20:19:45 +0000 Subject: [PATCH 1/2] feat: Add STATE.scm project checkpoint file Create comprehensive state checkpoint for AI-assisted development sessions following the state.scm specification. Includes: - Current position: v1.0.0 complete and production-ready - Route to MVP v1.1.0: Multi-VAE, parallel processing, export formats - Known issues: Minor observations (Cargo.lock, filename matching) - Questions for maintainer: 8 key decisions for prioritization - Long-term roadmap: v1.1.0 through v2.0.0 with research directions - Maintenance commitments: Security fixes through 2026, bugs through 2027 Format: Guile Scheme for human-readable, AI-parseable checkpoints. --- STATE.scm | 329 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 329 insertions(+) create mode 100644 STATE.scm diff --git a/STATE.scm b/STATE.scm new file mode 100644 index 0000000..2865f7f --- /dev/null +++ b/STATE.scm @@ -0,0 +1,329 @@ +;; SPDX-FileCopyrightText: 2024 Joshua Jewell +;; SPDX-License-Identifier: MIT +;; +;; STATE.scm - Project State Checkpoint +;; Format: Guile Scheme (declarative, human-readable) +;; Reference: https://github.com/hyperpolymath/state.scm + +;; ============================================================================ +;; METADATA +;; ============================================================================ + +(define-module (zerostep state) + #:export (state)) + +(define state + '((metadata + (format-version . "1.0.0") + (created . "2024-12-08") + (updated . "2024-12-08") + (project . "ZeroStep / VAE Dataset Normalizer") + (repository . "https://github.com/hyperpolymath/ZeroStep")) + +;; ============================================================================ +;; CURRENT POSITION +;; ============================================================================ + + (current-position + (version . "1.0.0") + (status . "released") + (completion . 100) + (phase . "maintenance") + + (summary . "Core VAE dataset normalization tool is complete and production-ready. +All v1.0.0 features implemented: SHAKE256 checksums, train/test/val/cal splits, +Dublin Core metadata, diff compression, Isabelle proofs, Julia/Flux training, +and full RSR compliance.") + + (implemented-features + ("SHAKE256 (d=256) cryptographic checksums - FIPS 202 compliant") + ("Train/Test/Val/Calibration splits - 70/15/10/5 ratio") + ("Random and stratified split generation") + ("Dublin Core metadata via CUE configuration") + ("Nickel schema for flexible configuration") + ("Diff-based compression - ~50% storage reduction") + ("Isabelle/HOL formal proofs for split correctness") + ("Julia/Flux.jl training utilities") + ("Contrastive learning model for VAE artifact detection") + ("RSR (Rhodium Standard Repository) compliance") + ("Podman containerization with Chainguard Wolfi") + ("Nix flakes for reproducible builds")) + + (tech-stack + (language . "Rust 1.70+") + (cryptography . "SHAKE256 (FIPS 202)") + (rng . "ChaCha20 deterministic") + (parallelism . "Rayon") + (ml-framework . "Flux.jl (Julia)") + (configuration . "CUE + Nickel") + (formal-verification . "Isabelle/HOL") + (task-runner . "Justfile") + (build-system . "Nix Flakes") + (containers . "Podman (Chainguard Wolfi)") + (licenses . "MIT OR GPL-3.0-or-later"))) + +;; ============================================================================ +;; ROUTE TO MVP v1.1.0 +;; ============================================================================ + + (route-to-next-milestone + (target . "v1.1.0") + (theme . "Multi-VAE support and export formats") + (estimated-completion . "unspecified") + + (tasks + ((id . "multi-vae") + (title . "Multi-VAE Support") + (status . "planned") + (priority . "high") + (description . "Process datasets through different VAE models") + (subtasks + ("SD 1.5 VAE support") + ("SDXL VAE support") + ("Flux VAE support") + ("Custom VAE path configuration"))) + + ((id . "parallel-processing") + (title . "Parallel Processing Enhancement") + (status . "planned") + (priority . "high") + (description . "Configurable worker threads for large datasets") + (subtasks + ("Implement --jobs N flag") + ("Rayon thread pool optimization") + ("Memory-mapped file I/O for large datasets"))) + + ((id . "export-formats") + (title . "Additional Export Formats") + (status . "planned") + (priority . "medium") + (description . "Support more output formats beyond CSV") + (subtasks + ("Parquet export") + ("HuggingFace datasets format") + ("TFRecord format"))) + + ((id . "incremental-processing") + (title . "Incremental Processing") + (status . "planned") + (priority . "medium") + (description . "Resume interrupted normalization jobs")) + + ((id . "progress-reporting") + (title . "Enhanced Progress Reporting") + (status . "planned") + (priority . "low") + (description . "Better ETA and speed metrics for large datasets")))) + +;; ============================================================================ +;; KNOWN ISSUES & GAPS +;; ============================================================================ + + (issues + (blockers + ;; No critical blockers - v1.0.0 is stable + ) + + (observations + ((id . "cargo-lock") + (severity . "minor") + (description . "Cargo.lock not committed to version control") + (impact . "May affect build reproducibility for exact dependency versions") + (recommendation . "Consider adding Cargo.lock to git for pinned versions")) + + ((id . "version-bump-recipes") + (severity . "minor") + (description . "Version bump recipes in justfile contain TODO placeholders") + (impact . "Manual version bumping required") + (location . "justfile: bump-patch, bump-minor, bump-major")) + + ((id . "filename-matching") + (severity . "limitation") + (description . "Requires exact filename stem matching between Original/ and VAE/") + (impact . "Datasets must have identical naming in both directories") + (recommendation . "Document clearly; consider fuzzy matching in v1.2+")) + + ((id . "stratification-basis") + (severity . "design-choice") + (description . "Stratification based on file size, not content characteristics") + (impact . "May not perfectly balance by visual complexity") + (recommendation . "Consider content-based stratification in v2.0")) + + ((id . "julia-integration") + (severity . "minor") + (description . "Julia dependencies require manual setup outside Nix") + (impact . "Training pipeline setup is not fully reproducible via Nix alone") + (recommendation . "Add Julia2Nix integration in future version"))) + + (technical-debt + ;; Minimal - codebase is clean and well-documented + ("No unsafe Rust code - memory safety verified") + ("No TODOs/FIXMEs in core implementation") + ("Comprehensive test coverage via `just test`"))) + +;; ============================================================================ +;; QUESTIONS FOR USER/MAINTAINER +;; ============================================================================ + + (questions + ((id . "q1") + (topic . "Prioritization") + (question . "Which v1.1.0 feature should be prioritized first: Multi-VAE support, parallel processing, or export formats?")) + + ((id . "q2") + (topic . "VAE Models") + (question . "Are there specific VAE models beyond SD 1.5/SDXL/Flux that should be supported?")) + + ((id . "q3") + (topic . "Export Formats") + (question . "Is HuggingFace datasets format the highest priority export, or would Parquet be more useful for your workflows?")) + + ((id . "q4") + (topic . "Performance") + (question . "What is the typical dataset size you work with? This helps prioritize memory-mapped I/O and parallel processing.")) + + ((id . "q5") + (topic . "Metrics") + (question . "For v1.2.0 metrics (PSNR/SSIM), should these be computed at normalization time or as a separate post-processing command?")) + + ((id . "q6") + (topic . "Distribution") + (question . "Would pre-built binaries (Homebrew, apt) be more valuable than the current Nix/container distribution?")) + + ((id . "q7") + (topic . "Research Direction") + (question . "Is there interest in expanding beyond VAE to GAN/diffusion model artifacts for v2.0?")) + + ((id . "q8") + (topic . "Community") + (question . "Any external contributors or institutions showing interest in collaboration?"))) + +;; ============================================================================ +;; LONG-TERM ROADMAP +;; ============================================================================ + + (roadmap + ((version . "1.1.0") + (theme . "Multi-VAE & Performance") + (status . "planned") + (features + ("Multi-VAE support (SD 1.5, SDXL, Flux, custom)") + ("--jobs N parallel processing flag") + ("Rayon thread pool optimization") + ("Parquet export format") + ("HuggingFace datasets format") + ("TFRecord format") + ("Memory-mapped file I/O") + ("Incremental/resumable processing") + ("Enhanced progress reporting"))) + + ((version . "1.2.0") + (theme . "Preprocessing & Metrics") + (status . "planned") + (features + ("Automatic image resizing") + ("Format conversion utilities") + ("Quality filtering") + ("Augmentation impact documentation") + ("Augmentation-aware split generation") + ("PSNR/SSIM computation between original and VAE") + ("Artifact intensity scoring") + ("Statistical summaries"))) + + ((version . "1.2.0-infra") + (theme . "Distribution & CI") + (status . "planned") + (features + ("GitHub Actions / GitLab CI templates") + ("Pre-built binaries for major platforms") + ("Homebrew formula") + ("APT/RPM packages"))) + + ((version . "2.0.0") + (theme . "Multi-Model & Federation") + (status . "vision") + (features + ("Non-VAE generative model support") + ("GAN artifact datasets") + ("Autoregressive model artifacts") + ("Distributed split generation") + ("Cross-institution dataset pooling") + ("Privacy-preserving checksums") + ("Active learning integration") + ("Uncertainty-based sample selection") + ("Human-in-the-loop verification"))) + + ((version . "2.0.0-research") + (theme . "Research Directions") + (status . "exploratory") + (features + ("VAE artifact taxonomy development") + ("Detection model benchmarks") + ("Adversarial robustness testing") + ("Cross-model generalization studies")))) + +;; ============================================================================ +;; MAINTENANCE COMMITMENTS +;; ============================================================================ + + (maintenance + (active-development . "ongoing") + (security-fixes . "minimum 2 years from v1.0.0 (until 2026)") + (critical-bugs . "minimum 3 years from v1.0.0 (until 2027)") + + (succession-plan + ("Repository remains MIT licensed (always forkable)") + ("Archive on Software Heritage") + ("Transfer to community organization if interest exists") + ("Data export always available")) + + (archive-strategy + ("Full source history preserved") + ("Binary releases archived") + ("Documentation snapshots") + ("Dataset compatibility notes"))) + +;; ============================================================================ +;; SESSION NOTES +;; ============================================================================ + + (session-notes + (last-session . "2024-12-08") + (context . "Initial STATE.scm creation - comprehensive project state capture") + (accomplishments + ("Created STATE.scm checkpoint file") + ("Documented current position at v1.0.0") + ("Mapped route to v1.1.0 with prioritized tasks") + ("Identified minor issues and technical observations") + ("Formulated questions for maintainer input") + ("Documented complete roadmap through v2.0.0")) + + (next-session-priorities + ("Address any questions answered by maintainer") + ("Begin implementation of highest-priority v1.1.0 feature") + ("Update STATE.scm with progress"))))) + +;; ============================================================================ +;; USAGE +;; ============================================================================ +;; +;; This file serves as a checkpoint for AI-assisted development sessions. +;; +;; At session start: +;; - Load this file to restore full project context +;; - Review current-position and route-to-next-milestone +;; - Check questions for any pending decisions +;; +;; At session end: +;; - Update completion percentages +;; - Add new issues discovered +;; - Document session accomplishments +;; - Update next-session-priorities +;; +;; Format chosen: Guile Scheme +;; - Minimal syntax, obvious structure +;; - Human-readable and AI-parseable +;; - Self-documenting with comments +;; - Easily diffable in version control +;; +;; ============================================================================ From c2ff4b8c1aec87126b32fd649966372758adf405 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 9 Dec 2025 21:35:14 +0000 Subject: [PATCH 2/2] feat: Expand STATE.scm with comprehensive ecosystem vision Major update based on maintainer decisions: Decisions captured: - Priority: Parallel processing FIRST, then export formats - VAE scope: Go all out - comprehensive model coverage - Exports: HuggingFace (first) + Parquet - Scale: Double-log growth, smart stratification needed - Interface: TUI with clickable status boxes, full Echidna integration - Distribution: Universal - Nix, containers, rpm/deb, apt/dnf, scoop, chocolatey, flatpak, rpm-ostree, language registries - Research: CRITICAL - white papers, Serum outreach site - Community: Cross-disciplinary wiki for AI-virgin institutions New sections added: - Decisions log with all 8 answers - Comprehensive VAE model ecosystem (Tier 1 + 2) - TUI interface design with Echidna property testing - Universal distribution strategy (5 tiers, 20+ channels) - Research program with 4 white papers planned - Serum-based outreach site specification - Community wiki targeting 8 academic disciplines - University outreach strategy - Updated roadmap: v1.1 -> v1.4 -> v2.0 -> v2.1 + ecosystem track Next priorities: Parallel processing, Serum site, wiki structure --- STATE.scm | 721 +++++++++++++++++++++++++++++++++++++++--------------- 1 file changed, 526 insertions(+), 195 deletions(-) diff --git a/STATE.scm b/STATE.scm index 2865f7f..c61b4f3 100644 --- a/STATE.scm +++ b/STATE.scm @@ -16,9 +16,12 @@ '((metadata (format-version . "1.0.0") (created . "2024-12-08") - (updated . "2024-12-08") + (updated . "2024-12-09") (project . "ZeroStep / VAE Dataset Normalizer") - (repository . "https://github.com/hyperpolymath/ZeroStep")) + (repository . "https://github.com/hyperpolymath/ZeroStep") + (vision . "Universal generative model artifact detection ecosystem with +academic research integration, cross-disciplinary outreach, and comprehensive +distribution across all major package ecosystems.")) ;; ============================================================================ ;; CURRENT POSITION @@ -28,12 +31,12 @@ (version . "1.0.0") (status . "released") (completion . 100) - (phase . "maintenance") + (phase . "expansion-planning") (summary . "Core VAE dataset normalization tool is complete and production-ready. -All v1.0.0 features implemented: SHAKE256 checksums, train/test/val/cal splits, -Dublin Core metadata, diff compression, Isabelle proofs, Julia/Flux training, -and full RSR compliance.") +v1.0.0 is stable. Now pivoting to major ecosystem expansion: comprehensive VAE +model coverage, universal distribution, TUI interface, research publications, +and cross-disciplinary academic outreach.") (implemented-features ("SHAKE256 (d=256) cryptographic checksums - FIPS 202 compliant") @@ -57,251 +60,579 @@ and full RSR compliance.") (ml-framework . "Flux.jl (Julia)") (configuration . "CUE + Nickel") (formal-verification . "Isabelle/HOL") + (property-testing . "Echidna") (task-runner . "Justfile") (build-system . "Nix Flakes") (containers . "Podman (Chainguard Wolfi)") + (outreach-site . "Serum (Elixir SSG)") (licenses . "MIT OR GPL-3.0-or-later"))) ;; ============================================================================ -;; ROUTE TO MVP v1.1.0 +;; DECISIONS LOG - Questions Answered ;; ============================================================================ - (route-to-next-milestone - (target . "v1.1.0") - (theme . "Multi-VAE support and export formats") - (estimated-completion . "unspecified") - - (tasks - ((id . "multi-vae") - (title . "Multi-VAE Support") - (status . "planned") - (priority . "high") - (description . "Process datasets through different VAE models") - (subtasks - ("SD 1.5 VAE support") - ("SDXL VAE support") - ("Flux VAE support") - ("Custom VAE path configuration"))) - - ((id . "parallel-processing") - (title . "Parallel Processing Enhancement") - (status . "planned") - (priority . "high") - (description . "Configurable worker threads for large datasets") - (subtasks - ("Implement --jobs N flag") - ("Rayon thread pool optimization") - ("Memory-mapped file I/O for large datasets"))) - - ((id . "export-formats") - (title . "Additional Export Formats") - (status . "planned") - (priority . "medium") - (description . "Support more output formats beyond CSV") - (subtasks - ("Parquet export") - ("HuggingFace datasets format") - ("TFRecord format"))) - - ((id . "incremental-processing") - (title . "Incremental Processing") - (status . "planned") - (priority . "medium") - (description . "Resume interrupted normalization jobs")) - - ((id . "progress-reporting") - (title . "Enhanced Progress Reporting") - (status . "planned") - (priority . "low") - (description . "Better ETA and speed metrics for large datasets")))) + (decisions + (date . "2024-12-09") + + ((id . "d1") + (question . "v1.1.0 feature priority") + (answer . "Parallel processing FIRST, then export formats") + (rationale . "Performance foundation enables all downstream work")) + + ((id . "d2") + (question . "VAE model scope") + (answer . "Go all out - comprehensive coverage") + (scope . "All major VAE architectures, custom paths, extensible registry")) + + ((id . "d3") + (question . "Export format priority") + (answer . "Both HuggingFace and Parquet; HuggingFace first") + (rationale . "HuggingFace for ML community reach, Parquet for analytics")) + + ((id . "d4") + (question . "Dataset scale expectations") + (answer . "Double logarithmic scale growth") + (implication . "Stratification becomes critical at scale") + (action . "Implement smart stratification strategies")) + + ((id . "d5") + (question . "Metrics interface") + (answer . "TUI with clickable boxes for status: baseline, in-process, post-calc") + (tools . "Full Echidna property-based testing integration") + (note . "Echidna needs to be fully engaged - no lazy hedgehog")) + + ((id . "d6") + (question . "Distribution strategy") + (answer . "Universal coverage across all ecosystems") + (developer-tier . "Nix + containers for reproducibility") + (sneakernet . "Portable binaries for air-gapped/web positioning") + (system-packages . "rpm, deb, apt, dnf") + (user-packages . "scoop, chocolatey, flatpak, rpm-ostree") + (language-registries . "Divisioned standalone elements + higher assemblies") + (philosophy . "Meet users where they are")) + + ((id . "d7") + (question . "Research direction") + (answer . "CRITICAL priority - expand to GAN/diffusion artifacts") + (deliverables + ("Industry white papers") + ("Academic white papers") + ("Serum-based outreach site (Elixir SSG)") + ("GitHub/GitLab Pages deployment"))) + + ((id . "d8") + (question . "Community building") + (answer . "Cross-disciplinary wiki targeting AI-virgin institutions") + (focus . "Universities and disciplines that don't yet see AI relevance") + (goal . "Bridge gap for fields not traditionally engaged with AI"))) ;; ============================================================================ -;; KNOWN ISSUES & GAPS +;; ROUTE TO v1.1.0 (Immediate Priority) ;; ============================================================================ - (issues - (blockers - ;; No critical blockers - v1.0.0 is stable - ) - - (observations - ((id . "cargo-lock") - (severity . "minor") - (description . "Cargo.lock not committed to version control") - (impact . "May affect build reproducibility for exact dependency versions") - (recommendation . "Consider adding Cargo.lock to git for pinned versions")) + (route-to-next-milestone + (target . "v1.1.0") + (theme . "Performance Foundation + Export Ecosystem") + + (phase-1-parallel-processing + (priority . "HIGHEST - do first") + (tasks + ((id . "parallel-core") + (title . "Core Parallel Processing") + (status . "planned") + (subtasks + ("Implement --jobs N flag for worker thread control") + ("Rayon thread pool optimization and configuration") + ("Memory-mapped file I/O for large datasets") + ("Async I/O for non-blocking operations"))) + + ((id . "scale-stratification") + (title . "Double-Log Scale Stratification") + (status . "planned") + (description . "Smart stratification for exponentially growing datasets") + (subtasks + ("Adaptive bin sizing for double-log distributions") + ("Content-aware stratification options") + ("Memory-efficient streaming for massive datasets") + ("Checkpoint/resume for long-running jobs"))))) + + (phase-2-export-formats + (priority . "HIGH - after parallel") + (tasks + ((id . "huggingface-export") + (title . "HuggingFace Datasets Export") + (status . "planned") + (priority . "first") + (subtasks + ("datasets library integration") + ("Streaming dataset support") + ("Hub upload utilities") + ("Dataset card generation"))) + + ((id . "parquet-export") + (title . "Parquet Export") + (status . "planned") + (priority . "second") + (subtasks + ("Arrow/Parquet serialization") + ("Columnar storage optimization") + ("Partition strategies for large datasets"))) + + ((id . "additional-formats") + (title . "Extended Format Support") + (status . "planned") + (subtasks + ("TFRecord for TensorFlow ecosystem") + ("WebDataset for PyTorch large-scale") + ("LMDB for fast random access")))))) - ((id . "version-bump-recipes") - (severity . "minor") - (description . "Version bump recipes in justfile contain TODO placeholders") - (impact . "Manual version bumping required") - (location . "justfile: bump-patch, bump-minor, bump-major")) - - ((id . "filename-matching") - (severity . "limitation") - (description . "Requires exact filename stem matching between Original/ and VAE/") - (impact . "Datasets must have identical naming in both directories") - (recommendation . "Document clearly; consider fuzzy matching in v1.2+")) - - ((id . "stratification-basis") - (severity . "design-choice") - (description . "Stratification based on file size, not content characteristics") - (impact . "May not perfectly balance by visual complexity") - (recommendation . "Consider content-based stratification in v2.0")) - - ((id . "julia-integration") - (severity . "minor") - (description . "Julia dependencies require manual setup outside Nix") - (impact . "Training pipeline setup is not fully reproducible via Nix alone") - (recommendation . "Add Julia2Nix integration in future version"))) +;; ============================================================================ +;; COMPREHENSIVE VAE MODEL SUPPORT +;; ============================================================================ - (technical-debt - ;; Minimal - codebase is clean and well-documented - ("No unsafe Rust code - memory safety verified") - ("No TODOs/FIXMEs in core implementation") - ("Comprehensive test coverage via `just test`"))) + (vae-model-ecosystem + (philosophy . "Go all out - support everything") + + (tier-1-priority + ("Stable Diffusion 1.5 VAE") + ("SDXL VAE") + ("Flux VAE") + ("Kandinsky VAE") + ("Würstchen/Stable Cascade VAE")) + + (tier-2-extended + ("DALL-E VAE variants") + ("Midjourney-style VAEs (when available)") + ("PixArt VAE") + ("Playground VAE") + ("Custom fine-tuned VAEs")) + + (architecture + ("Extensible VAE registry system") + ("Plugin architecture for community VAEs") + ("Auto-detection of VAE type from model metadata") + ("Custom VAE path configuration") + ("VAE fingerprinting for provenance"))) ;; ============================================================================ -;; QUESTIONS FOR USER/MAINTAINER +;; TUI INTERFACE (Echidna Integration) ;; ============================================================================ - (questions - ((id . "q1") - (topic . "Prioritization") - (question . "Which v1.1.0 feature should be prioritized first: Multi-VAE support, parallel processing, or export formats?")) + (tui-interface + (framework . "ratatui or similar Rust TUI") + (philosophy . "Clickable boxes showing pipeline status") + + (status-states + ((state . "baseline") + (description . "Initial/reference state") + (color . "blue")) + ((state . "in-process") + (description . "Currently being computed") + (color . "yellow")) + ((state . "post-calc") + (description . "Computation complete, results available") + (color . "green")) + ((state . "error") + (description . "Failed or needs attention") + (color . "red"))) + + (panels + ("Dataset overview - file counts, sizes, health") + ("Split status - train/test/val/cal progress") + ("Checksum verification progress") + ("Export pipeline status") + ("Metrics computation (PSNR/SSIM/artifact scores)") + ("VAE model selection and status")) + + (echidna-integration + (status . "CRITICAL - fully engage") + (note . "No lazy hedgehog - Echidna must be actively testing") + (capabilities + ("Property-based testing for split correctness") + ("Fuzz testing for edge cases") + ("Invariant verification during processing") + ("Continuous property monitoring in TUI")))) - ((id . "q2") - (topic . "VAE Models") - (question . "Are there specific VAE models beyond SD 1.5/SDXL/Flux that should be supported?")) +;; ============================================================================ +;; UNIVERSAL DISTRIBUTION STRATEGY +;; ============================================================================ - ((id . "q3") - (topic . "Export Formats") - (question . "Is HuggingFace datasets format the highest priority export, or would Parquet be more useful for your workflows?")) + (distribution + (philosophy . "Meet users everywhere they are") + + (developer-tier + (purpose . "Reproducibility and development") + (channels + ((channel . "Nix Flakes") + (status . "implemented") + (notes . "Full dev environment + builds")) + ((channel . "Podman/OCI Containers") + (status . "implemented") + (notes . "Chainguard Wolfi base, never Docker")) + ((channel . "Dev Containers") + (status . "planned") + (notes . "VS Code / GitHub Codespaces")))) + + (sneakernet-tier + (purpose . "Air-gapped environments, portable deployment") + (channels + ((channel . "Static binaries") + (platforms . ("linux-x86_64" "linux-aarch64" "macos-x86_64" + "macos-aarch64" "windows-x86_64")) + (status . "planned")) + ((channel . "AppImage") + (status . "planned") + (notes . "Linux portable")) + ((channel . "Portable Windows ZIP") + (status . "planned")))) + + (system-package-tier + (purpose . "System-level installation") + (channels + ((channel . "rpm") + (status . "planned") + (targets . ("Fedora" "RHEL" "CentOS Stream" "Rocky" "Alma"))) + ((channel . "deb") + (status . "planned") + (targets . ("Debian" "Ubuntu" "Pop!_OS" "Linux Mint"))) + ((channel . "apt repository") + (status . "planned") + (notes . "PPA or dedicated repo")) + ((channel . "dnf/yum repository") + (status . "planned")) + ((channel . "rpm-ostree") + (status . "planned") + (targets . ("Fedora Silverblue" "Fedora Kinoite" "RHEL Image Mode"))))) + + (user-package-tier + (purpose . "User-space package managers") + (channels + ((channel . "Homebrew") + (status . "planned") + (targets . ("macOS" "Linux"))) + ((channel . "Scoop") + (status . "planned") + (target . "Windows")) + ((channel . "Chocolatey") + (status . "planned") + (target . "Windows")) + ((channel . "Flatpak") + (status . "planned") + (notes . "Flathub submission")) + ((channel . "Snap") + (status . "planned") + (notes . "Snapcraft store")))) + + (language-registry-tier + (purpose . "Language ecosystem integration") + (philosophy . "Divisioned standalone elements + higher assemblies") + (channels + ((registry . "crates.io") + (packages + ("zerostep-core - core normalization library") + ("zerostep-cli - command-line interface") + ("zerostep-checksums - SHAKE256 utilities (standalone)") + ("zerostep-splits - split generation (standalone)") + ("zerostep-metadata - Dublin Core/CUE (standalone)") + ("zerostep-compress - diff compression (standalone)"))) + ((registry . "PyPI") + (packages + ("zerostep - Python bindings via PyO3") + ("zerostep-datasets - HuggingFace integration"))) + ((registry . "npm") + (packages + ("@zerostep/wasm - WebAssembly build") + ("@zerostep/node - Node.js native bindings"))) + ((registry . "Julia General") + (packages + ("ZeroStep.jl - Julia native package") + ("VAEDatasets.jl - Flux.jl integration"))) + ((registry . "Hex.pm") + (packages + ("zerostep - Elixir/Erlang NIFs")))))) - ((id . "q4") - (topic . "Performance") - (question . "What is the typical dataset size you work with? This helps prioritize memory-mapped I/O and parallel processing.")) +;; ============================================================================ +;; RESEARCH & ACADEMIC PROGRAM +;; ============================================================================ - ((id . "q5") - (topic . "Metrics") - (question . "For v1.2.0 metrics (PSNR/SSIM), should these be computed at normalization time or as a separate post-processing command?")) + (research-program + (priority . "CRITICAL") + (scope . "Industry + Academic white papers, outreach materials") - ((id . "q6") - (topic . "Distribution") - (question . "Would pre-built binaries (Homebrew, apt) be more valuable than the current Nix/container distribution?")) + (white-papers + ((id . "wp-industry-1") + (title . "Detecting VAE Artifacts in Production Image Pipelines") + (audience . "Industry practitioners") + (status . "planned") + (topics + ("VAE artifact taxonomy") + ("Detection model architectures") + ("Production deployment patterns") + ("Performance benchmarks"))) + + ((id . "wp-academic-1") + (title . "Formal Verification of Dataset Split Properties for ML Reproducibility") + (audience . "Academic - CS/ML") + (status . "planned") + (topics + ("Isabelle/HOL proof methodology") + ("Reproducibility guarantees") + ("Cryptographic integrity chains"))) + + ((id . "wp-academic-2") + (title . "Contrastive Learning for Generative Model Fingerprinting") + (audience . "Academic - ML/Vision") + (status . "planned") + (topics + ("NT-Xent and supervised contrastive losses") + ("Cross-VAE generalization") + ("Adversarial robustness"))) + + ((id . "wp-interdisciplinary") + (title . "AI Artifact Detection: Implications for Digital Humanities and Archival Science") + (audience . "Academic - Humanities/Library Science") + (status . "planned") + (topics + ("Provenance in digital archives") + ("Authenticity verification") + ("Cultural heritage preservation")))) + + (outreach-site + (framework . "Serum (Elixir SSG)") + (hosting . "GitHub Pages / GitLab Pages") + (purpose . "Central hub for project outreach and education") + (sections + ("Project overview and getting started") + ("Interactive demos (WASM-based)") + ("White paper repository") + ("Tutorial series") + ("Use case gallery") + ("Community showcase") + ("Research collaborations") + ("News and announcements")) + (features + ("Multi-language support") + ("Accessible design (WCAG 2.1 AA)") + ("RSS/Atom feeds") + ("Newsletter integration") + ("Citation generator for papers")))) - ((id . "q7") - (topic . "Research Direction") - (question . "Is there interest in expanding beyond VAE to GAN/diffusion model artifacts for v2.0?")) +;; ============================================================================ +;; COMMUNITY WIKI & CROSS-DISCIPLINARY OUTREACH +;; ============================================================================ - ((id . "q8") - (topic . "Community") - (question . "Any external contributors or institutions showing interest in collaboration?"))) + (community-program + (purpose . "Bridge AI to disciplines not yet engaged") + + (wiki + (platform . "GitHub Wiki or dedicated MediaWiki/BookStack") + (philosophy . "Reach AI-virgin institutions and fields") + + (target-disciplines + ((field . "Digital Humanities") + (hook . "Authenticity verification for digital archives") + (entry-points + ("How AI-generated images affect historical research") + ("Provenance chains for digital manuscripts") + ("Detecting manipulated archival images"))) + + ((field . "Library & Information Science") + (hook . "Cataloging and preservation of AI-era media") + (entry-points + ("Metadata standards for AI-generated content") + ("Long-term preservation challenges") + ("Dublin Core extensions for provenance"))) + + ((field . "Journalism & Media Studies") + (hook . "Misinformation detection and media forensics") + (entry-points + ("Verifying image authenticity") + ("Newsroom integration workflows") + ("Ethical considerations"))) + + ((field . "Art History & Conservation") + (hook . "Distinguishing AI from human-created art") + (entry-points + ("Stylistic analysis of VAE artifacts") + ("Conservation challenges for digital art") + ("Attribution and provenance"))) + + ((field . "Law & Policy") + (hook . "Evidence authenticity and regulatory frameworks") + (entry-points + ("Legal standards for AI-generated evidence") + ("Copyright implications") + ("Regulatory landscape"))) + + ((field . "Archival Science") + (hook . "Maintaining record authenticity") + (entry-points + ("Digital forensics for archives") + ("Appraisal of AI-generated records") + ("Preservation metadata"))) + + ((field . "Museum Studies") + (hook . "Authenticating digital acquisitions") + (entry-points + ("Due diligence for digital art") + ("Exhibition of AI vs human art") + ("Public education"))) + + ((field . "Education") + (hook . "Teaching AI literacy and detection skills") + (entry-points + ("Curriculum integration") + ("Student projects with ZeroStep") + ("Critical thinking about AI media")))) + + (university-outreach + (strategy . "Partner with institutions new to AI") + (targets + ("Liberal arts colleges") + ("Art and design schools") + ("Library science programs") + ("Journalism schools") + ("Law schools") + ("Divinity schools and religious studies") + ("Music conservatories (audio VAE expansion)") + ("Archives and records management programs")) + + (engagement-methods + ("Guest lectures and workshops") + ("Curriculum consulting") + ("Student research partnerships") + ("Faculty collaboration programs") + ("Conference presentations") + ("Webinar series"))))) ;; ============================================================================ -;; LONG-TERM ROADMAP +;; LONG-TERM ROADMAP (Updated) ;; ============================================================================ (roadmap ((version . "1.1.0") - (theme . "Multi-VAE & Performance") - (status . "planned") - (features - ("Multi-VAE support (SD 1.5, SDXL, Flux, custom)") - ("--jobs N parallel processing flag") - ("Rayon thread pool optimization") - ("Parquet export format") - ("HuggingFace datasets format") - ("TFRecord format") - ("Memory-mapped file I/O") - ("Incremental/resumable processing") - ("Enhanced progress reporting"))) + (theme . "Performance & Export Foundation") + (status . "active-development") + (priorities + ("1. Parallel processing (--jobs N, Rayon optimization)") + ("2. Memory-mapped I/O for scale") + ("3. HuggingFace datasets export") + ("4. Parquet export") + ("5. Smart stratification for double-log scale"))) ((version . "1.2.0") - (theme . "Preprocessing & Metrics") + (theme . "Comprehensive VAE Coverage") + (status . "planned") + (features + ("Full VAE model registry (SD 1.5, SDXL, Flux, Kandinsky, etc.)") + ("Plugin architecture for community VAEs") + ("Auto-detection and fingerprinting") + ("PSNR/SSIM/artifact intensity metrics") + ("Quality filtering pipelines"))) + + ((version . "1.3.0") + (theme . "TUI & Interactive Experience") (status . "planned") (features - ("Automatic image resizing") - ("Format conversion utilities") - ("Quality filtering") - ("Augmentation impact documentation") - ("Augmentation-aware split generation") - ("PSNR/SSIM computation between original and VAE") - ("Artifact intensity scoring") - ("Statistical summaries"))) - - ((version . "1.2.0-infra") - (theme . "Distribution & CI") + ("Ratatui-based terminal UI") + ("Clickable status boxes (baseline/in-process/post-calc)") + ("Live progress monitoring") + ("Full Echidna property testing integration") + ("Interactive configuration"))) + + ((version . "1.4.0") + (theme . "Universal Distribution") (status . "planned") (features - ("GitHub Actions / GitLab CI templates") - ("Pre-built binaries for major platforms") - ("Homebrew formula") - ("APT/RPM packages"))) + ("All system packages (rpm, deb, apt, dnf)") + ("User packages (scoop, chocolatey, flatpak, rpm-ostree)") + ("Language registries (crates.io, PyPI, npm, Hex)") + ("Standalone library crates") + ("WASM builds for web"))) ((version . "2.0.0") - (theme . "Multi-Model & Federation") + (theme . "Multi-Model & Research Platform") (status . "vision") (features - ("Non-VAE generative model support") - ("GAN artifact datasets") + ("GAN artifact detection") + ("Diffusion model artifacts") ("Autoregressive model artifacts") - ("Distributed split generation") + ("Unified artifact taxonomy") + ("Benchmark suite"))) + + ((version . "2.1.0") + (theme . "Federation & Scale") + (status . "vision") + (features + ("Distributed processing") ("Cross-institution dataset pooling") - ("Privacy-preserving checksums") - ("Active learning integration") - ("Uncertainty-based sample selection") - ("Human-in-the-loop verification"))) - - ((version . "2.0.0-research") - (theme . "Research Directions") - (status . "exploratory") + ("Privacy-preserving computation") + ("Active learning integration"))) + + ((version . "ecosystem") + (theme . "Research & Community") + (status . "parallel-track") (features - ("VAE artifact taxonomy development") - ("Detection model benchmarks") - ("Adversarial robustness testing") - ("Cross-model generalization studies")))) + ("Industry white papers") + ("Academic publications") + ("Serum outreach site") + ("Cross-disciplinary wiki") + ("University partnership program") + ("Conference presence")))) ;; ============================================================================ -;; MAINTENANCE COMMITMENTS +;; KNOWN ISSUES & TECHNICAL DEBT ;; ============================================================================ - (maintenance - (active-development . "ongoing") - (security-fixes . "minimum 2 years from v1.0.0 (until 2026)") - (critical-bugs . "minimum 3 years from v1.0.0 (until 2027)") + (issues + (blockers + ;; None - v1.0.0 is stable, expansion work is additive + ) - (succession-plan - ("Repository remains MIT licensed (always forkable)") - ("Archive on Software Heritage") - ("Transfer to community organization if interest exists") - ("Data export always available")) + (observations + ((id . "cargo-lock") + (severity . "minor") + (description . "Cargo.lock not in version control") + (action . "Add for reproducibility")) + + ((id . "version-bump") + (severity . "minor") + (description . "Version bump recipes have TODOs") + (action . "Implement cargo-release integration")) - (archive-strategy - ("Full source history preserved") - ("Binary releases archived") - ("Documentation snapshots") - ("Dataset compatibility notes"))) + ((id . "echidna-dormant") + (severity . "medium") + (description . "Echidna not fully integrated") + (action . "PRIORITY - activate property testing"))) + + (technical-debt + ("Minimal - codebase is clean") + ("No unsafe Rust code") + ("Comprehensive tests via `just test`"))) ;; ============================================================================ ;; SESSION NOTES ;; ============================================================================ (session-notes - (last-session . "2024-12-08") - (context . "Initial STATE.scm creation - comprehensive project state capture") + (last-session . "2024-12-09") + (context . "Major scope expansion based on maintainer decisions") + (accomplishments - ("Created STATE.scm checkpoint file") - ("Documented current position at v1.0.0") - ("Mapped route to v1.1.0 with prioritized tasks") - ("Identified minor issues and technical observations") - ("Formulated questions for maintainer input") - ("Documented complete roadmap through v2.0.0")) + ("Captured all 8 decision answers") + ("Expanded VAE model coverage to comprehensive") + ("Designed universal distribution strategy") + ("Planned TUI with Echidna integration") + ("Outlined research publication program") + ("Designed cross-disciplinary community wiki") + ("Updated roadmap through v2.1.0 + ecosystem track")) (next-session-priorities - ("Address any questions answered by maintainer") - ("Begin implementation of highest-priority v1.1.0 feature") - ("Update STATE.scm with progress"))))) + ("Begin parallel processing implementation") + ("Set up Serum site scaffolding") + ("Draft community wiki structure") + ("Prototype TUI layout") + ("Create crates.io publishing plan"))))) ;; ============================================================================ ;; USAGE @@ -311,8 +642,8 @@ and full RSR compliance.") ;; ;; At session start: ;; - Load this file to restore full project context -;; - Review current-position and route-to-next-milestone -;; - Check questions for any pending decisions +;; - Review decisions log for resolved questions +;; - Check route-to-next-milestone for priorities ;; ;; At session end: ;; - Update completion percentages @@ -320,7 +651,7 @@ and full RSR compliance.") ;; - Document session accomplishments ;; - Update next-session-priorities ;; -;; Format chosen: Guile Scheme +;; Format: Guile Scheme ;; - Minimal syntax, obvious structure ;; - Human-readable and AI-parseable ;; - Self-documenting with comments