{"slug": "spacekit-ai", "title": "SpaceKit AI", "summary": "SpaceKit AI, the public monorepo for Growformer research and machine-learning projects, was released on GitHub, containing the core promote-freeze substrate, language-model experiments, reproducible evaluation tooling, and neural cellular automata research. The repository includes four main crates—growformer, growformer-ledger, growformer-llm, and growformer-nca—with growformer-llm consuming the public APIs of growformer and growformer-ledger, while growformer-nca remains isolated until an explicit integration contract is established. The project emphasizes reproducibility, requiring results to identify source revision, dataset split, seed, configuration, hardware, metric, and comparison budget, and prohibits committing large datasets, model checkpoints, or sensitive data.", "body_md": "SpaceKit AI is the public monorepo for Growformer research and machine-learning projects. It contains the core promote-freeze substrate, language-model experiments, reproducible evaluation tooling, and neural cellular automata research.\n\nRepository: [spacekit-xyz/spacekit-ai](https://github.com/spacekit-xyz/spacekit-ai)\n\n| Directory | Role | Status | License |\n|---|---|---|---|\n`growformer/` |\n\n`growformer-ledger/`\n\n`growformer-llm/`\n\n`growformer-nca/`\n\n```\ngit clone https://github.com/spacekit-xyz/spacekit-ai.git\ncd spacekit-ai\n\ncargo check --workspace\ncargo test --workspace\n```\n\nThe Growformer suite is substantially larger than the supporting crates. Use package-scoped commands during development:\n\n```\ncargo test -p growformer-ledger\ncargo test -p growformer-nca\ncargo test -p growformer-llm\ncargo test -p growformer --lib\ngrowformer ───────────────┐\n                          ├──> growformer-llm\ngrowformer-ledger ────────┘\n\ngrowformer-nca                 standalone\n```\n\n`growformer`\n\nand `growformer-ledger`\n\nremain independently usable.\n`growformer-llm`\n\nconsumes their public APIs. `growformer-nca`\n\nremains isolated\nuntil an explicit integration contract replaces duplicated experimental code.\n\nInternal dependencies use workspace-relative paths during development. External consumers, including SpaceKit Core, should use tagged revisions or published crate versions rather than filesystem paths.\n\n```\nspacekit-ai/\n├── Cargo.toml\n├── README.md\n├── CONTRIBUTING.md\n├── SECURITY.md\n├── growformer/\n├── growformer-ledger/\n├── growformer-llm/\n└── growformer-nca/\n```\n\nEach project owns its detailed architecture, usage, and reproducibility documentation. Cross-project policy and CI live at the monorepo root.\n\nThese projects are experimental machine-learning systems. Passing tests or reported benchmark results do not establish general intelligence, adversarial robustness, model safety, privacy compliance, or suitability for autonomous high-stakes decisions.\n\nResults must identify the source revision, dataset split, seed, configuration, hardware, metric, and comparison budget. Historical and negative results remain part of the research record and must be clearly labeled.\n\nDo not commit:\n\n- downloaded corpora or benchmark datasets;\n- model checkpoints, trained brains, embeddings, or tokenized corpora;\n- user conversations or production inference records;\n- generated experiment reports or local evaluation ledgers;\n- API keys, private keys, populated environment files, or certificates;\n- build output, generated WASM packages, or dependency caches.\n\nSmall deterministic fixtures and inference configuration required by a published crate are allowed when their provenance and purpose are documented. Large datasets and models belong in versioned release assets or an external artifact store with checksums.\n\n[SpaceKit Core](https://github.com/spacekit-xyz/spacekit-core) is a separate\ninfrastructure monorepo. AI integration there must be optional and\nfeature-gated. SpaceKit Core must consume tagged Growformer revisions rather\nthan unpublished sibling paths.\n\nPrivate applications and websites may consume SpaceKit AI releases, but they must not become dependencies of these public libraries.\n\nSee [ CONTRIBUTING.md](/spacekit-xyz/spacekit-ai/blob/main/CONTRIBUTING.md) for development requirements. Report\nsuspected vulnerabilities privately according to\n\n[. Never place secrets, private datasets, or exploit details in public issues.](/spacekit-xyz/spacekit-ai/blob/main/SECURITY.md)\n\n`SECURITY.md`\n\nThis monorepo contains packages under different permissive licenses. Consult\neach package's `Cargo.toml`\n\nand `LICENSE`\n\nfile. A root-level policy does not\noverride package-level licensing.", "url": "https://wpnews.pro/news/spacekit-ai", "canonical_source": "https://github.com/spacekit-xyz/spacekit-ai", "published_at": "2026-08-27 22:59:26+00:00", "updated_at": "2026-08-27 23:18:53.070277+00:00", "lang": "en", "topics": ["ai-research", "machine-learning", "large-language-models", "neural-networks", "ai-infrastructure"], "entities": ["SpaceKit AI", "Growformer", "SpaceKit Core", "GitHub"], "alternates": {"html": "https://wpnews.pro/news/spacekit-ai", "markdown": "https://wpnews.pro/news/spacekit-ai.md", "text": "https://wpnews.pro/news/spacekit-ai.txt", "jsonld": "https://wpnews.pro/news/spacekit-ai.jsonld"}}