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| title: Mithril | |
| emoji: ๐ก๏ธ | |
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| # Mithril โ `com-kotobalabs` | |
| **Empower those who protect. / ๅฎใไบบใซใๅใใ** | |
| Open-weight models of [**Mithril**](https://mithril.fund) โ specialized LLM inference for verified white-hat researchers. | |
| Mithril (formerly *Kotoba Cloud*) is operated by **Kotoba Labs Inc.** The handle `com-kotobalabs` is unchanged, so existing model IDs keep working. | |
| ใใฎใใผใธใฏ [**Mithril**](https://mithril.fund)๏ผๆง Kotoba Cloud๏ผใฎใชใผใใณใฆใงใคใใขใใซใๅ ฌ้ใใ organization ใงใใ้ๅถใฏ **Kotoba Labs Inc.** ใงใใ | |
| --- | |
| ## Purpose | |
| - **Defensive by intent.** Models help auditors and white-hat researchers review code, validate vulnerabilities, and prepare fixes. | |
| - **Honest, reproducible builds.** Every model documents what changed, the method, the base model, and the serving footprint. | |
| - **Hardware-real optimization.** Weights are quantized to what the target GPU actually runs โ e.g. **NVFP4** for NVIDIA **RTX PRO 6000**. | |
| --- | |
| ## Mithril research platform | |
| [mithril.fund](https://mithril.fund) is where these weights are put to work. Identity-verified researchers walk a fixed workflow โ **INVESTIGATE โ VALIDATE โ REMEDIATE** โ from reviewing authorized code to a responsible-disclosure fix. | |
| - **Access:** Passkey + post-quantum (ML-DSA-65) auth, Stripe Identity eKYC, AML/CTF screening, per-engagement scope confirmation. | |
| - **Free research allowance:** 1,000 requests/day, up to 32,768 output tokens per request. Beyond it: plans from $20/mo or prepaid AI credits from $10. | |
| - **Supply chain:** signed releases (Ed25519 + ML-DSA-65), distributed over content-addressed IPFS/CID. | |
| --- | |
| ## ๐ Open data โ [knowledge.mithril.fund](https://knowledge.mithril.fund) | |
| A free public catalog of security datasets, served from the edge. **No account, no key.** Every file is CORS-open and supports HTTP Range, so duckdb and pandas read it directly. | |
| - **NVD CVE 2.0** full history (1999โtoday) as yearly Parquet, with CVSS 4.0/3.1/3.0/2.0, CWE and CPE counts โ daily. | |
| - **CISA KEV** and **FIRST EPSS** exploit-probability scores โ daily. | |
| - **MITRE CWE** (weekly) and **MITRE ATT&CK Enterprise** STIX bundle (weekly). | |
| - Row counts, byte sizes and sha256 are published in [index.json](https://knowledge.mithril.fund/index.json) and per-dataset `manifest.json`. | |
| ```sql | |
| SELECT id, cvss31_sev | |
| FROM read_parquet( | |
| 'https://knowledge.mithril.fund/nvd/parquet/nvd_cve_*.parquet') | |
| WHERE cvss31_score >= 9.0; | |
| ``` | |
| --- | |
| ## ๐๏ธ Graph & Ontology database โ [graph.mithril.fund](https://graph.mithril.fund) | |
| The Knowledge Graph & Ontology database of Mithril (formerly the Kotobase graph plane). Tenant-isolated graphs of datoms over immutable IPLD snapshots; content identity is a CID. | |
| - **Query languages:** Datalog (Datomic-shaped EDN), Cypher, SPARQL, Gremlin bytecode, and bounded read-only SQL. | |
| - **Ontology:** every entity is tagged with an ontology type; the workbench inspects observed attributes and types. | |
| - **For agents:** an MCP server at `graph.mithril.fund/mcp`, and an HTTP API at `api.mithril.fund/v1/database`. Writes need an explicit Biscuit capability, not just a session cookie. | |
| - **Start free**, no credit card: create a workspace and open a database right away. | |
| --- | |
| ## ๐งช App Studio โ [app.mithril.fund](https://app.mithril.fund) | |
| Build and deploy bounded ontology applications: author a typed Mithril Form, then run one finite agent loop โ OWL inference โ SPARQL selection โ SHACL validation โ compile โ conformance test โ content-addressed deploy. | |
| --- | |
| ## Links | |
| - ๐ Platform: [mithril.fund](https://mithril.fund) | |
| - ๐ Docs: [docs.mithril.fund](https://docs.mithril.fund) | |
| - ๐ Open data: [knowledge.mithril.fund](https://knowledge.mithril.fund) | |
| - ๐๏ธ Graph DB: [graph.mithril.fund](https://graph.mithril.fund) | |
| - ๐งช App studio: [app.mithril.fund](https://app.mithril.fund) | |
| - ๐ฐ Blog: [blog.mithril.fund](https://blog.mithril.fund) | |
| - ๐งฉ Language: [kotoba-lang.org](https://kotoba-lang.org) | |
| - โ๏ธ Support: [support.mithril.fund](https://support.mithril.fund) ยท support@mithril.fund | |
| --- | |
| *Use of Mithril and these models is restricted to authorized security research on in-scope targets. Operator: Kotoba Labs Inc.* | |