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<h1>Mithril β€” <code>com-kotobalabs</code></h1>
<p><em>Empower those who protect.</em></p>
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<h2>πŸ”— <a href="https://mithril.fund"><strong>mithril.fund</strong></a></h2>
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<p>Open-weight models of <a href="https://mithril.fund"><strong>Mithril</strong></a> β€” specialized LLM inference for verified white-hat researchers.</p>
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<p>Mithril (formerly <em>Kotoba Cloud</em>) is operated by <strong>Kotoba Labs Inc.</strong> The handle <code>com-kotobalabs</code> is unchanged, so existing model IDs keep working.</p>
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<h2><strong>Purpose</strong></h2>
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<p>β€” <strong>Defensive by intent.</strong> Models help auditors and white-hat researchers review code, validate vulnerabilities, and prepare fixes.</p>
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<p>β€” <strong>Honest, reproducible builds.</strong> Every model documents what changed, the method, the base model, and the serving footprint.</p>
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<p>β€” <strong>Hardware-real optimization.</strong> Weights are quantized to what the target GPU actually runs β€” e.g. <strong>NVFP4</strong> for NVIDIA <strong>RTX PRO 6000</strong>.</p>
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<h2><strong>Mithril research platform</strong></h2>
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<p><a href="https://mithril.fund"><strong>mithril.fund</strong></a> is where these weights are put to work. Identity-verified researchers walk a fixed workflow β€” <strong>INVESTIGATE β†’ VALIDATE β†’ REMEDIATE</strong> β€” from reviewing authorized code to a responsible-disclosure fix.</p>
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<p><em>&ldquo;One person&rsquo;s discovery becomes a community&rsquo;s strength.&rdquo;</em></p>
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<p>β€” <strong>Access:</strong> Passkey + post-quantum (ML-DSA-65) auth, Stripe Identity eKYC, AML/CTF screening, per-engagement scope confirmation.</p>
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<p>β€” <strong>Free research allowance:</strong> 1,000 requests/day, up to 32,768 output tokens per request. Beyond it: plans from $20/mo or prepaid AI credits from $10.</p>
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<p>β€” <strong>Supply chain:</strong> signed releases (Ed25519 + ML-DSA-65), distributed over content-addressed IPFS/CID.</p>
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<h2><strong>πŸ“š Open data β€” <a href="https://knowledge.mithril.fund">knowledge.mithril.fund</a></strong></h2>
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<p>A free public catalog of security datasets, served from the edge. <strong>No account, no key.</strong> Every file is CORS-open and supports HTTP Range, so duckdb and pandas read it directly.</p>
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<p>β€” <strong>NVD CVE 2.0</strong> full history (1999–today) as yearly Parquet, with CVSS 4.0/3.1/3.0/2.0, CWE and CPE counts β€” daily.</p>
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<p>β€” <strong>CISA KEV</strong> (known exploited vulnerabilities) and <strong>FIRST EPSS</strong> exploit-probability scores β€” daily.</p>
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<p>β€” <strong>MITRE CWE</strong> (weekly) and <strong>MITRE ATT&amp;CK Enterprise</strong> STIX bundle (weekly).</p>
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<p>β€” Row counts, byte sizes and sha256 are published in <a href="https://knowledge.mithril.fund/index.json">index.json</a> and per-dataset <code>manifest.json</code>.</p>
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<p><strong>Try it (duckdb):</strong></p>
<pre><code>SELECT id, cvss31_sev
FROM read_parquet(
'https://knowledge.mithril.fund/nvd/parquet/nvd_cve_*.parquet')
WHERE cvss31_score &gt;= 9.0;</code></pre>
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<h2><strong>πŸ—‚οΈ Graph &amp; Ontology database β€” <a href="https://graph.mithril.fund">graph.mithril.fund</a></strong></h2>
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<p>The Knowledge Graph &amp; Ontology database of Mithril (formerly the Kotobase graph plane). Tenant-isolated graphs of datoms over immutable IPLD snapshots; content identity is a CID.</p>
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<p>β€” <strong>Query languages:</strong> Datalog (Datomic-shaped EDN), Cypher, SPARQL, Gremlin bytecode, and bounded read-only SQL.</p>
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<p>β€” <strong>Ontology:</strong> every entity is tagged with an ontology type; the workbench inspects observed attributes and types.</p>
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<p>β€” <strong>For agents:</strong> an MCP server at <code>graph.mithril.fund/mcp</code>, and an HTTP API at <code>api.mithril.fund/v1/database</code>. Writes need an explicit Biscuit capability, not just a session cookie.</p>
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<p>β€” <strong>Start free</strong>, no credit card: create a workspace and open a database right away.</p>
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<h2><strong>πŸ§ͺ App Studio β€” <a href="https://app.mithril.fund">app.mithril.fund</a></strong></h2>
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<p>Build and deploy bounded ontology applications: author a typed Mithril Form, then run one finite agent loop β€” OWL inference β†’ SPARQL selection β†’ SHACL validation β†’ compile β†’ conformance test β†’ content-addressed deploy.</p>
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<h2><strong>Links</strong></h2>
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<p>πŸ‘‰ <a href="https://mithril.fund"><strong>mithril.fund</strong></a> β€” the platform</p>
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<p>πŸ“– <a href="https://docs.mithril.fund">docs.mithril.fund</a> β€” documentation</p>
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<p>πŸ“š <a href="https://knowledge.mithril.fund">knowledge.mithril.fund</a> β€” open security data</p>
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<p>πŸ—‚οΈ <a href="https://graph.mithril.fund">graph.mithril.fund</a> β€” graph &amp; ontology database</p>
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<p>πŸ§ͺ <a href="https://app.mithril.fund">app.mithril.fund</a> β€” app studio</p>
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<p>πŸ“° <a href="https://blog.mithril.fund">blog.mithril.fund</a> β€” blog</p>
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<p>🧩 <a href="https://kotoba-lang.org">kotoba-lang.org</a> β€” the language</p>
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<p>βœ‰οΈ <a href="https://support.mithril.fund">support.mithril.fund</a> Β· <a href="mailto:support@mithril.fund">support@mithril.fund</a> β€” support</p>
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<p><em>Use of Mithril and these models is restricted to authorized security research on in-scope targets. Operator: Kotoba Labs Inc.</em></p>
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