Provider compatibility support requested on 4 October 2026. No provider was listed in the dated Hub observation; adoption and use qualification remain unchanged. Part of the SZL Holdings governed estate — claims are designed to carry checkable receipts. Verification proves integrity & origin, never accuracy or performance. *Historical receipts name `SZL-Khipu-1.5B-BrainNavigator`. Alias redirects and current-to-historical weight equality were not tested in this review.*

Text generation

Input Text→ Output Text

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SZL-Khipu-1.5B-GGUF

SZLHOLDINGS

Compact Khipu quantizations for research on retrieval-plan proposals over controller-supplied handles. GGUF derivatives of `SZLHOLDINGS/SZL-Khipu-1.5B`, itself a fine-tune of `Qwen/Qwen2.5-1.5B-Instruct`. The model proposes a JSON retrieval plan over candidate handles supplied by a controller. It does not contain or authorize access to a private graph, execute the plan, or issue trusted receipts. The following exact file identities are recorded in publication.json. File presence was checked against the reviewed tree; this review did not download or independently hash the GGUF bytes.

Text generation

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Cost analysis

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Monthly input tokens 10 MMonthly output tokens 2 M1 M = 1 million tokens · USD
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Uses collected, comparable USD-per-million-token rates. Snapshots exclude cache discounts, tiers, extra reasoning output and taxes. Check current source prices.

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