doc-to-lora: Hypernetworks that update LLMs to remember factual information

by SakanaAI · Agent Tool · ★ 828

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 66/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

aiai-agenthypernetworksllmllm-agentloramachine-learningmemory

Quick Facts

Stars828
Forks106
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score66/100
Last Updated2026-06-15
Created2026-02-11
Platformspython
Est. Tokens~443k

About doc-to-lora

Doc-to-LoRA (D2L): Learning to Instantly Internalize Contexts :sparkles:Interactive Web | :newspaper:X | :scroll:Paper | :hugs:Hugging Face | :octocat:GitHub A reference implementation of Doc-to-LoRA (D2L).

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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