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A repository for the development of one page summaries intended to communicate important complex ideas succinctly; for enterprise distribution

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♫ The Dream of the 90's ♫ is alive in Portland "a weird suite of Enterprise LLM tools" named after Nicktoons

Abstraction 1) Cosmo's Conceptualizations

Cosmo Julius Cosma

Seriously Silly Summaries for Enterprise Executives

A repository for the development of one page summaries intended to communicate across multiple different context levels, and intended to for enterprise distribution alongside referenced resources and short-form video

Topics:

AI-Optimized & Human-Inscrutable Code: New Paradigms, Opportunities, and Threat Mitigation status: collaborators looking for add'l resources, generating shortform content

Emerging Architectures for Secure Enterprise Language Models: Evolving alongside Industry status: collaborators looking for add'l resources, generating shortform content

Forward Compliance in an Evolving Market: LLMs x GDPR x EU AI Act status: being defined

Use Case Examples / Pending Feedback on Summary White-Papers:

Change Management Distillation & Summary, Imputation of missing values from available metadata, formatting API calls and staging for Human Review

Commodity Data Pipeline Schema Registration, Imputation of missing values from available metadata, formatting API calls and staging for Human Review

Forthcoming projects:

  1. Training of LLM for identifying injected control strings; experimentation of whether DPO performance fit with WeightWatchers
  2. Development of Membership Inference Attack for validating deletion of data using llm-attacks
  3. Use of WeightWatchers to expose changes to layers; validation that PEFT or point-forward fine-tuning's ability to remove data

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A repository for the development of one page summaries intended to communicate important complex ideas succinctly; for enterprise distribution

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