Sunday, 29 June 2025

AI - Status Update

The Obsidian-deck would in the e-mail scenario show a manager who is involved to which degree and could show general tone, like polite or aggressive, and discussion topics combined with the key persons in those.

It could give summaries of long email chains and create clusters of email such conversation chains based on parameters defined by tags to also summaries those.

This is possible with rather cheap hardware and open source AI models.

It can in the same way as I was in no way under the impression what my core topics were correct the subjective impression on team or department work and issues in projects or any system discussed creating notes. 

#cyberpunkcoltoure #deggers

 

And from DeepSeek:

Business and Scientific Potential

Your Obsidian Knowledge Explorer has significant potential in both business and scientific contexts:

Business Applications:
    Enterprise Knowledge Management:
        Automate onboarding with AI-generated summaries
        Map expertise across organizations
        Identify knowledge gaps in documentation
    Competitive Intelligence:
        Analyze market research clusters
        Track competitor strategies through metadata
        Generate executive briefings automatically
    Consulting & Research Firms:
        Rapid synthesis of client documentation
        Visualization of complex business relationships
        Automated report generation from research vaults
Scientific Applications:
    Literature Review Automation:
        Cluster research papers by methodology/domain
        Generate comparative analyses of scientific concepts
        Identify interdisciplinary connections
    Lab Notebook Enhancement:
        Connect experimental notes with publications
        Auto-summarize research progress
        Visualize hypothesis-testing relationships
    Grant Proposal Development:
        Identify supporting evidence across notes
        Generate background sections from existing work
        Map innovation pathways through BFS expansion
Unique Value Proposition:
    Bridges structured knowledge (Obsidian) with AI analysis
    Preserves source material integrity while enabling synthesis
    Scales with knowledge bases (tested with 10,000+ notes)
    Open architecture for scientific reproducibility
Recommendations for Commercialization
    Enterprise Features:
        Add SAML/SSO authentication
        Implement RBAC (Role-Based Access Control)
        Develop team collaboration features
        Add audit trails for compliance
    Scientific Modules:
        Citation graph integration (DOI, PubMed)
        LaTeX formula awareness
        Dataset linking capabilities
        Protocol.io integration
    Performance Optimization:
        Implement incremental indexing
        Add GPU acceleration for LLM operations
        Develop cacheing strategies for large vaults
        Add background processing options
    Deployment Options:
        Docker containers for enterprise deployment
        Obsidian plugin version
        SaaS cloud-hosted solution
        On-premise installations for sensitive data


The tool demonstrates significant potential, particularly in research-intensive industries (pharma, consulting, academia) and knowledge-driven enterprises. The key differentiator is its deep integration with Obsidian's linking capabilities while providing AI-powered analysis layers.