FullSense ™

Umbrella brand & specification for an open-source family of products targeting self-evolving, on-prem, audit-friendly LLM systems.


Family Tree

flowchart TD
    F["FullSense umbrella v1.1 — 9 axes: KAR DTKR APO ICP TLB Math PM RPAR SIL"]
    LM["llmesh — secure LLM hub (on-prem MCP)"]
    LI["llive — self-evolving memory (4-layer + biological model)"]
    LO["llove — TUI dashboard (HITL workbench)"]
    LD["lldesign — UI/Web/diagram design (alpha)"]
    LT["lltrade — paper trading research (alpha)"]
    LMS["llmesh-suite (installer)"]
    LCAD["llcad — machine CAD (planned)"]
    LEDA["lleda — EDA / circuit / PCB (planned)"]
    LCHIP["llchip — semiconductor IC layout (planned)"]
    LMED["llmed — medical literature (parked)"]
    LPAPER["llpaper — academic drafting (parked)"]
    F --> LM
    F --> LI
    F --> LO
    F --> LD
    F --> LT
    F -.-> LMS
    F -.-> LCAD
    F -.-> LEDA
    F -.-> LCHIP
    F -.-> LMED
    F -.-> LPAPER
    LM <-. MCP .-> LI
    LI <-. bridge .-> LO
    LM <-. hub .-> LO
    LD <-. brief .-> LI
    LT <-. signal+gate .-> LI
    style F fill:#fef3c7,stroke:#f59e0b,stroke-width:3px
    style LI fill:#d1fae5,stroke:#10b981
    style LM fill:#dbeafe,stroke:#3b82f6
    style LO fill:#fce7f3,stroke:#ec4899
    style LD fill:#ede9fe,stroke:#8b5cf6
    style LT fill:#fee2e2,stroke:#ef4444
    style LCAD fill:#f3f4f6,stroke:#9ca3af,stroke-dasharray:5 5
    style LEDA fill:#f3f4f6,stroke:#9ca3af,stroke-dasharray:5 5
    style LCHIP fill:#f3f4f6,stroke:#9ca3af,stroke-dasharray:5 5
    style LMED fill:#f3f4f6,stroke:#9ca3af,stroke-dasharray:5 5
    style LPAPER fill:#f3f4f6,stroke:#9ca3af,stroke-dasharray:5 5

Product Sites

Product Status Description Docs (Pages) Source
llmesh stable Secure LLM hub / on-prem MCP server llmesh docs GitHub
llive beta Self-evolving modular memory LLM framework llive docs GitHub
llove beta TUI dashboard / HITL workbench llove docs GitHub
lldesign alpha UI / Web / diagram design via LLM-friendly DSLs lldesign docs GitHub
lltrade alpha Trading research — paper-trading only (v0.x) lltrade docs GitHub
llmesh-suite stable One-shot installer GitHub

Planned (parked, see roadmap): llcad (machine CAD) · lleda (EDA / PCB) · llchip (IC layout) · llmed (medical literature) · llpaper (academic drafting)

Quick Demos

Visual demos live in each product. The portal links them here:

Install

# Suite (all-in-one)
pip install llmesh-suite

# Individual
pip install llmesh           # hub
pip install llmesh-llive     # memory
pip install llmesh-llove     # TUI

PyPI rename to fullsense-* is planned at v1.0 — see llive v1.0 migration plan.

Spec & RFC

License

All product code: Apache-2.0 with optional separate Commercial License.

Articles

Most up-to-date posts are in llive/docs/linkedin/ and llive/docs/qiita/:

Portal meta

Contact


FullSense ™ / llmesh ™ / llive ™ / llove ™ are trademarks of Kazufumi Furuse. Code distributed under Apache-2.0; commercial license available on request.


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Copyright © 2026 Kazufumi Furuse. FullSense ™ / llmesh ™ / llive ™ / llove ™ are trademarks. Code under Apache-2.0.

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