Add above what works.
Existing models, agents, and workflows stay in place.
Add judgment to AI.
Keep what works.
Improve before output.
Integrated operating capabilities
| Capability | LimFlex | Gate type |
Rule add-on |
|---|---|---|---|
| Output risk support | ✓ | ✓ | ✓ |
| Core product intact | ✓ | ✓ | ✓ |
| Pre-output layer | ✓ | ✓ | ✓ |
| Retrieval steering | ✓ | ✓ | |
| Response fit | ✓ | ✓ | |
| Original-product fidelity | ✓ | ✓ | |
| Reversibility | ✓ | ✓ |
✓ Supported · soft ✓ Partial / implementation-dependent · Blank: Not primary. LimFlex difference appears in retrieval steering, response fit, original-product fidelity, and reversibility.
Public, non-confidential research overview.
Research inquiries
Please do not include confidential, proprietary, employer-owned, customer-specific, or unpublished technical information.
What is LimFlex?
A judgment layer for
the AI you already use.
Keep what works. Add the layer that changes what happens at consequential boundaries.
Improve before output.
Support response quality before the answer reaches the user.
Return when needed.
Support reversible operation instead of permanent rule accumulation.
Scope
Not only LLMs.
Applicable where a pre-output wrapper can be technically inserted.
Search AI
Generative AI
Decision-support AI
Agentic workflows
Public, non-confidential research overview. No commercial offer, consulting engagement, paid development service, procurement invitation, licensing agreement, or confidential disclosure is initiated through this page.