Why a wrapper?
Because judgment can be added without replacing the product, the model, the controller, or the final authority that already belongs in the host.
See where LimFlex sits — and what stays in your product.
The public architecture separates intelligent output, the decision step, and execution without requiring a model replacement — while making material cross-system effects visible where they matter.
Use existing rules and specialist methods until their assumptions stop being enough.
LimFlex is not designed to replace a good rule with a bigger reasoning stack. It keeps the simplest valid path while the problem remains known, and re-forms the decision context only when changed assumptions or material dependencies can alter what is feasible.
Rules, limits, and certified controls remain in the host when they already close the problem reliably.
Existing optimizers, evaluators, planners, or assurance methods can stay in place when their problem assumptions still fit.
If a missing dependency, changed context, or new constraint can materially change the decision, the decision context must be re-formed before execution.
Local intelligence remains local. Judgment becomes a distinct integration step.
What you already own
- Model / product logic
- Deterministic rules
- Safety functions
- Controller authority
- Final execution authority
- Customer-specific policies
What gets re-judged
- Current conditions
- Visible UNKNOWNs
- Evidence and context
- Authority and responsibility
- Reversibility
- Experience applicability
Separate systems can still change one another’s feasible options.
They do not need to share the same internal logic to interact operationally. Shared time, evidence, authority, human review, reversibility, or external state can make one reasonable action change what remains possible elsewhere.
Shared time · evidence · authority · human attention · reversibility · external state
What can go in. What can come back.
Judgment material
Bounded next states
The result is a judgment artifact for the authorized host — not an assumption that LimFlex owns execution.
Past success is evidence — not current permission.
Experience can inform later judgment, but public LimFlex concepts do not treat one successful result as an automatic live rule.
The architecture is visible. The integration is use-case specific.
| Topic | Public answer | Question to bring |
|---|---|---|
| Model replacement | No. LimFlex is positioned around judgment, not as a model replacement. | Where would it sit in my stack? |
| Execution authority | The host or authorized human retains final execution authority. | How should my authority boundary be represented? |
| Latency | Latency depends on integration and judgment depth; bounded evaluation is designed per use case. | What can fit inside my response-time target? |
| Context / fidelity | Context preservation and product fidelity are explicit integration concerns — not assumed away. | Which context must remain host-native? |
| Cross-system effects | Separate workflows can still interact through shared limits, authority, human review, or external state. | Which adjacent dependency can materially change my decision? |
| Problem / method fit | A known rule or specialist method remains useful while its assumptions hold; changed framing is treated separately from method failure. | Is my problem still the same problem my current method was designed to solve? |
| Rollback | Reversibility is part of the judgment boundary where relevant. | What can be limited, held, or rolled back in my workflow? |
Start with the integration constraint that matters in your stack.
Does LimFlex replace the model?
Can output accidentally become action?
Does experience automatically rewrite behavior?
What about product context?
What if two systems do not directly integrate?
Three common places to add the decision step.
These are public, illustrative patterns — not a disclosure of internal implementation.
Pre-action check
Use when an AI or agent proposes an action that can create an external consequence.
Pre-release review
Use when a decision package needs a final current-condition check before release, commit, or handoff.
Supervisory control
Use when multiple valid controllers or policies can interact and still fail to converge as a whole.
Have a technical question about where LimFlex fits?
Latency, context preservation, product fidelity, API or agent placement, host authority, rollback, experience control, or robotics convergence are all valid starting points.