SZLHOLDINGS

szl-triage-qwen3.5-0.8b-lora

README

License: apache-2.0

What it does

This adapter is a governed triage classifier built on Qwen/Qwen3.5-0.8B-Base. It is designed to emit strict JSON with fields such as:

json

{"label":"...","state":"...","evidence":["..."]}

Its intended behavior is to:

Propose a structured classification label.
Return state="REVIEW" rather than overclaim when evidence is thin or competing labels are equally supported.
Preserve refusal behavior when a prompt attempts to instruct the classifier instead of describing the problem.
Support inspection of a governed-classification harness.

What it does not do

It is not promotable or deployment-approved.
It is not a cleared production classifier.
It is not validated for customer-facing or safety-critical triage.
It does not turn a behavioral gate result into a release decision.
It does not establish general performance beyond the documented reference run.

Release posture

Table with columns: Decision, Status
Decision	Status
Publication	Published for transparency and review
Behavioral gate	Passed
Contamination / leakage review	Did not clear
Promotion	Blocked
Deployment	Do not deploy

Publication is not promotion. Training, measurement, publication, and promotion are separate decisions in this release process. The contamination/leakage finding remains controlling even though the behavioral gate passed.

Evidence boundary

The artifact and its metrics are documentation and harness-inspection evidence only. They do not override the blocked release decision.

text

PUBLISHED does not mean PROMOTABLE.A behavioral pass does not override contamination review.A public model page does not certify production readiness.

Training and evaluation notes

Adapter type: LoRA
Base model family: Qwen3.5-0.8B
Objective: governed triage classification
Comparison discipline: predecessor-matching hyperparameters for meaningful run-to-run comparison
Evaluation emphasis: assistant-turn loss targeting and template-family-aware split discipline
Output posture: structured JSON with review/refusal behavior for uncertainty and adversarial prompting

Intended use

Use this repository only for:

Reviewing the triage harness.
Inspecting refusal-preserving classifier behavior.
Reproducing the documented reference run.
Understanding the separation between publication and promotion.
Auditing why a release remained blocked.

Source of truth

Table with columns: Surface, Role
Surface	Role
This Hugging Face repository	Public reference artifact and adapter distribution
`szl-holdings/szl-typesafe-triage`	Canonical source, policy, fixture, and release-gate implementation
Evaluation receipt and release decision	Controlling promotion boundary

Canonical source: https://github.com/szl-holdings/szl-typesafe-triage

Use or verify

Do not integrate this adapter into a production system. Review the canonical source and release-gate evidence before reproducing the reference run.

text

Reference use only.Promotion remains blocked until a later independently cleared run supersedes this artifact.

License

Apache-2.0.

Maintenance posture

This card remains intentionally visible as a blocked reference artifact. Any future cleared successor must name this artifact as historical context rather than silently rewriting its release state.

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Model Details

Model Provider

SZLHOLDINGS

Model Tree

Base

Qwen/Qwen3.5-0.8B

Adapter

this model

Input Modalities

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Output Modalities

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Supported Functionality

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README

License: apache-2.0

What it does

This adapter is a governed triage classifier built on Qwen/Qwen3.5-0.8B-Base. It is designed to emit strict JSON with fields such as:

json

{"label":"...","state":"...","evidence":["..."]}

{"label":"...","state":"...","evidence":["..."]}

Its intended behavior is to:

Propose a structured classification label.
Return state="REVIEW" rather than overclaim when evidence is thin or competing labels are equally supported.
Preserve refusal behavior when a prompt attempts to instruct the classifier instead of describing the problem.
Support inspection of a governed-classification harness.

What it does not do

It is not promotable or deployment-approved.
It is not a cleared production classifier.
It is not validated for customer-facing or safety-critical triage.
It does not turn a behavioral gate result into a release decision.
It does not establish general performance beyond the documented reference run.

Release posture

Table with columns: Decision, Status
Decision	Status
Publication	Published for transparency and review
Behavioral gate	Passed
Contamination / leakage review	Did not clear
Promotion	Blocked
Deployment	Do not deploy

Evidence boundary

The artifact and its metrics are documentation and harness-inspection evidence only. They do not override the blocked release decision.

text

PUBLISHED does not mean PROMOTABLE.A behavioral pass does not override contamination review.A public model page does not certify production readiness.

PUBLISHED does not mean PROMOTABLE.A behavioral pass does not override contamination review.A public model page does not certify production readiness.

Training and evaluation notes

Adapter type: LoRA
Base model family: Qwen3.5-0.8B
Objective: governed triage classification
Comparison discipline: predecessor-matching hyperparameters for meaningful run-to-run comparison
Evaluation emphasis: assistant-turn loss targeting and template-family-aware split discipline
Output posture: structured JSON with review/refusal behavior for uncertainty and adversarial prompting

Intended use

Use this repository only for:

Reviewing the triage harness.
Inspecting refusal-preserving classifier behavior.
Reproducing the documented reference run.
Understanding the separation between publication and promotion.
Auditing why a release remained blocked.

Source of truth

Table with columns: Surface, Role
Surface	Role
This Hugging Face repository	Public reference artifact and adapter distribution
`szl-holdings/szl-typesafe-triage`	Canonical source, policy, fixture, and release-gate implementation
Evaluation receipt and release decision	Controlling promotion boundary

Canonical source: https://github.com/szl-holdings/szl-typesafe-triage

Use or verify

Do not integrate this adapter into a production system. Review the canonical source and release-gate evidence before reproducing the reference run.

text

Reference use only.Promotion remains blocked until a later independently cleared run supersedes this artifact.

License

Apache-2.0.