/evaluations/neohorse-1-9b
NeoHorse-1-9B
NeoHorse-1-9B — the current WumboLabs evidence state on one page: tested profiles, validated context, and the full chronological testing history. Each value is attributed to the profile and event that measured it.
READY WITH GUARDRAILS / latest evidence 2026-09-25
WumboLabs tests NeoHorse-1-9B on real consumer hardware. This is the canonical model page: current state first, then every tested profile and every evidence event. Values are attributed to the profile and event that measured them; historical findings remain the evidence of their tested stack and are never silently replaced.
Current state
- Classification: READY_WITH_GUARDRAILS — First fresh-model WELP campaign under the model-agentic snapshot: full Model science of the publisher-default Reasoning On profile; case C measured (Reasoning Off sibling required) (2026-09-25), profile llama.cpp official Q8_0 (Reasoning On = publisher default, deployment sampler, 32K)
- Recommended profile: llama.cpp official Q8_0 (Reasoning On = publisher default, deployment sampler, 32K) (
neohorse-1-9b-q8-0-llamacpp-b10999-rtx5070-deployment-reasoning-on, current) — canonical evidence - Latest evidence: 2026-09-25 — First fresh-model WELP campaign under the model-agentic snapshot: full Model science of the publisher-default Reasoning On profile; case C measured (Reasoning Off sibling required)
Tested profiles
llama.cpp official Q8_0 (Reasoning On = publisher default, deployment sampler, 32K) — CURRENT
Profile identity: neohorse-1-9b-q8-0-llamacpp-b10999-rtx5070-deployment-reasoning-on.
| Field | Value |
|---|---|
| Runtime | not recorded |
| Artifact | not recorded |
| Precision | not recorded |
Status: current canonical/recommended tested surface.
Canonical Evidence Profile Metadata
Events on this profile:
- First fresh-model WELP campaign under the model-agentic snapshot: full Model science of the publisher-default Reasoning On profile; case C measured (Reasoning Off sibling required) (2026-09-25) — READY_WITH_GUARDRAILS
- First fresh-model WELP Agentic event: dual-adapter qualification, three required task classes with two scored (1 PASS / 1 FAIL) and the system class INTEGRATION_BLOCKED by a deterministic frozen-harness defect (2026-09-25) — READY_WITH_GUARDRAILS
llama.cpp official Q8_0 (Reasoning Off, deployment sampler, 32K) — CURRENT-ALTERNATE
Profile identity: neohorse-1-9b-q8-0-llamacpp-b10999-rtx5070-deployment-reasoning-off.
| Field | Value |
|---|---|
| Runtime | not recorded |
| Artifact | not recorded |
| Precision | not recorded |
Status: validated alternate tested surface.
Canonical Evidence Profile Metadata
Events on this profile:
- Full WELP characterization of the Reasoning Off deployment profile: independent setup/calibration, same frozen task set, dual-profile completion of the case-C model (2026-09-25) — READY_WITH_GUARDRAILS
Testing history
Newest first. Each event is one immutable testing/publication event; the exact scientific report lives in the canonical evidence repository linked at the top of each event.
2026-09-25 — First fresh-model WELP campaign under the model-agentic snapshot: full Model science of the publisher-default Reasoning On profile; case C measured (Reasoning Off sibling required)
WELP Fresh-Model Characterization — NeoHorse-1-9B (Reasoning On, publisher default) · profile: llama.cpp official Q8_0 (Reasoning On = publisher default, deployment sampler, 32K) · maturity: CURRENT_WELP · status: READY_WITH_GUARDRAILS
Canonical Evidence / Full Report View on GitHub
Identity
| Field | Value |
|---|---|
| Model | NeoHorse-1-9B |
| Producer | not recorded |
| Tested artifact | not recorded |
| Precision | not recorded |
| Campaign | neohorse-1-9b-rtx5070-welp-reasoning-on-2026-09-25 |
| Record date | 2026-09-26 |
Runtime and hardware
| Field | Value |
|---|---|
| Engine | not recorded |
| Runtime version | not recorded |
| Hardware | NVIDIA GeForce RTX 5070 12 GB |
WELP outcome
- Outcome: COMPLETE_PASS
- Classification: not recorded
Publication state: published — canonical evidence: https://github.com/WumboLabs/evaluations/blob/bf5e29e1afee4f391c4b8f83e77636b887453f53/models/neohorse-1-9b/events/neohorse-1-9b-rtx5070-welp-reasoning-on-20260925/REPORT.md
Context profile
| Field | Value |
|---|---|
| Practical default | not recorded tokens |
| Guarded context | not recorded tokens |
| Native model-card maximum | not recorded tokens |
| Model-card envelope complete | not recorded |
| Native maximum disposition | not recorded |
Quality and capabilities
- Constrained result: not recorded
Guardrails and limitations
Reliability: not recorded
LocalMaxxing
| Field | Value |
|---|---|
| Status | SUBMITTED |
| Canonical context | not recorded tokens |
| tok/s out | not recorded |
| TTFT | not recorded |
| Submission reference | not recorded |
| verifiedRun | null (not claimed) |
canonical practical profile Q8_0 llama.cpp; the benchmark workload is reasoning-state invariant
Canonical evidence
Canonical public evidence: https://github.com/WumboLabs/evaluations/blob/bf5e29e1afee4f391c4b8f83e77636b887453f53/models/neohorse-1-9b/events/neohorse-1-9b-rtx5070-welp-reasoning-on-20260925/REPORT.md
This event section is a human-readable derivative of the accepted local WELP campaign evidence named above; the campaign's REPORT.md is the authoritative scientific source. Results are bounded by the tested artifact, runtime, hardware, configuration, and protocol snapshot, and are not universal model rankings.
2026-09-25 — Full WELP characterization of the Reasoning Off deployment profile: independent setup/calibration, same frozen task set, dual-profile completion of the case-C model
WELP Reasoning-Profile Characterization — NeoHorse-1-9B (Reasoning Off, supported alternate) · profile: llama.cpp official Q8_0 (Reasoning Off, deployment sampler, 32K) · maturity: CURRENT_WELP · status: READY_WITH_GUARDRAILS
Canonical Evidence / Full Report View on GitHub
Identity
| Field | Value |
|---|---|
| Model | NeoHorse-1-9B |
| Producer | not recorded |
| Tested artifact | not recorded |
| Precision | not recorded |
| Campaign | neohorse-1-9b-rtx5070-welp-reasoning-off-2026-09-25 |
| Record date | 2026-09-26 |
Runtime and hardware
| Field | Value |
|---|---|
| Engine | not recorded |
| Runtime version | not recorded |
| Hardware | NVIDIA GeForce RTX 5070 12 GB |
WELP outcome
- Outcome: COMPLETE_PASS
- Classification: not recorded
Publication state: published — canonical evidence: https://github.com/WumboLabs/evaluations/blob/bf5e29e1afee4f391c4b8f83e77636b887453f53/models/neohorse-1-9b/events/neohorse-1-9b-rtx5070-welp-reasoning-off-20260925/REPORT.md
Context profile
| Field | Value |
|---|---|
| Practical default | not recorded tokens |
| Guarded context | not recorded tokens |
| Native model-card maximum | not recorded tokens |
| Model-card envelope complete | not recorded |
| Native maximum disposition | not recorded |
Quality and capabilities
- Constrained result: not recorded
Guardrails and limitations
Reliability: not recorded
LocalMaxxing
| Field | Value |
|---|---|
| Status | SUBMITTED |
| Canonical context | not recorded tokens |
| tok/s out | not recorded |
| TTFT | not recorded |
| Submission reference | not recorded |
| verifiedRun | null (not claimed) |
canonical practical profile Q8_0 llama.cpp; the benchmark workload is reasoning-state invariant
Canonical evidence
Canonical public evidence: https://github.com/WumboLabs/evaluations/blob/bf5e29e1afee4f391c4b8f83e77636b887453f53/models/neohorse-1-9b/events/neohorse-1-9b-rtx5070-welp-reasoning-off-20260925/REPORT.md
This event section is a human-readable derivative of the accepted local WELP campaign evidence named above; the campaign's REPORT.md is the authoritative scientific source. Results are bounded by the tested artifact, runtime, hardware, configuration, and protocol snapshot, and are not universal model rankings.
2026-09-25 — First fresh-model WELP Agentic event: dual-adapter qualification, three required task classes with two scored (1 PASS / 1 FAIL) and the system class INTEGRATION_BLOCKED by a deterministic frozen-harness defect
WELP Agentic — NeoHorse-1-9B (publisher-default profile, native tool calls) · profile: llama.cpp official Q8_0 (Reasoning On = publisher default, deployment sampler, 32K) · maturity: CURRENT_WELP · status: READY_WITH_GUARDRAILS
Canonical Evidence / Full Report View on GitHub
Identity
| Field | Value |
|---|---|
| Model | NeoHorse-1-9B |
| Producer | not recorded |
| Tested artifact | not recorded |
| Precision | not recorded |
| Campaign | neohorse-1-9b-rtx5070-welp-agentic-2026-09-25 |
| Record date | 2026-09-26 |
Runtime and hardware
| Field | Value |
|---|---|
| Engine | not recorded |
| Runtime version | not recorded |
| Hardware | NVIDIA GeForce RTX 5070 12 GB |
WELP outcome
- Outcome: COMPLETE_PASS
- Classification: not recorded
Publication state: published — canonical evidence: https://github.com/WumboLabs/evaluations/blob/bf5e29e1afee4f391c4b8f83e77636b887453f53/models/neohorse-1-9b/events/neohorse-1-9b-rtx5070-welp-agentic-20260925/REPORT.md
Context profile
| Field | Value |
|---|---|
| Practical default | not recorded tokens |
| Guarded context | not recorded tokens |
| Native model-card maximum | not recorded tokens |
| Model-card envelope complete | not recorded |
| Native maximum disposition | not recorded |
Quality and capabilities
- Constrained result: not recorded
Guardrails and limitations
Reliability: not recorded
LocalMaxxing
| Field | Value |
|---|---|
| Status | SUBMITTED |
| Canonical context | not recorded tokens |
| tok/s out | not recorded |
| TTFT | not recorded |
| Submission reference | not recorded |
| verifiedRun | null (not claimed) |
canonical practical profile Q8_0 llama.cpp; the benchmark workload is reasoning-state invariant
Canonical evidence
Canonical public evidence: https://github.com/WumboLabs/evaluations/blob/bf5e29e1afee4f391c4b8f83e77636b887453f53/models/neohorse-1-9b/events/neohorse-1-9b-rtx5070-welp-agentic-20260925/REPORT.md
This event section is a human-readable derivative of the accepted local WELP campaign evidence named above; the campaign's REPORT.md is the authoritative scientific source. Results are bounded by the tested artifact, runtime, hardware, configuration, and protocol snapshot, and are not universal model rankings.
Canonical evidence
All canonical public evidence lives in WumboLabs/evaluations. Each event links an immutable full-commit/path citation; each profile remains a distinct scientific identity, not a separate repository.
- neohorse-1-9b-q8-0-llamacpp-b10999-rtx5070-deployment-reasoning-on: Profile Metadata
- neohorse-1-9b-q8-0-llamacpp-b10999-rtx5070-deployment-reasoning-off: Profile Metadata