MODE 01
Hallucination
The model invents content that has no source. Solva refuses claims that cannot be grounded in retrieved material.
REASONING GOVERNANCE
Solva — reasoning that refuses to fabricate.
The layer between the model and any workflow that produces a consequential decision. Solva structures every response through a discipline that survives audit — and declines to invent when the evidence is thin.
The model refused. That's the feature.
SECTION 01 — METHOD
Five layers of interrogation.
Every output passes through five sequential checks. A failure at any layer is surfaced — not hidden behind confident prose.
- 01 — GROUNDINGGrounding.Does the claim trace to retrieved source material? If no source, no claim.
- 02 — CONSISTENCYConsistency.Does the claim contradict other retrieved material or prior turns? Conflicts are surfaced, not resolved silently.
- 03 — SPECIFICITYSpecificity.Is the claim specific enough to be wrong? Vague answers fail. Confidence requires falsifiability.
- 04 — PROVENANCEProvenance.Can the user see the source? Every claim ships with the citation that grounds it.
- 05 — REFUSALRefusal.If the layers above cannot be satisfied, the model says so. Refusal is a first-class output.
SECTION 02 — FAILURE MODES
What it catches.
MODE 02
Fabrication
The model invents specific facts — names, dates, figures — that appear authoritative. Solva forces every specific to carry provenance or be removed.
MODE 03
Sycophancy
The model tells the user what it thinks they want to hear. Solva penalises agreement that contradicts retrieved evidence.
MODE 04
Drift
The model's behavior shifts across turns or contexts. Solva re-anchors each interaction against the original grounding.
SECTION 03 — ENGAGEMENT
Two ways to engage.
OPTION 01
Inside Akki
Solva is built into Akki. If you deploy the platform, you deploy Solva by default. The reasoning architecture operates as the final layer before any response leaves the boundary — every claim grounded, every refusal explicit.
OPTION 02
As a framework
Organisations not yet ready for full platform deployment can adopt Solva as a stand-alone framework, integrated against their existing model and retrieval stack. Scoped engagements, delivered with the studio.