LazloAnomaly Detection
The skeptic. Reads the input structure-first and flags only what doesn't add up — before anyone interprets anything. Never predicts. Just refuses to let a clean narrative hide a crooked detail.
Reasoning Engine
Vesper.Three passes. One verdict.
Most AI gives you a confident answer and no dissent. Vesper refuses. Every question runs through four minds that disagree — one finds the anomalies, one scores the odds, one synthesizes, and one argues against the whole thing — before a verdict ever reaches you.
Live
BYOK · 4 providers
Zero keys held
scroll — how it reasons ↓
01 — The problem
A single pass is a confident guess.
One model, one shot, one answer — fluent, certain, and unchallenged. The failure mode of AI isn't being wrong. It's being wrong persuasively, with nothing in the room to push back.
/01
No dissent
A lone model never argues with itself. It commits to the first plausible story and dresses it in confidence.
/02
No calibration
"Probably" and "certainly" come out sounding identical. You can't see where the model is actually unsure.
/03
No adversary
Nothing asks "what would have to be true for this to be wrong?" — the one question that catches the expensive mistakes.
02 — The Trio
Four lenses. They don't agree on purpose.
Vesper runs the Trio reasoning stack — a sequence of distinct minds, each with one job and one bias, passing the problem down the line. The tension between them is the product.
→ flags
NostraProbabilistic Scoring
The forecaster, allergic to overconfidence. Takes Lazlo's flags and assigns real probabilities with explicit uncertainty — 0.5 means genuinely unsure, and it will say so rather than fake a number.
VesperSynthesis
The integrator. Reads the flags and the odds and produces the actual read — bull case, bear case, the call — without erasing the uncertainty underneath. Where the others disagree, it names the conflict instead of papering over it.
AdversaryThe Opposing Case
The devil's advocate, and the last word before you. Argues against the verdict on purpose — what's already priced in, what could go wrong that nobody flagged, what would have to be true for this to be a mistake.
03 — Your key, your bill
BYOK. We never touch it.
Vesper routes to whichever model you bring. Frontier when you want power, local when you want privacy — same four lenses, your choice of engine, your key flowing straight through. RUNVS stores nothing.
AnthropicOpenAIDeepSeekOllama · local
your key · your bill · zero region locking
An answer is easy.
A verdict is earned.
Vesper is live and BYOK — bring a key from any of four providers, or run it entirely local. The four lenses don't change. The verdict you get has already survived its own argument.
Read the thinking →Part of the RUNVS Intelligence suite · Built at midnight on a 4090