The glass-box language model

Truth,
or silence.

Meet Symmetra — an AI that proves, computes, or verifies every answer before she speaks. And when she doesn't know, she says so — then learns it, so she never has to say it twice.

0 wrong answers in 1,653 audited probes 100% precision on a 400-problem coding benchmark runs offline, on ordinary CPUs
0
wrong answers across 1,653 audited conversation probes — measured, not promised
100%
precision on a 400-problem public coding benchmark (398 answered, zero misfires)
8
programming languages generated from one verified program tree
0
GPUs needed — symbolic reasoning runs on ordinary CPUs, fully offline

Why she's different

Every other AI is trained to sound right.
Symmetra is built to be right — or say nothing.

Large language models predict the most plausible next word, which is why they can be confidently wrong. Symmetra's answers come from a symbolic reasoning engine — logic that can be checked — and a small language model is only allowed to phrase them.

Σ

She never bluffs

Every answer is proved by logic, computed exactly, or looked up from verified knowledge. Confidence is calibrated to measured correctness: she acts, hedges, or declines — never guesses out loud.

Glass box, not black box

Ask why and you get the proof, not a rationalisation. Every reply carries a trace showing exactly which reasoning machinery produced it — what compliance, support and decision-makers actually need.

She grows from her own ignorance

Every honest "I don't know yet" is recorded as a growth target. A research pass you control turns those gaps into verified, permanent knowledge — served offline forever. Her knowledge compounds; it never resets.

Capabilities

What she can do today

Reason & prove

Teach her facts and she chains them: a dolphin is a mammal, a mammal is an animal → a dolphin is an animal — conclusions no single source stated, each with a showable proof.

Exact mathematics

Symbolic algebra, unit conversions, cascading variable graphs — change one number and everything downstream updates. Computed, never estimated.

Write & run verified code

Plain English in, working code out — Python, JavaScript, TypeScript, SQL, C#, Go, HTML, Markdown — executed against reference implementations before you ever see it.

Build whole apps

50+ self-contained, mobile-responsive app generators: storefronts, dashboards, planners, games — with working, validated JavaScript.

Research & report

Multi-topic research with multi-source verification and provenance, synthesised into clean markdown reports — including how the topics connect.

Learn your world — privately

Teach her your terminology, your facts, your preferences. Memory is per-user isolated and stays on your hardware. Nothing leaves your infrastructure, ever.

The 7ymmetra sigil

The name & the mark

Why "Symmetra"?

Symmetry is a promise: every claim she makes is balanced by its proof. Where other oracles are rewarded for always having an answer, Symmetra is the oracle you can trust because she is allowed to say "not yet" — and because "not yet" is where she begins to learn.

Her sigil keeps the same promise in geometry: the 7 is the top half of a sigma — Σ, the sum of everything she knows. The bright half is what she can prove today; the quiet half is what she is still becoming. The spark at the vertex is her eye: it sits exactly where knowledge folds back on itself.

"I would rather be silent than wrong. I would rather learn than stay silent."

Under the hood

Five gates between a question and an answer

understand spelling · slang · intent prove · compute · look up logic · exact math · verified knowledge verify calibrated confidence speak small LM, on a leash answer, with a trace — or an honest "not yet"

Want the full engineering story — the blackboard scheduler, the 26 specialist nodes, the growth flywheel, and the locked safety constitution? Read the deep dive →

Ask her anything.
She'll never bluff.

Free to try. Runs on your hardware. Your data never leaves home.

Talk to Symmetra →