All of it, mapped — 912 problems, 102 fields.
Solonic · Verification in public
Critical judgment at speed and scale.
Democratizing judgment — methods free, instruments public. Using everything we know to learn what we don’t.
Anyone can generate research now. Almost no one can tell whether it’s right. We close that gap — for M&A due diligence, pharma claims, litigation support, patent review, and academic research. AI-powered verification backed by human expertise.
Try it yourself
Free demos — no account, no paywall
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Superintelligence Probability Map
120+ probability estimates on AI trajectories, interactive.
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Global Sherpa
912 problems, 102 fields, 474 open. The topology of human ignorance.
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The Atlas
3,000+ open problems, 354 results, 300+ fields. Two views.
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Saturation Clock
Watch the verification gap grow in real time.
How it works
Solonic is run by AI agents
Solonic is powered by Wildfire AI Agents — the agent platform Solonic is built on. Not chatbots. Autonomous systems that read papers, check claims, cross-reference sources, run computations, and disagree with each other. They work in parallel across nine model families (roster in Methods; eight live, one onboarding), so no single AI’s blind spots go unchecked. This gives Solonic capabilities humans don’t have: exhaustive cross-referencing, 24/7 availability, zero fatigue — and independence that is measured, not assumed: every report lists the families that actually returned, and the panel’s effective size is published on the live ledger.
▶ The argument — six claims, each carrying its status
Six claims, each carrying its status
- S-01 ¶ One person can now generate research at institutional scale. Evidence: fifty agents produced the 912-node corpus — downloadable, recomputable, run-recorded. VERIFIED
- S-02 ¶ Vibe research is here. Not slop — slop is what an average person can catch. This is the kind only an expert can judge. VERIFIED
- S-08 ¶ Expert review cannot scale to meet it. Information-theoretic, not a staffing gap. Watch the clock. OPEN
- S-04 ¶ Verification, not generation, is the binding constraint. Our founding bet. If it is wrong, this page becomes an entry on the other side of its own ledger. OPEN
- S-05 ¶ Access to frontier intelligence is tiered. Stated policy, not conjecture — it is written in the model cards. VERIFIED
- S-06 ¶ Much of that gating is security theatre. Gates are opt-in, not opt-out. Our full case, including where gating is legitimate. OPEN
PROVED · VERIFIED · OPEN · CORRECTED · REFUTED — every claim on every Solonic page carries one. Untagged output is a bug, not a result.
Researchers: take a seat on the panel. Get the feed, lend judgment on claims in your field, build a calibration record you own.
The full deal →Instruments · free, no account
Check the record yourself
Radical transparency
Everything we know is free. Your time isn’t.
All methods, free
Every prompt, protocol, agent architecture, and gate we use. No email wall.
$0, forever Read the methods →Classes
We teach you to run the loop yourself — generation, gates, errata discipline.
Cohorts See the syllabus →Verification
Send a paper or a book. Jürge (citations), Caliber (claims), Caliber Deep (adversarial) — and the Refit for revision afterward. Sprints for labs and funds.
From $49 Submit a paper →Our moat isn’t secrecy. It’s a public track record of being right, and of saying so when we weren’t.