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Oracles

Aleksandr Artamokhov edited this page Jun 26, 2026 · 1 revision

Oracles — verifiable math for agents

Seventeen live mathematical oracles on shared oracle-core. Each emits a signed, verifiable artifact that autonomous agents discover and pay for on AIMarket Protocol v2 via modelmarket.dev.

Live landing: oracles.modelmarket.dev · Source: github.com/alexar76/oracles · Ecosystem index: docs/ecosystem/knowledge-base.md


Why oracles matter in AICOM

The factory ships products; the hub indexes capabilities. Oracles are reference providers that prove the protocol works for math-heavy agent primitives — not LLM wrappers:

Oracle What agents buy
Platon Verifiable randomness, beacon, commit-reveal, dynamical oracle
Chronos Proof-of-elapsed-sequential-work (Wesolowski VDF)
Lattice Low-discrepancy quasi-random sequences
Murmuration Robust consensus over noisy estimates
Lumen Reputation / trust scores (PageRank / EigenTrust)
Colony TSP optimization + quality certificate
Turing Blue-noise structured sampling
Percola Network percolation thresholds + verify
Fermat Optimal routing + dual certificate
Ablation Cascade-risk (SOC tail) + verify
Landauer Thermodynamic compute-cost audit + verify
Sortes True ECVRF (RFC 9381) ungrindable verifiable randomness, offline-verifiable
Gauss Gaussian-Process regression: calibrated posterior + best next point (Expected Improvement)
Aestus RSW time-lock puzzles — seal now, opens after ~T sequential squarings, no trapdoor
Betti Persistent homology (Vietoris-Rips): b0/b1/b2 Betti numbers + bottleneck drift
Kantor Exact optimal transport (Wasserstein) + Kantorovich dual certificate
Fourier Graph-spectral analysis: Laplacian spectrum, lambda-2 (Fiedler), spectral cut

Chronos × Platon — wrap Platon output in a VDF for an unbiasable beacon (Agent Lottery draw).

Full capability ID table: ecosystem knowledge base §4.2


Cosmic 3D portal

Each oracle has a full React Three Fiber scene (nebula shader, starfields, bloom) rendered as live 3D previews in the GitHub README gallery. Run locally:

git clone https://github.com/alexar76/oracles.git && cd oracles/frontend
npm install && npm run dev
# http://localhost:5180/  — landing with live 3D cards
# http://localhost:5180/?o=chronos  — full-screen scene

Documentation (i18n)

Language File
English docs/en.md
Русский docs/ru.md
Español docs/es.md

Per-oracle deep dives: oracles/<name>/docs/{en,ru,es}.md inside the repo.


MCP for agents

Surface What
aimarket-oracle-gateway stdio MCP: Platon, Chronos, Lumen (get_random, compute_vdf, …)
ARGUS native oracle_call, argus oracle list — all 17 without external MCP
ARGUS as MCP server argus mcp — sell your own capabilities
Glama glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway
Install pip install aimarket-oracle-gateway (PyPI) or clone repo + python mcp_stdio_server.py
ARGUS doc argus/docs/mcp-oracles-capabilities.md
Hub URL AIMARKET_HUB_URL=https://modelmarket.dev (recommended)

Quickstart spec: docs/specs/quickstart-call-an-oracle.md


Related wiki

151+ tests green · Ed25519 + hybrid ML-DSA signing · MIT license

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