hequ.ai/ discovery
Discovery Engine · Medium Milestone II · Phase 13 (in flight)

The unity of equations,
verified by real math.

A cross-domain coupling engine with four layered checks, a four-phase AI review board modelled on academic peer review, and a formal scope-frozen discharge protocol. Every reference value comes from a real symbolic math engine — sympy, mpmath, and python-flint — not from an LLM. The board is asked for formulas and citations; the architect runs the arithmetic.

16
equations loaded
6
canonical problems verified
3
composites verified
20
empirical ledger entries

Where the engine is now

Phase 12 established the foundation: six flagship equations — Newton II, Hooke, Fourier, Fick, Ohm, Work-Energy — each with a real canonical problem that passes the four-check verification pipeline (symbolic canonicalization, stratified property-based sampling, high-precision mpmath, python-flint interval arithmetic). Phase 13 layers composites on top: two parent equations plus a transducer producing a new physical system whose prediction is verified against a textbook reference.

12.1

Canonical problem library

Each equation in the corpus gets a problems.yaml with at least one closed-form problem and a board-sourced citation chain. The reference numeric value is computed locally by a real CAS, never by the board. Six equations covered; more coming.

12.2

Four-check verification

Symbolic equivalence via canonicalization (rational normalization → trig/power simp → polynomial remainder → branch-cut-aware discriminating random eval). Hypothesis-based stratified property testing. mpmath high-precision fragility check. python-flint interval arithmetic as the genuinely independent numeric engine.

13.1

Composites from parents

Two verified parent equations plus a transducer compose into a new physical system. Newton II + Hooke → simple harmonic oscillator. Newton II + Work-Energy → work done by constant force. Each composite gets its own reference value, its own four-check verification, its own ledger entry.

13.2

Port-Hamiltonian transducers

Every cross-domain coupling carries a named transducer with explicit ports (effort/flow), Dirac structure, and a symbolic power-conservation equation verified at composition time — conservation by construction, not by post-hoc numeric check.

AI review board

Four-phase academic-mirror protocol: independent drafts, consolidated briefing + informed vote, editor synthesis, bounded rebuttal. Three core reviewers — Claude Opus 4.6 · OpenAI GPT-5 · Gemini 2.5 Pro — with Grok-4 as optional fourth seat on high-stakes governance rounds (architecture review, adversarial testing). Cost-neutrality disclaimer, specialist personas, rubric scoring, COI self-declaration, all-must-respond enforcement.

§11h

No corner cuts

On any verification failure, the Failure Investigation Protocol fires: state audit, assumption audit, literature RAG, board failure review. Equation modifications require explicit user approval. Tolerance loosening is categorically forbidden.

Canonical problems in the ledger

6 equations each with a verified closed-form problem. Board provided the formula and primary-source citations; local sympy + mpmath computed the authoritative numerical value; four-check verification passed.

EQ-FICK-DIFFUSION
PRB-FICK-001
4e-07 mol / (m**2 * s)
verified
EQ-FOURIER-HEAT
PRB-FOURIER-001
80200 W/m**2
verified
EQ-HOOKE
PRB-HOOKE-001
10 newton
verified
EQ-NEWTON-II
PRB-NEWTON-II-001
2.00641 second
verified
EQ-OHM
PRB-OHM-001
60 volt
verified
EQ-WORK-ENERGY
PRB-WORK-ENERGY-001
55 joule
verified

Composites verified

Phase 13 composites: two parent equations plus a coupling produce a new physical prediction, verified against a textbook reference with the same four-check pipeline as a single-equation canonical.

CMP-FOURIER-FICK-SORET-001
EQ-FOURIER-HEAT + EQ-FICK-DIFFUSION
99.005 mol/m**3
verified tier2 structural
CMP-NEWTON-HOOKE-SHO-001
EQ-NEWTON-II + EQ-HOOKE
0.628319 s
verified tier1 equivalence
CMP-NEWTON-WORKENERGY-001
EQ-NEWTON-II + EQ-WORK-ENERGY
55 joule
verified tier1 equivalence

Layer 5 coupling sieve (Phase 11)

The earlier structural-matching sieve, reviewed by the board in Phase 11 before the current v5 protocol. 2 tier-I equivalences and 12 tier-II structural analogies were emitted; 15 were promoted to PROVED under the old protocol. These records remain in the ledger as Phase 11 audit and are being re-evaluated under the stricter Phase 12+ rules.

Ledger at a glance

15
proved
20
empirical
27
conjectural
157
rejected

Every record — proof, conjecture, rejection, failure investigation, or board discharge — is browsable on the full ledger. The full protocol is documented on the methodology page.