Home Developers Capabilities Linear system / small matrix

CVP verified calculation capability

Linear system / small matrix Calculation Capability

Solve Ax=b for order 2–4, plus det, inverse, rank, LU, Cholesky (SPD A=LLᵀ), QR and SVD (square or rectangular m×n with m,n∈[2,4]), least squares (same rectangular shape), RREF, condition number, nullspace, column space, rowspace, left-nullspace, eigen, multiply, transpose. Same engine as /workspace/matrix. Discovery pages share this capability. Not a CAS. Not Statistics regression.

Math Capability ID math.linear_algebra version 1.14.1 CVP VERIFIED STALE Core

Model

2×2 determinant

Modes: solve · det · inverse · rank · multiply · transpose · eigen · lu · chol · qr · svd · lstsq · rref · condition · nullspace · columnspace · rowspace · leftnullspace

Inputs / Outputs

Canonical symbols for this capability. Agent schemas remain the contract.

SymbolQuantityUnitRole
order——input / output
rows——input / output
cols——input / output
a11——input
a12——input
a13——input
a21——input
a22——input
a23——input
a31——input
a32——input
a33——input
b1——input
b2——input
b3——input
A——input
x——output
y——output
z——output
residual_2——output
backward_error——output
rref——output
pivot_columns——output
det——output
rank——output
method——output
algorithm——output
numeric_backend——output
condition_number——output
basis——output
dimension——output
singular_values——output
rank_numeric——output
S——output
VT——output
eigenvalues——output
L——output
Q——output
inv——output
reconstruction_residual——output
orthogonality_residual——output
residual_max——output
singular——output
eigenvectors——output
U——output
R——output

Trusted Math contract

Inspectable numeric contract for this Capability@Version. Not a rewrite of the engine.

FieldDeclaration
numeric_domainreal
exactnessfloat64
algorithmsmall-square seed: LU+partial-pivot solve (not explicit inverse), Gauss–Jordan inverse/RREF, Cholesky LLᵀ (SPD), Householder QR (square or rectangular), one-sided Jacobi SVD (square or rectangular; does not form AᵀA), Faddeev–LeVerrier eigen (P2 vs Hessenberg+QR), QR/SVD lstsq (rectangular m×n), 1-norm κ; scale-aware singularity ε·max(m,n)·‖A‖_max
valid_domainreal square order 2–4 for solve/det/inverse/LU/Cholesky; Cholesky requires SPD; qr, svd, and lstsq also A ∈ R^{m×n} with m,n ∈ [2,4]
singularity_policySINGULAR_MATRIX on inverse of a singular A; κ₁ → infinite (null) when A is singular; Cholesky NOT_SYMMETRIC / NOT_POSITIVE_DEFINITE; pivot/rank tests are scale-aware (ε·max(m,n)·‖A‖_max), not a fixed 1e-15 floor
branch_policynot applicable — real matrices; eigen may report conjugate pairs
tolerancenote: scale-aware pivot / SVD rank vs ε·max(m,n)·‖A‖_max (or σ_max); LINEAR_ALGEBRA_SINGULARITY_THRESHOLD is the O(1) documented floor, not the runtime test
convergencenot applicable — dense ≤4×4 direct factorizations; Jacobi SVD is the bounded iterate
conditioningκ₁ = ‖A‖₁‖A⁻¹‖₁; ill_conditioned warning when κ₁ ≥ engine threshold; unique solve publishes residual_2 = ‖Ax−b‖₂ and η = ‖Ax−b‖₂ / (‖A‖₁‖x‖₂ + ‖b‖₂) (denominator 0 → η = residual_2). REST exposes algorithm, numeric_backend, condition_number, warnings. Engine also returns singularity_threshold.
roundingieee754_round_ties_to_even
overflowieee754_nonfinite_or_coded_error
reproducibilitydeterministic + Capability@Version
independent_oraclecvp:math.linear_algebra O2 (linear-algebra-reference) / Evidence published cases
golden_vectorsEvidence golden + boundary + property (and published_reference_case when listed)

Assumptions / Validity

Declared scope for this capability. Do not use it outside this domain.

Assumptions

Example

One numerical check. The calculator page holds worked steps and FAQ.

2x+y=5, x+y=3 → x=2, y=1

Open this example in the calculator

Trust

CVP VERIFIED · production STALE · CVP protocol 1.0.0-proposed · Core assurance · all published modes. Computational verification is defined by CVP. Supplemental domain review (internal) and named expert review are defined by the Review policy and do not by themselves determine CVP conformance.

CVP
CVP VERIFIED · production STALE · CVP protocol 1.0.0-proposed · Core assurance · all published modes· View Manifest · CVP overview · Specification
Verified scope
all published modes
Assurance
Core
Declared partition coverage
PASS · 19/19 declared partitions (solve, det, inverse, multiply, transpose, rank, eigen, lu, chol, qr, svd, lstsq, rref, condition, nullspace, columnspace, rowspace, leftnullspace, invalid-domain)
Calculation version
1.14.1
Verification
58/58 calculation tests · 29/29 legacy golden · 6/6 legacy boundary · 23/23 legacy property
Production surface contract
5/5
Versions
Calculation 1.14.1 · CVP protocol 1.0.0-proposed · Evidence 2026-10-07.solve-publication-diagnostics
Verification revision
2026-10-07.solve-publication-diagnostics · 10/10 property · digest c6132667b855
Reference
O1 model · O2 expected_values · O2 numerical_behavior
Interfaces
PASS · UI (SSR) / REST / MCP
ui-ssr is query-result HTML, not a live browser session. Error-path engine·REST·MCP 1/1 (status, code, calculation_version). SSR compared on URL-canonical requested calculations; empty query is idle (not an error) and JSON-typed object/array inputs are REST/MCP-only.
CVP suite
26/26 golden · 8/8 CVP boundary · 14/14 invalid · 10/10 property · 1/1 metamorphic · 9/9 cross-interface · 2/2 cross-calculator · 5/5 CVP contract
Supplemental domain review
Not performed
Named expert review
Not performed
Version lock
Supported (409 VERSION_MISMATCH)
Artifact consistency
Build verified · 1.14.1 (workspace artifacts agree)
Review-policy tier
Engine tested — catalog token engine_tested; supplemental; not CVP status
STALE · Build schema 1.14.1 matches page · production binding STALE · Semantic contract ✓ · Last attestation PASS · current evidence changed · re-attestation required · CVP STALE · attestation STALE — Production CURRENT withheld · Public/cache ✓ · Origin ✓

Call this capability

Human page, REST, and MCP share the same engine and calculation_version. Build verified hashes workspace artifacts only. After deploy, attest:production GETs canonical URLs twice — the public/cached view an Agent actually hits, and origin — including every /capabilities/{id} HTML page. Public Capability HTML version must match catalog before production attestation passes. Live Trust rows above fetch /.well-known/calculatorx-production-attestation.json and the output schema const. Build hashes: release integrity. That proves currently published page / engine / schema / evidence / MCP agree — not that a historical version is independently immutable. Reference Calculation Standard — Production surface contract 5/5.

curl -sS -X POST 'https://www.calculatorx.com/api/v1/calc/linear-system' \
  -H 'Content-Type: application/json' \
  -d '{"inputs":{"mode":"solve","order":2,"a11":2,"a12":1,"a21":1,"a22":1,"b1":5,"b2":3},"calculation_version":"1.14.1"}'

POST /api/v1/calc/linear-system. This is a POST calculate endpoint — do not GET it.

Full REST contract: REST API docs.

Tool id
linear-system
Engine
linear-algebra
REST
POST /api/v1/calc/linear-system
MCP
execute_calculation with capability_id: "math.linear_algebra"
Agent input schema
Canonical (MCP / Agent)
Output schema
JSON Schema (latest)
Versioned input schema
Immutable pin (1.14.1)
Versioned output schema
Immutable pin (1.14.1)

References

Human-readable sources plus CVP reference evidence classes.

Sources

Reference evidence classes: O1 model · O2 expected_values · O2 numerical_behavior

Try with an agent

Inspect, then execute. Same engine as REST and the human calculator.

curl -sS -X POST 'https://www.calculatorx.com/mcp' \
  -H 'Content-Type: application/json' \
  -H 'MCP-Protocol-Version: 2026-07-28' \
  -H 'Mcp-Method: tools/call' \
  -H 'Mcp-Name: inspect_capability' \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"inspect_capability","arguments":{"capability_id":"math.linear_algebra"},"_meta":{"io.modelcontextprotocol/protocolVersion":"2026-07-28","io.modelcontextprotocol/clientInfo":{"name":"calculatorx-docs-example","version":"1.0.0"},"io.modelcontextprotocol/clientCapabilities":{}}}}'

Pin calculation_version (1.14.1) when the result must stay reproducible.

Inspect the trust tier and required assurance level before execution. Full protocol notes: MCP docs.