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AXB Product Introduction

Sparse linear-system analysis, solver recommendation, execution, and reporting in one workbench.

AXB is a desktop workbench for Ax=b engineering workloads built around matrix intake, structural analysis, bottleneck diagnosis, backend recommendation, execution control, and report export. The product helps teams move from a raw matrix file to an informed solver run instead of guessing a backend by hand.

It fits work where sparse linear systems need repeatable profiling, plan selection, controlled execution, and comparable reporting across candidate solver paths.

InputMatrix A and optional right-hand side b
DiagnosisMatrix features, risks, and backend constraints
ExecutionRecommended plans and monitored runs
OutputVerification and report export

Functions

What AXB is built to handle.

AXB is strongest when a matrix solve has to be selected from evidence, tracked during execution, and recorded in a reusable result package.

01

Matrix intake and structural profiling

Load the target linear system and inspect matrix structure before any backend is chosen.

  • Matrix A import
  • Optional right-hand side import
  • Feature extraction for solver planning
02

Bottleneck diagnosis and plan recommendation

Turn matrix characteristics into candidate solving plans that reflect backend suitability and runtime constraints.

  • Risk and constraint diagnosis
  • Candidate backend comparison
  • Recommended plan list
03

Controlled execution and monitoring

Launch the selected plan and keep run status visible while the solve is in progress.

  • Stage status and elapsed time
  • Iteration and residual tracking for supported paths
  • Single-machine CPU delivery surface
04

Verification, export, and local AI calling

Review the run result, export the report package, and reuse the same local workbench through the packaged MCP bridge when needed.

Interface

Where solver decisions are organized.

The current product surface is built around matrix analysis, recommended plans, monitored execution, and report-oriented closeout.

AXB workflow surface
Primary View

AXB workflow surface

AXB organizes sparse linear-system work around one flow: import, profile, diagnose, recommend, run, verify, and export.

Workflow

Typical use path inside AXB.

01Import the linear system

Load matrix A and the matching right-hand side when the case includes it.

02Analyze and compare plans

Inspect matrix features, review bottlenecks, and read the recommended backend list.

03Run the selected path

Launch the chosen plan and monitor stage status, elapsed time, and supported solver progress indicators.

04Verify and export

Review the solve result, export the report package, and keep the case available for the next run or local tool call.