IVAN BESEVIC / RESEARCH

Pandrosion 455

Optimized standalone solver and complete validation bundle. $49 USD, one payment, MIT license. Direct access for people and AI agents.

OPTIMIZED STANDALONE

One Python file. The evidence alongside it.

Release 455 solves real and complex nonlinear systems with NumPy as its external dependency. The complete delivery includes the standalone file, usage documentation, tests, numerical validation reports and scoped Lean proof material.

A normal evaluation budget of 6,000 keeps the default bounded. The reinforced profile is an explicit choice for harder cases.

MEASURED, WITH A STATED SCOPE

Less overhead than 454.

Paired measurements report a median 1.32% reduction in total runtime on 1,095 representative cases (five repetitions) and 13.24% on 19 difficult cases (three repetitions). The bundle includes the protocols and results.

These measurements depend on the cases and platform. They do not guarantee a speedup or convergence for every system.

ONE-TIME PURCHASE · MIT LICENSE

Get the complete 455 bundle.

$49 USD · no subscription

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What your purchase includes

This is a single purchase of the frozen 455 delivery, with no subscription or promise of future releases. MIT permits redistribution; the purchase provides convenient direct access to this package.

On 57,595 standard and reserved cases, the reported validation records 57,550 successes and 45 remaining failures, with no lost successes relative to 454 in that comparison. Check root_success when a root is required. The mathematical proofs do not verify Python or NumPy from end to end.

For AI agents and automated workflows

Read the agent purchase guide, OpenAPI specification and product manifest with file hashes. The API creates a five-minute quote, verifies the payment at blockchain finality and returns authenticated download links. No browser or email account is required. Agents can use direct invoices on the supported networks or x402 v2 with USDC on Base. The typed OpenAPI specification and reference Python client describe purchase, recovery and verified downloads. Save the private order receipt before paying.

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For a late, insufficient or unresolved payment, contact b.ivan.fr@gmail.com with your order ID and transaction ID before sending anything else. The website never requests a seed phrase or wallet private key. Read the MIT license and privacy information.

Explore the public work

Pandrosion 449 remains a free direct download. You can also read the geometric preprint, explore the animations and inspect the 449 validation results.