Reducing operational overhead in manufacturing documentations.
Algorithmica Labs is currently exploring a wide range of engineering domains, industrial workflows, operational constraints, and technical systems to better understand how real-world engineering is practiced.
Current investigations focus on:
The objective is not to validate predetermined solutions.
The objective is to understand reality well enough to identify meaningful problems worth solving.
An investigation into involute gear geometry as a physical center-distance error buffer, straight-sided hob cutting kinematics, electric vehicle drivetrain tip relief cascading constraints, and planar-stress projection matrix models.
A mathematical formalization of 2D engineering drawings as lossless orthographic projection operators, tolerance stack-up linear and statistical models, modular vs. monolithic design boundaries, and topological parsing using Graph Neural Networks (GNNs).
An investigation into the coordination gaps, parametric translation losses, and operational FMEA risks created by the separation of variational mechanics formulations from CAD and PLM databases.
An investigation into the synchronization of geometric and mass properties (area moments of inertia, products of inertia, mass inertia tensors) across CAD, FEA, and PLM databases to prevent structural and dynamic unbalance failures.
An investigation into the cognitive and administrative overhead that arises when trying to synchronize classical tribological models with enterprise engineering workflows.
An investigation into the translation of continuous physical fields into deterministic digital systems, bridging B-Rep geometry, process data, and FEA solvers.
An analysis of systemic database fragmentation at the intersection of structural mechanics and PDM schemas, evaluating ZFM metadata injection, semantic boundary drift in CAD-to-FEA pipelines, closed-loop graph database topologies, and parametric state-space registries.
An ontological mapping of bound vector properties to database fields, the transmissibility paradox in rigid PLM schemas, parametric constraint graph conflicts, and the transition from static PDF loops to programmatic constraint synchronization.