Software and research

Projects

Each project page describes the problem, approach, outcome, and known limitations. Source and demo links are included when available.

Flagship projects

Projected Au13 benchmark structure beside a baseline Gaussian surrogate image

Scientific modelling, experiment design, implementation, and validation

Atomic STEM Modelling & Image Analysis

Research software comparing an interpretable Gaussian STEM surrogate with abTEM/multislice reference simulations for atomic-resolution image modelling and validation.

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Portfolio homepage introducing Kusse Sukuta Bersha and featured engineering projects

Design and implementation

Django Portfolio Platform

A Django portfolio platform that turns structured project content into responsive, accessibility-focused case studies backed by automated tests and disciplined releases.

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Synthetic July 2026 business performance overview with acquisition metrics and funnel

Domain modelling, ingestion design, analytics, decisioning, and software quality

Market Growth Intelligence

A Python decision-support MVP connecting B2B acquisition spend to downstream sales outcomes through validated data, diagnostics, and evidence-gated recommendations.

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Solved five-by-five word grid with constraint checks marked complete

Algorithm design and Python implementation

Constraint-Based Crossword Solver

A Python solver that models crossword generation as a constraint satisfaction problem using node consistency, arc consistency, backtracking search, and heuristics.

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Minesweeper board with inferred safe cells and known mines highlighted

AI logic design and Python implementation

Knowledge-Based Minesweeper AI

A Python knowledge-based AI agent for Minesweeper, built through 16 tagged releases with an interface-independent design that powers a CLI, a static browser demo, and a Python-backed API client.

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