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Revolutionizing the Ant Keeping Hobby

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Identification Model v1.1 - Better Dataset, Better Generalization

Identification Model v1.1 - Better Dataset, Better Generalization

How targeted dataset cleanup, FiLM removal, a leaner model head, and sharded training pushed the model to its best out-of-distribution accuracy yet.

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Generating Ant Care Sheets from Scientific Literature

Generating Ant Care Sheets from Scientific Literature

How I used the AntScout knowledge dataset combined with AntWiki to produce 2,200+ structured, cited care sheets using GLM 5.1, and the pipeline that turns raw research into practical antkeeping guidance.

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Building an Ant Species Knowledge Dataset from Scientific Literature

Building an Ant Species Knowledge Dataset from Scientific Literature

How I used the FORMIS2024 database and GLM 5.1 to extract structured facts about every ant species from thousands of research papers into a machine-readable JSON dataset for LLMs.

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Predicting ant nuptial flights

Predict the day nuptial flights are most likely to happen two weeks in advance.

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Reporting ant nuptial flights

Report queen ant sightings and get notified about nuptial flights.

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Identifying ant species from image

Let AntScout identify workers or queens just by uploading an image.

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