KOOYA / AI DIGEST / MANILA

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Models & language

6 ARTICLES IN THIS COLLECTION

Philippine languages, model research and the foundations of useful AI.

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A READING GUIDE / BY KOOYA

Philippine-language AI: meaning, models and evaluation

A model can sound natural and still misunderstand the task. Philippine-language AI therefore needs more than a familiar greeting or a translated benchmark. The question is whether the system preserves meaning, follows constraints and produces a useful result in the language people actually use.

This collection connects language research with coding, voice interfaces and verifiable tasks. For a buyer, it offers questions to ask about realistic inputs and human handoffs. For a researcher, it highlights the distinction between linguistic fluency, task correctness and the conditions of an experiment.

Pino SI is Kooya’s research effort to adapt an existing open model for the Philippines. SI expresses a long-term superintelligence ambition. Its public research snapshot describes a planned coding comparison and future directions; model-size targets and data counts are not performance results. The linked notes explain both the approach and the evidence still needed.

Why evaluate Taglish separately?

Mixed-language requests can carry constraints that separate English and Tagalog tests miss. Native-speaker review can examine intended meaning, while task-specific checks determine whether the answer actually works.

Read the language evaluation rationale ↗

How can language training be tested?

Pino SI’s planned coding comparison starts two training paths from the same open model. Interpreting any future result requires attention to training effort, attempt budgets, equivalent prompts and English retention.

Examine the planned coding experiment ↗

What do model and data sizes tell us?

Parameters describe model size; tokens describe data units. A target is a plan, and an inventory is a resource count. Neither establishes that a system succeeds on the language or task a reader cares about.

Interpret the roadmap’s numbers ↗

How The Signal is researched and produced ↗

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