onPanda enables token annotation and model inspection
Published on September 22, 2026, the onPanda repository presents an open-source tool for LLM data annotation and model inspection.
Source: onPanda: anotação em nível de token e inspeção de modelos (huggingface.co). Text prepared with AI from this source.
What happened and what to do
The onPanda repository, published on September 22, 2026, describes an open-source tool for LLM data annotation and model inspection. Its workflow supports token-level corrections, SFT and preference data, and inspection of token probabilities and decoding. The description highlights alignment work, on-policy data annotation, and debugging model outputs.
A company could implement an internal workflow to review examples and model outputs, record token-level corrections, and examine probabilities and decoding during analysis. The solution could integrate data collection, access controls, storage, and monitoring dashboards, with processing on the company’s own infrastructure when needed.
How the consultancy can help
Wendelmaques can assess your company’s data and model-review workflow, define a scope, and implement an annotation and inspection solution integrated with existing systems, with support for its operation.
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