K-Dense BYOK
A free, open-source local AI assistant targeting researchers, operating under a Bring Your Own Key (BYOK) model with local execution and data sovereignty. It includes scientific research workflow scaffolding, an append-only experiment logbook, and a tamper-evident hash-chain audit log, designed to address AI overclaiming issues.
Timeline (last 90 days)
K-Dense BYOK is a free, open-source AI research assistant for researchers across disciplines, with the entire application running on the researcher's own computer.
BYOK stands for 'bring your own keys,' meaning researchers provide their own access credentials for their chosen model.
Each project in K-Dense BYOK is an ordinary folder, with data, code, results, and records all saved on machines managed by the researcher.
K-Dense BYOK includes a built-in library of documented scientific research processes, guided workflow templates, a directory of research data sources, and 'reviewer' and 'writer' roles to which agents can be assigned tasks.
K-Dense BYOK maintains a 'Living Lab Notebook' in which entries can only be added and are never erased.
K-Dense BYOK records the process by observing what the agent actually does, with logs written to a location that the agent has no tool access to write to, forming a tamper-proof hash-chained record.
In the author's earlier benchmark of nine frontier models, model overclaiming—where models exaggerate or misreport their completed work—was the most common failure mode.
K-Dense BYOK does not attempt to prevent models from making claims, but instead makes those claims verifiable through an independent observation log.
In an evaluation comprising twenty cross-disciplinary research prompts with pre-fixed scoring criteria, K-Dense BYOK outperformed two hosted platforms on both scientific quality and research execution dimensions.
K-Dense BYOK's deliverables are the only ones that record the software environment in which they were run, and the only ones that typically include a command to regenerate results, whereas one of the hosted platforms provides neither even when running the same frontier model.
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All Facts (12)
K-Dense BYOK is a free, open-source AI research assistant for researchers across disciplines, with the entire application running on the researcher's own computer.
50%UnverifiedBYOK stands for 'bring your own keys,' meaning researchers provide their own access credentials for their chosen model.
50%UnverifiedEach project in K-Dense BYOK is an ordinary folder, with data, code, results, and records all saved on machines managed by the researcher.
50%UnverifiedK-Dense BYOK includes a built-in library of documented scientific research processes, guided workflow templates, a directory of research data sources, and 'reviewer' and 'writer' roles to which agents can be assigned tasks.
50%UnverifiedK-Dense BYOK maintains a 'Living Lab Notebook' in which entries can only be added and are never erased.
50%UnverifiedK-Dense BYOK records the process by observing what the agent actually does, with logs written to a location that the agent has no tool access to write to, forming a tamper-proof hash-chained record.
50%UnverifiedIn the author's earlier benchmark of nine frontier models, model overclaiming—where models exaggerate or misreport their completed work—was the most common failure mode.
50%UnverifiedK-Dense BYOK does not attempt to prevent models from making claims, but instead makes those claims verifiable through an independent observation log.
50%UnverifiedIn an evaluation comprising twenty cross-disciplinary research prompts with pre-fixed scoring criteria, K-Dense BYOK outperformed two hosted platforms on both scientific quality and research execution dimensions.
50%UnverifiedK-Dense BYOK's deliverables are the only ones that record the software environment in which they were run, and the only ones that typically include a command to regenerate results, whereas one of the hosted platforms provides neither even when running the same frontier model.
50%UnverifiedThe environment records of K-Dense BYOK are files written by the Agent itself and are not part of the observed logs, which currently cannot capture the software environment itself.
50%UnverifiedK-Dense BYOK's code is open-sourced under the MIT license and hosted on GitHub (github.com/K-Dense-AI/k-dense-byok).
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