PUKOT
The net.
Captures human signal over time. Judgment, calibration, domain strength, disagreement, context and change.
- Human judgment measurement
- Longitudinal contributor signal
- Forecasting and calibration
- Human-in-the-loop research
PS2SL.UN builds systems where human judgment becomes measurable, useful, and compounding. Machines provide leverage. People provide signal. The interesting part is the relationship.
We do not see people as rows in a funnel. We see a living network of judgment, context, capability, trust and intent.
The net.
Captures human signal over time. Judgment, calibration, domain strength, disagreement, context and change.
The fisherman.
Turns signal into motion. Better choices, better work, better matching, better next moves, with machines doing the heavy lifting.
Value appears between nodes. A healthy system measures the contract, the relationship and the feedback loop, not just the individual actor.
Each loop has to survive contact with reality. We separate hypotheses from findings, score the quality of evidence, and keep the system moving without waiting for a human prompt.
Design better questions, rubrics and tasks. Track whether judgment holds across time, domain, language and context.
Use forecasts, disagreement and confidence as inputs to decisions, rather than collapsing everything into one score.
Route useful work to humans and agents with explicit contracts, ownership, runtime and observable outcomes.
Measure what happened. Update the model. Reward signal that improved the outcome. Repeat.
Research, software, data systems, forecasting markets and talent infrastructure. Early, experimental and deliberately measurable.