Human × Machine Systems

Build the
human layer.

PS2SL.UN builds systems where human judgment becomes measurable, useful, and compounding. Machines provide leverage. People provide signal. The interesting part is the relationship.

01 / judgment02 / movement03 / feedback04 / compounding
Two sides of the same coin

Catch signal. Create movement.

We do not see people as rows in a funnel. We see a living network of judgment, context, capability, trust and intent.

P / 01

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
S / 02

SULOG

The fisherman.

Turns signal into motion. Better choices, better work, better matching, better next moves, with machines doing the heavy lifting.

  • Talent and opportunity matching
  • Career and decision support
  • Agentic execution systems
  • Learning through real outcomes
Not A → B

Organizations are graphs.

Value appears between nodes. A healthy system measures the contract, the relationship and the feedback loop, not just the individual actor.

What we are building

Four loops. One learning system.

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.

01

Measure

Design better questions, rubrics and tasks. Track whether judgment holds across time, domain, language and context.

02

Decide

Use forecasts, disagreement and confidence as inputs to decisions, rather than collapsing everything into one score.

03

Act

Route useful work to humans and agents with explicit contracts, ownership, runtime and observable outcomes.

04

Learn

Measure what happened. Update the model. Reward signal that improved the outcome. Repeat.

Operating doctrine

We prefer systems that can prove themselves wrong.

01Evidence before confidence.
02Relationships before pipelines.
03Longitudinal signal before static labels.
04Autonomy before waiting for prompts.
05Disagreement is data.
06Show the work.
PS2SL.UN Limited

We are building in public enough to be falsifiable.

Research, software, data systems, forecasting markets and talent infrastructure. Early, experimental and deliberately measurable.