A product platform for a world that refuses to sit still
Worldstate connects what's changing in the world to the decisions people are trying to make—then stays with the outcome long enough to learn what actually mattered.
01 / THE LOOP
A synthetic Career example shows the complete platform loop. One evolving record. Every change has provenance. The person remains the authority.
Source → Observation
A public roles feed reports a fictional product-systems opening. Worldstate records where it came from before it decides what it means.
Entity + Lifecycle
The observation is validated, matched to an existing organization, and reconciled into a durable opportunity record.
Ranking → Queue
Location, level, and timing constraints pass. An interpretable baseline ranks the opportunity; bounded reranking can refine, never override, eligibility.
Intervention: Decision
The person chooses Pursue. That exact decision governs future ranking runs and survives devices, refreshes, and model changes.
Intervention: Action
Worldstate creates bounded next steps: request an introduction, tailor materials, submit. Each attempt has explicit pending, success, and failure state.
Observation → Lifecycle
Raw email stays on the device. An outbound local connector shares only a typed observation: interview scheduled.
Outcome → next cycle
Offer accepted closes the loop. Worldstate records the causal outcome, pauses active search monitoring, and learns only from evidence the product can defend.
Remote · Platform · Full time
origin: atlasgrove.example / connector: public-feed-v1
02 / THE PLATFORM
Worldstate supplies stable machinery for evidence, ranking, interventions, and learning. Each product keeps its own lifecycle, sources, actions, database, and authority.
Roles, evidence, pursuit decisions, applications, outcomes.
Events, relevance, attendance intent, reminders, learning.
Sources, personas, ranked briefings, usefulness, recurrence.
04 / BUILD WITH WORLDSTATE
Start with the product loop, follow a synthetic product from source to outcome, then validate every capability through one typed ProductDefinition.
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