See what's changing
Prometheus examines incoming environmental and geophysical observations, looking for meaningful changes and unusual patterns.
Prometheus · Autonomous Environmental Research
PROMETHEUS RESEARCH
Investigating what changes before the world does.
Prometheus is Pythology's developing autonomous research intelligence. He is investigating changes across seismic, volcanic and extreme-weather systems, while our wider research programme extends towards biological and physical change. His purpose is to test whether measurable conditions carry useful information before major events — and to preserve the evidence when they do not.
He observes. He questions. He keeps the evidence. And when reality answers, he checks his work.
Why Prometheus exists
Because understanding change matters to human lives.
The world produces enormous amounts of environmental information, but important changes can be difficult to recognise among everyday fluctuations.
Prometheus was developed to investigate those changes, look for relationships and help us determine which observations deserve closer attention.
The long-term goal is to discover whether reproducible precursor signals exist, and to understand their limitations. Behind the data are real people, homes and communities. That purpose drives careful investigation — never an unsupported warning.
What he does
Observe. Investigate. Test.
Question the evidence
He identifies areas of interest, compares observations and records what the available evidence supports — including uncertainty and alternative explanations.
Let reality answer
When predictions are made, they are recorded before the outcome is known. Successful results, incorrect predictions and inconclusive findings all matter.
PROMETHEUS RESEARCH · THE PROGRAMME
The research journey.
A public overview of demonstrated capabilities and the research still ahead. We deliberately keep private operational details, internal methods and sensitive system architecture out of this overview.
Observe & remember
Environmental and geophysical research watches, persistent investigation records, source-linked evidence, historical earthquake inventories and reproducible research receipts.
Investigate & revisit
Approved-source retrieval, scheduled read-only evidence checks, historical comparison studies and limited autonomous research batches. Uncertainty and failed investigations stay visible.
Question & challenge
Comparative seismic research, early-signal hypotheses, research-effectiveness assessment and local AI advice are being tested. Their scientific usefulness is not yet established.
Connect disciplines
Extend evidence-linked investigations across seismic, volcanic, extreme-weather, biological-change and physical-change research, each with domain-specific validation.
Test what survives
Build comparable non-event controls, account for observation gaps, evaluate counterexamples, measure false alarms and misses, and test hypotheses on held-out and prospective data.
Improve the method
Develop bounded strategy selection that learns which investigations genuinely reduce uncertainty. Keep public communication and consequential actions under human authority.
His performance, on the record
We want his results to stand up to scrutiny.
—Forecasts resolved
—Empirically calibrated forecasts
—Outcomes later observed
—Brier score · lower is better
Loading the public forecast ledger…
What is a Brier score? It's one way of measuring how well probabilistic forecasts match actual outcomes. Lower is better, but the number becomes meaningful only with enough representative observations.
We don't want Prometheus to simply sound convincing. We want his results to stand up to scrutiny. Successful forecasts, misses and inconclusive cases must all remain part of the record.
PROMETHEUS · SEPARATE RESEARCH WATCHES
Where he is looking now.
Independent geoscience and extreme-weather screening. These observations do not modify committed forecasts or imply validated predictions.
Subterranean Precursor Lab
CHECKING PUBLIC RELAYIndependent hourly screening of earthquake-catalogue patterns and known volcanic settings, with evidence limits kept visible.
—centres screened
—multi-signal areas
—research candidates
Catalogue screening is not an earthquake or eruption prediction.
Explore geological investigations →Weather Precursor Lab
CHECKING PUBLIC SNAPSHOTPatterns in global environmental conditions, with separate New Zealand observational screening. These are research candidates, not weather warnings or validated predictions.
—source records
—weather rows
—distinct screens
— NZ exploratory observations
Checking publication date…Research only; no validated weather forecast.
Explore atmospheric investigations →Follow the research
See what Prometheus is investigating.
From seismic and volcanic activity to developing severe weather, his environmental research is presented through EnviroArc. Explore the observations, areas of interest and findings — including what remains uncertain.
Curious about what makes him work?
Discover the technology behind Prometheus.
For those who want to understand the engineering behind the intelligence, explore the Pythology system — including its architecture, causal reasoning and how its components work together.
Prometheus is a research and decision-support system under evaluation, not an official emergency warning service. A precursor candidate is not a validated forecast.