STARFARER
WHAT STARFARER KNOWS
VYRONYX STARFARERKNOWLEDGE BASE · ENCODED
What StarFarer knows

Not trained.
Encoded.

StarFarer's intelligence isn't scraped from the internet. It is hand-encoded by senior engineers — standards, statutes, the documented lessons of major accidents, and the reasoning chains that connect them. This is what that looks like.

Knowledge domains

Four domains. One reasoning core.

Every domain is encoded at depth — not keyword-matched, not summarised. StarFarer reasons within these frameworks the way a senior engineer does: knowing which standard governs, when they conflict, and what the incident record says about the gap between what the code requires and what actually goes wrong.

Domain 01 · Renewable Energy

Solar · Wind · Battery Storage

Utility-scale PV performance, AC and DC system design, BESS fire propagation and thermal runaway, interconnection and protection, offshore wind hazard profiles.

IEC 61724IEC 62446UL 9540ANFPA 855IEEE 1547IEC 62933
Domain 02 · Hydrogen

Production · Compression · Storage · Offtake

PEM and alkaline electrolyser safety, hydrogen dispersion and jet-fire modelling, area classification, storage and compression risk, fuel cell systems.

NFPA 2ISO 19880ISO 22734IEC 60079ATEX 2014/34/EUIEC 62282
Domain 03 · Off-grid & Microgrids

Hybrid · Islanded · Remote · Resilience

Hybrid generation dispatch, islanded operation and black-start, protection coordination, rural electrification, remote asset monitoring and fault analysis.

IEEE 1547.4IEC 62257IEC 62933IEEE 2030
Domain 04 · Process Safety

HAZOP · HAZID · LOPA/SIL · Consequence

Structured hazard identification, layer of protection analysis, safety instrumented system design, dispersion and consequence modelling, major accident hazard assessment.

IEC 61882IEC 61511OSHA 1910.119EPA RMPSeveso IIICOMAH 2015CCPS
Domain 05 · Regulatory & Statutory

US Federal · European Directives · UK Statutory

The full regulatory stack across the US, Europe and India — encoded so StarFarer knows not just what the standard says, but what the regulator actually enforces and how.

OSHA PSMEPA RMPAPI 510/579/581Seveso IIICOMAH 2015ATEXEU TaxonomyCSRD
Domain 06 · Incident Intelligence

The record that governs everything else

Major accidents encoded not as summaries but as reasoning — what was missed, what the standard said, what the gap was. The lessons that changed the codes are inside the codes StarFarer reasons with.

Piper Alpha 1988Texas City 2005Buncefield 2005Bhopal 1984Deepwater Horizon 2010
The incident record

The accidents that wrote the rules.

Every major standard traces back to a failure. StarFarer knows both — the rule and the event that made it necessary.

1984

Bhopal

MIC release. 3,700 immediate deaths. Rewrote industrial hazard legislation globally — the origin of Seveso II, EPA RMP, and the modern major hazard framework.

1988

Piper Alpha

167 lives. Permit-to-work failure and SIMOPS. The Cullen Report built the foundation of modern offshore safety cases and COMAH.

2005

Texas City

15 dead, 180 injured. Process safety management gaps at BP's refinery. Catalysed OSHA PSM enforcement and the Baker Panel reforms.

2005

Buncefield

Largest peacetime explosion in Europe. Tank overflow, vapour cloud ignition. Rewrote overfill protection requirements across the EU and UK.

How it's built

Hand-encoded. Not generated.

The difference between StarFarer and a language model answering engineering questions is the difference between a library and a search engine. One retrieves. The other knows.

Standards
Each standard is encoded at the level of its governing logic — not the text, but what it requires, what it permits, where it defers to engineering judgement, and where it does not. StarFarer doesn't retrieve clauses. It reasons within them.
Incidents
Major accidents are encoded as structured reasoning chains — cause, propagation, failure of safeguard, regulatory gap, and the standard change that followed. When StarFarer cites Buncefield, it is applying the lesson, not the name.
SME reasoning
The judgement of named senior engineers — encoded as decision chains, not documents. The question of what a particular expert would recommend in a given situation is answerable, reproducibly, without that expert being present. This is what organisational intelligence means.
Your knowledge
For organisational deployments, your site standards, procedures, engineering decisions and named expert reasoning are encoded into a private corpus. It stays yours. It is never shared, never trained on, never accessible to anyone outside your organisation.
Two honest boundaries

Not a replacement. Not the only one, either.

Before you evaluate StarFarer against anything else, it's worth being direct about what it isn't — and what else exists in this category.

Your DCS
Your distributed control system watches temperature, pressure, and flow in real time and pulls the trigger on an interlock the instant a value crosses a line. That is its entire job, and it is essential — StarFarer doesn't compete with it, monitor in its place, or touch your control systems at all. What a DCS was never built to do: read a P&ID and reason about the hazard behind a deviation, write or check a HAZOP, or notice a safety case has gone stale as the plant physically changed around it. That gap — not the one your DCS already covers — is what StarFarer is built for.
Other AI tools
There is a real and growing category of AI-assisted process safety software, including tools built specifically for HAZOP acceleration. We'd rather you know that going in than discover it mid-evaluation. Test any of them, including us, on whether the tool tells you when it doesn't know — a visible, componentised confidence score on every answer rather than fluent-sounding text, a safety case that keeps tracking staleness after the study is filed rather than a one-time report, disagreement surfaced as a minority report rather than smoothed into consensus. That's the differentiator worth evaluating right now — not whether a tool can read a P&ID at all, which several now can.
The intelligence, itemised

What you can ask for on day one.

Specific outputs, not categories. Each of these is a real request StarFarer answers today — grounded in your plant data once it's loaded, cited to standard either way.

Physics · Seconds

Dispersion & jet-fire numbers

Hydrogen dispersion envelopes, jet-flame lengths and radiation distances, vent adequacy — computed to NFPA 2, ISO 26142 and API 521, with the method shown. Not estimated. Computed.

HAZOP · Every node

Draft worksheets, cited

Causes, consequences, safeguards, gaps and prioritised recommendations for every node in your plant — before your study team sits down. They validate; they don't start blank.

MOC · Before the change

Blind-spot checks

A replacement compressor with a different surge curve. StarFarer re-runs your propagation graph and flags the failure paths a datasheet comparison would never surface.

Regulatory · Clause-level

Gap registers

Every applicable standard, clause by clause: met, not documented, ambiguous. Inspection preparation becomes fixing, not discovering.

Condition · Ranked

Aging-risk triage

Which vessel, which PSV, which line needs the budget now — ranked by your plant's actual inspection findings and degradation trajectories, not vendor urgency.

Topology · Unique to you

Novel-hazard candidates

Failure paths crossing system boundaries in configurations no incident database has ever recorded — because they're unique to how your plant is put together.

Deliberation · Four voices

Committee analysis

Operations, instrumentation and process safety perspectives argued independently, synthesised by a chairman — with minority reports where they disagree, because suppressed disagreement is how things get missed.

Coming · Tier 3 data

Near-miss mining

Your alarm historian, read systematically for the first time: the sequences that came close to a serious incident. The incidents you almost had, found in data you already own.