The world has moved from the age of news to the age of intelligence. Catch up

News is still structured as prose — created for a reader, not a database. Compressed Information Expression changes this: a formal specification language for discrete, observable events, built for systematic, structured analysis at the scale the world now demands.

Live Corpus

CIE — Event Encoding

Every entry below is a real event, encoded in Compressed Information Expression.

CIE — Live Corpus Encoding
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CIE 1.0 Specification complete
Up to 4x Order of Magnitude information density vs Prose
Less than 1% Share of news currently produced structured
6 Registry extensions planned
The Problem

Political information infrastructure is a century out of date.

The systems through which political events are recorded and analyzed were built for a world of information scarcity. They have not been updated for a world of information volume. Every layer introduces distortion — and the distortions compound.

01

Volume without structure

The volume of political reporting now produced globally every hour exceeds what any system can responsibly process. Yet the fundamental architecture — the article, the wire item — has not changed. Accumulation is not analytical progress.

02

The article is the wrong unit

A news story embeds discrete events alongside quotes, commentary, background, and speculation — unlabeled and undifferentiated. Amid the need to fill news space, less than 30% of front-page stories often qualify as new events. The rest is context and noise.

03

Interpretation dressed as fact

"Tensions rise." "Escalates his feud." These are not descriptions of observable events — they are editorial interpretations embedded in the grammatical form of fact. Any system trained on political prose inherits these frames invisibly.

04

News was never designed to be data

Every organization that tries to feed political events into a model, a trading system, or a back-test faces the same preprocessing burden: entity resolution, deduplication, normalization. Weeks of work. No methodological consistency. Repeated from scratch each time.

05

Language as a structural barrier

Important events are reported first — and sometimes exclusively — in languages other than English. Automated translation approximates meaning. Political terminology, formal titles, and legal concepts are among the first casualties. A language-independent encoding layer is the only solution.

06

Neither human nor machine solves this alone

LLMs process political prose fluently and inherit all of its failures at scale. Recent studies put AI error rates on generated political information at up to 55%. Mondium embeds a structured encoding layer between the raw information and the analytical system — human for fidelity, machine-parseable for scale.

Full analysis of the problem
Compressed Information Expression

A formal language for what actually happened.

CIE is a domain-specific encoding language for discrete, observable political events. Human-authored for fidelity. Machine-parseable for scale. Governed by a formal specification for consistency across analysts, time, and geography.

I
Observable events only CIE encodes what can be directly verified — actions taken by identified actors in the real world. Intent, interpretation, and narrative remain outside the specification.
II
Maximum semantic density Every token carries governed meaning. The same encoding produced by different analysts at different times is directly comparable — by design, not convention.
III
Valence normalization Action codes carry no built-in directional bias. Analytical valence is encoded explicitly — never baked invisibly into the action type.
IV
A governed expansion path CIE 1.0 is a stable base specification with a formal extension architecture. The foundation does not shift as the vocabulary grows.
See CIE in action
CIE — Live Encoding OSINT / Parsed
Source event "India's Prime Minister met with the Russian President and Defence Minister in New Delhi over two days, discussing energy cooperation in hydrocarbon and nuclear sectors."
ind.hog <[mt]>
  - rus.hos, rus.min.dfns.exc.01 @ ind.hps
      - <{sp}> $ eng.hyc, eng.nuc
  - rus.hos > @ *.loc  04122025:05122025
Mondium
Mondium, LLC — Closed Development

The right conversations, not the most.

Cypher is not yet in public release. But we are interested in contact from analysts, researchers, risk professionals, and technologists who have felt firsthand the limitations of the tools currently available — and who recognize what a structured encoding layer makes possible.