Primary and secondary sources
Official publications provide direct evidence; strong secondary sources add context. Users get a broader, more inspectable picture.
Evidence-first engineering
How we build
We build products as if they will be audited. The path from public source to published product remains inspectable; quality rules are never silently bypassed.
From publication to development
A fixed chain, with checks at every transition
- 01
Select sources
Each edition combines primary sources with relevant secondary sources. Source quality and diversity matter, so one publisher type cannot determine the picture.
- 02
Deduplicate and test
Exact and near-duplicates are consolidated and relevance is tested deterministically. Twenty rewrites of one report do not count as twenty independent confirmations.
- 03
Cluster into Signals
Related publications become one assessable development. A Signal brings the source mix, recency, and support into one inspectable view.
- 04
Connect Storylines
Signals from consecutive runs are linked over time, showing what persists, changes, or gains significance.
- 05
Guard quality and publication
Deterministic quality and publication gates block results that do not meet the bar. Not publishing is a valid outcome.
- 06
Link back to evidence
Published Signals, Storylines, and briefings retain public source links so readers can inspect the support themselves.
Technology translated into user value
The choices behind a trustworthy product
Source quality and diversity
Volume is not a quality measure. A varied source mix reduces the chance that repetition or one perspective dominates the result.
Bounded use of LLMs
AI supports scoped structuring and enrichment. It is never permission to add facts: source data, schemas, and gates remain authoritative.
Traceability
Source links and reproducible steps make it practical to retrace a conclusion instead of having to trust a summary alone.
Multi-tenant separation
Every edition keeps its own configuration and content context. Information from one domain never becomes a silent fallback for another.
Performance and maintainability
Lightweight, clear product surfaces load quickly and remain manageable. Users get a stable product and quality improvements stay sustainable.