Cabinet Decisions — LLM Enriched

See the main Decisions Explorer page before reading further.
This page is based on the following:

Cabinet decision texts are processed with llama3 via langextract to extract structured entities (countries, legislation, agreement types, financial amounts) from unstructured prose.
Tags every cabinet decision with a policy stance and scope using qwen3, then surfaces decisions that pull in opposite directions on the same scope via qwen3-embedding retrieval + catching, for example, a permit system that re-allows products an earlier decision banned.

LLM extraction has errors, so don’t take everything at screen value and do factcheck.

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How the LLM extraction works currently

Raw decision text

Cabinet has agreed to the signature of the following Memoranda of Understanding (MoUs) which will be exchanged during the forthcoming State Visit of the Prime Minister to India to further consolidate the longstanding relations… The projects relate to socio-economic development including infrastructure in education, healthcare and community development. Total capital cost of Rs 500 million. Additionally, a Technical Cooperation Agreement on cooperation for the establishment of Telemetry, Tracking and Telecommunications Station for Satellites shall be renewed…

Extracted by llama3 via langextract

Countries

India

Financial amounts

Rs 500 million (MUR)

Agreement types

Memoranda of UnderstandingTechnical Cooperation Agreement

Legislative actions

renewal × 2

anyway

Decisions by topic over time

Decisions can belong to multiple categories, so totals exceed the actual number of decisions.

Possible contradictions

Earlier vs later stance shifts (STRONG & MEDIUM only)

Pairs where one decision expands/tightens and a later one reverses direction on the same topic. Solid dot = earlier decision, faded dot = later. Red = strong contradiction, orange = medium. Hover for details.

The weak stances are not shown. And some other pertinent stances might not have been captured.

Amendment history

Frequently amended & conflicting legislation

Each lane is one piece of legislation. Dots mark cabinet decisions: amendment, repeal. Hover for details.

Criminal Appeal Act: Amended in January 2025, then repealed entirely in July 2025. Cabinet worked on changing a law it was about to scrap.

Courts Act: Amended 6 times in under a year (Jan–Nov 2025). Unusually high churn — suggests either major structural reform in progress or poorly planned incremental changes.

Some other pertinent links might not have been captured.

Legislative action types

Decisions per month

Agreement types signed

Financial amounts mentioned

Decision stances

Stance over time

Are cabinet decisions becoming broader or more limited month by month?

Instrument breakdown

How cabinet enacts decisions — binding regulation vs soft strategy vs diplomatic MoUs.

Instrument over time

Has the cabinet shifted from regulation toward softer instruments like notes or strategies?