Training and roadmap

How Miru is growing

Miru should get smarter by learning trusted card facts, keeping citations, and exposing gaps honestly. This page shows what is real now and what comes next.

Verified loop

Miru learns card by card

The sidecar pipeline ingests trusted source records, compares facts, records conflicts, and updates reusable card dossiers without changing the main runtime.

Refresh

Official snapshots can be updated safely

Miru can refresh official-style snapshots over time, compare what changed, and keep a clean audit trail for what was added, updated, or left unresolved.

Training progress

Verified dossiers vs catalog

Miru gets stronger as catalog coverage becomes structured dossiers and then verified dossiers. This panel keeps that progress visible without pretending the work is finished.

91.5%

2,312 verified dossiers out of 2,527 catalog cards

215 cards still need verified dossier coverage.

Catalog size 2,527

Cards in local catalog.

Dossiers in verified store 2,527

Card profiles in the main verified store.

Verified in store 2,312

Dossiers marked verified.

Still to verify 215

Catalog cards without a verified dossier.

100.0% Catalog size

Catalog size

Indexed card identities available locally.

2,527
100.0% Dossiers in store

Dossiers in store

Cards with dossier records in the verified store.

2,527
91.5% Verified

Verified

Cards with verified dossier state.

2,312
Complete

Catalog Ready

Local card catalog is indexed and ready for lookup.

Complete

Dossiers Building

Structured dossiers are being created card by card.

Active

Verification Expanding

Verified dossiers are growing with trusted evidence.

Upcoming

Relationship Graph Later

Card and variant relationships will deepen later.

Upcoming

Deck Intelligence Later

Deck-level intelligence comes after card knowledge is solid.

Miru Intelligence Progress

Card Understanding

Miru can understand individual card facts, but not full deck or meta reasoning yet.

Stage 2 of 6 Voyage Arc: Alabasta

2,312 of 2,527 cards currently have a verified dossier (91.5%). This measures card knowledge coverage, not deck, meta, or market intelligence.

What this means

Card Understanding

Miru is currently strongest at understanding individual One Piece cards. It can identify cards and interpret core card details, but it is not yet advanced enough to fully understand decks, tournament trends, or the competitive meta.

Voyage Theme

Mini voyage track

The voyage layer is just supporting flavor for Miru’s current stage, with the current arc highlighted and future arcs kept subdued.

Complete 1. East Blue

Card Recognition

Active 2. Alabasta

Card Understanding

Upcoming 3. Water 7

Deck Understanding

Upcoming 4. Dressrosa

Meta Understanding

Upcoming 5. Wano

Market Intelligence

Upcoming 6. Egghead

Verified Card Intelligence

Current Stage Card Understanding

Miru is strongest at this level today.

Voyage Arc Alabasta

The voyage arc is supporting flavor for the current intelligence stage, not a claim that Miru is near endgame knowledge.

Next Stage Deck Understanding

Miru will begin learning how cards function together inside real decklists.

What Miru can do now
  • Recognize card names, codes, sets, and rarity
  • Read core stats, traits, and effects
  • Track card identity and variant information
  • Use dossier-style card records where they already exist
What Miru is still learning
  • Deck synergy and strategy
  • Tournament and matchup analysis
  • Market reasoning tied to competitive play
  • Broader verified multi-source card intelligence across the catalog
Next Stage

Deck Understanding

Miru will begin learning how cards function together inside real decklists.

Complete

1. Card Recognition

Miru can identify cards and their basic reference data.

Voyage arc: East Blue

Active

2. Card Understanding

Miru can understand individual card facts, but not full deck or meta reasoning yet.

Voyage arc: Alabasta

Upcoming

3. Deck Understanding

Miru will learn how individual cards combine into real decks and roles.

Voyage arc: Water 7

Upcoming

4. Meta Understanding

Miru will learn which decks and strategies are performing well.

Voyage arc: Dressrosa

Upcoming

5. Market Intelligence

Miru will connect card prices and demand to how the game is actually being played.

Voyage arc: Wano

Upcoming

6. Verified Card Intelligence

Miru will answer from broad, verified, dossier-style card knowledge.

Voyage arc: Egghead

Miru AI progress

What it can do now, what comes next, and what comes later

The roadmap stays product-focused here so users can see how card intelligence is expanding over time.

What Miru AI knows now

  • Card lookup
  • Variant and print analysis
  • Verified dossier-backed answers
  • Local source and citation tracking
  • Official snapshot ingestion

What Miru AI is learning next

  • Richer official field coverage
  • Snapshot refresh and update flow
  • Better missing-field and conflict visibility
  • More practical card question coverage

What is planned later

  • Deck intelligence
  • Relationship graphing
  • Player lens
  • Market lens
  • Semantic and vector retrieval support