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Roadmap

Product roadmap for Juca — the frontend hub of the sens.legal ecosystem.

Juca is pivoting from a fullstack monolith to a lightweight frontend hub for the sens.legal ecosystem. Backend intelligence (search, LLM pipeline, knowledge graph, validation) is being delegated to specialized agents: Valter for STJ jurisprudence and Leci for federal legislation. Juca’s role is to provide an elegant, conversational interface (Fintool/Perplexity-style) that orchestrates these agents, manages user sessions, and delivers results through the Briefing Progressivo (4-phase progressive disclosure system).

v0.3 — “Hub Foundation” is in progress. Key deliverables:

  • UI reset with Fintool/Perplexity-style design (Liquid Legal design language)
  • Adapter layer for external agents (Valter, Leci, future agents)
  • Juca → Valter integration (search, verify, graph endpoints)
  • Fix 72 failing test files (#270)
  • Update README.md to reflect hub architecture

See Milestones for full details on all milestones.

MilestoneNameStatusFocus
v0.3Hub FoundationIn ProgressUI reset + Valter integration
v0.4Briefing ProgressivoPlanned4-phase briefing with Valter as backend
v0.5Polish & ExpandPlannedGraph features, memo export, E2E in CI
v0.6+Multi-Agent PlatformPlannedLeci integration, scale preparation
v1.0Platform ReleasePlannedMulti-tenancy, billing, public launch
#QuestionImpactStatus
1How does Juca authenticate with Valter? (Single key vs per-user vs service token)Adapter layer (v0.3)Pending
3What happens with ~55 API routes post-migration? (Remove vs proxy vs fallback)Codebase size (v0.4)Pending
4Keep SQLite for sessions or migrate to Postgres?Aligns with ecosystemPending (can wait for v0.6+)
7What to do with local data/ directory (~80MB)?Repo sizePending (keep until v0.4)

Decisions #2 (UI template), #5 (briefing scope), and #6 (Valter deployment) have been resolved. See Architecture Decisions for details.

  • Milestones — Detailed milestone breakdowns with features, criteria, and dependencies
  • Changelog — History of significant changes and architectural shifts