Development plan · 05

One complete loop
before a broad platform.

The MVP starts with one high-trust research workflow. Durable execution, explainable routing and governance come before cloud sync or team-scale orchestration.

A sequence that protects the core.

Each milestone proves a difficult execution property before the next layer increases scope.

1.0
Planning baseline is definedTechnical validation is the immediate next step.
M0 → M4
M0

Technical validation

Prove a durable workflow, an MCP capability activity and the Tauri shell.

Validation: crash recovery and a checkpoint resumed 24 hours later.

2–3 weeks
M1

Complete task loop

Run one research task from contract creation to accepted delivery.

Validation: a real task with execution above 50% and an acceptable delivery.

6–8 weeks
M2

Routing and governance

Complete capability matching and all four enforcement ports.

Validation: explainable candidates, high-risk confirmations and budget compliance.

4–6 weeks
M3

Multiple task threads

Add a lightweight queue, concurrency and recovery policy options.

Validation: state isolation and fair resource allocation under load.

Later
M4

Continuity and ecosystem

Introduce CRDT sync, team-aware policies and reusable execution templates.

Validation: cross-device recovery and capability reuse.

Future

A narrow product with a complete promise.

The first release must finish the full contract-to-delivery loop before expanding collaboration or infrastructure.

Included in MVP

  • Versioned task contracts and acceptance criteria
  • Durable single-task execution and crash recovery
  • MCP, OpenAPI and CLI capability adapters
  • Routing, permissions, budgets and audit events
  • Human checkpoints and delivery acceptance
  • Local SQLite history and portable exports

Excluded for now

  • Cloud synchronization
  • Multi-user collaboration
  • Capability marketplace
  • Complex multi-agent negotiation
  • Unconfirmed fully automatic workflows
  • Organization-wide policy management

What proves the loop is working?

Feature completion is not enough. The MVP succeeds when delegation is useful, understandable and repeatable.

50%+

Task execution rate

The system completes a meaningful majority of the delegated work without continuous monitoring.

SIGNAL · 01
4/4

Reviewable decisions

The user can explain every major step and intervene confidently at the right checkpoint.

SIGNAL · 02
1

Accepted delivery

The first real task reaches an acceptable, evidence-backed result.

SIGNAL · 03
2×

Willing repetition

The user delegates another real task after accepting the first result.

SIGNAL · 04

The hard parts are planned, not hidden.

The plan protects the core by using established infrastructure and explicit product boundaries.

RiskControl
Custom recovery complexityUse Temporal or Restate for durable execution, replay and idempotency.
Tool context overloadUse enrich, retrieve, rank and restrict before the model plans.
Silent background executionExpose every step and enforce explicit pause, takeover and audit paths.
Premature platform scopeKeep MVP local, single-device and focused on one complete task loop.
→
Start with a complete promise, then widen the system.

The first proof is a user who can delegate a real task, review its evidence and accept the delivery.