Roadmap

Multi-Agent Coordination

Dual State Machine

Provider-Agnostic LLM Interface

Hierarchical Task Decomposition

Adaptive Model Routing

Batch API Mode

Durable Execution / Crash Recovery

MCP Tool Integration + Free Tool Layer

Agent Council (Multi-Agent Voting)

Group Think Mode (Multi-Path Design Exploration)

Per-Request Complexity-Based Model Routing

Project Knowledge Bases

Sandboxed Code Execution

Scheduled / Recurring Task Automation

Browser Automation / Web Agent

Multimodal Output Generation

Agent-to-Agent (A2A) Protocol Support

Two-Gate Validation Architecture

Feedback Loops with Revision Caps

Graduated Trust Model (Crawl -> Walk -> Run)

Output Content Safety Rails

Revision Analyzer

Prompt Version Control with Diff and Rollback

Prompt Regression Test Suites

Golden Dataset Comparisons

Grounded Fact Verification (Anti-Hallucination)

Judge Calibration Monitoring

Retroactive Quality Sweep

Deliverable Templates with Component Libraries

Cross-Agent Consistency Checks

Agent A/B Testing Framework

Shadow Mode for New Agents

Automated Rubric Generation and Refinement

Self-Consistency Verification

Chaos Testing / Adversarial Input Library

Input Guardrails (Prompt Injection Defense)

Plan Approval with Multiple Options

Output Review Interface

Real-Time Kanban with Live Updates

PM Workload Prediction and Auto-Balancing

PM Preference Profiles (RLHF-Lite)

Review Queue Prioritization with SLA Tracking

Natural Language Orchestration (Chat-to-Kanban)

Feedback Quality Scoring

Task Difficulty Estimation with Adaptive Validation

Core Cost Tracking

Token Budget Allocation

Semantic Caching Layer

Context Window Optimization

Token Budget Allocation (Project/Sprint Level)

Cost Forecasting and Burn-Rate Dashboard

Waste Detection and Token Analytics

Tiered Validation Cost Optimization

Task Deduplication via Embeddings

Speculative Execution with Early Termination

Multi-Provider Cost Arbitrage

Incremental Context Building

Bulk LLM Data Operations (Data Pipeline Mode)

Embedded Observability (Kanban-Native)

Trace Collection and Cost Aggregation

Output Drift Detection

Agent Skill Matrix with Capability Scoring

Longitudinal Performance Dashboards

Validation Cost-Benefit Tracking

Failure Pattern Analysis with Remediation

Live Agent Activity Visualization

SSE Event Hub

Orchestrator Event Broker

LLM Streaming

Role-Based Agents

Soul System (Custom Personas)

Agent Pair Execution (Collaborative First Draft)

Intelligent Agent Warm-Up and Context Priming

Agent Memory Across Tasks

Agentic RAG (Active Knowledge Curation)

Four Synchronized Views

Review-Specific UI Components

Timeline Branch Focus + Breadcrumb Drill-Down

Kanban Horizontal Navigation + Collapsible Columns

Task Detail Summary-First UX + Progression Timeline

Workspace Contextual Header + Toolbar Download CTA

Orchestrator Settings Entry Point (AI Swarms)

Client Delivery Portal with Feedback Loop

Deliverable Versioning with Client-Facing Changelog

Sprint Capacity Planning for AI Workforce

Visual Workflow Editor

Single Binary Deployment

Progressive Storage Strategy

REST API (22 Endpoints)

Environment-Based Configuration

Multi-Client Context Isolation with Cross-Pollination

Authentication and RBAC

OpenAI-Compatible API Gateway

Custom Model Fine-Tuning

Interactive Debugging / State Replay

Connector Architecture

Slack Connector

GitHub Projects Connector

Linear Connector

Notion Connector

Jira Connector

Shortcut Connector

Microsoft Teams Connector

Discord Connector

Natural Conversation Interface

Agent Orchestration via Chat Commands

Human + AI Task Routing

Cloud-Native, Always-On Operation

Vetted Skills Marketplace Integration

Multi-Channel Session Gateway

Plugin / Skill Tool Runtime

Persistent Session and Context Memory

Scheduled Jobs and Reminders

Browser and Web Automation Tools

Voice and Multimodal Interaction Layer

Board-Aware Command Routing

Live Task and Agent Status Queries

Agent Assignment and Reassignment Controls

Plan Approval and Review Workflow Handshakes

Validation-Gate and Revision Escalation Awareness

Cross-Project PM Operations from Conversation

Cost and Trust-Level Aware Execution Commands

Skill Vetting and Allowlist Controls

Prompt Injection and Tool Misuse Defenses

Audit Trails and Action-Level Traceability

Policy Guardrails for Autonomous Actions

Organization RBAC and Workspace Isolation