| # Aubm Roadmap |
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| This document outlines the strategic evolution of Aubm, moving from a robust orchestration core to an enterprise-ready multi-agent operating layer. |
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| ## Phase 1: Core Foundation (Completed) |
| - [x] Autonomous Agent Execution: Multi-provider support (OpenAI, Groq, Gemini, etc.). |
| - [x] Project Orchestration: Intelligent task scheduling and dependency management (DAG). |
| - [x] Human-in-the-Loop: Approval and rejection workflows for agent outputs. |
| - [x] Semantic RAG: Contextual memory injection across project tasks. |
| - [x] Real-time Logs: Streaming agent thoughts and actions via SSE. |
| - [x] Cost Control: Token-based budgeting and execution blocking. |
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| ## Phase 2: Advanced Collaboration and Tools (Completed) |
| - [x] Multi-Agent Debates: Allow agents to cross-verify each other's outputs before human review. |
| - [x] Extended Toolbelt: |
| - [x] Web Browser Tool (via Playwright) for live data fetching. |
| - [x] Code Sandbox for executing and testing generated snippets. |
| - [x] File Generation (Excel, Word, and advanced PDF layouts). |
| - [x] Collaborative Editing: Real-time collaborative output refining for humans. |
| - [x] Mobile Experience: Capacitor-based mobile app for project monitoring (initialized). |
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| ## Phase 3: Intelligence and Scale (Completed) |
| - [x] Fine-tuning Loop: Feedback loop (Like/Dislike) implemented for data collection. |
| - [x] Recursive Project Decomposition: Agents that can spawn sub-tasks and manage them. |
| - [x] Enterprise Security: |
| - [x] SSO Integration (Google, GitHub via Supabase). |
| - [x] Advanced RLS for granular team permissions. |
| - [x] Audit logs for every LLM interaction. |
| - [x] Agent Marketplace: Community-driven agent templates and specialized skill sets. |
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| ## Phase 4: Autonomy and Beyond (Completed) |
| - [x] Self-Healing Infrastructure: Agents that can monitor health and apply safe patches. |
| - [x] Voice Interaction: Control navigation and hear project/task status updates via browser voice APIs. |
| - [x] VR/AR Dashboard: Spatial DAG viewer scaffold for layered project/task visualization. |
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| ## Phase 5: Production Operations (Completed) |
| - [x] Operations Monitoring: Backend health summary endpoint and frontend monitoring dashboard with Supabase fallback. |
| - [x] Deployment Hardening: Dockerized backend/runtime profile and production CORS configuration. |
| - [x] Error Tracking: Sentry-compatible error reporting hooks for backend and frontend. |
| - [x] Performance Budgeting: Frontend code splitting and bundle-size targets. |
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| ## Phase 6: Distributed Scale and Intelligence (In Progress) |
| - [x] Recursive Project Decomposition: Agents that can automatically break down goals. |
| - [x] Numerical Consistency (Semantic Backprop): Enforce absolute figures across tasks. |
| - [x] Visual Tooling: Integrated support for charts and AI illustrations. |
| - [x] Vercel Deployment: Monorepo serverless configuration. |
| - [x] Heuristic Output Guardrails: Prompt hardening, reviewer checks, and final-report filtering for placeholders, unsupported claims, and low-quality sections. |
| - [ ] Asynchronous Task Queue: Dedicated background workers (`worker.py`). |
| - [ ] Vectorized Long-term Memory: Cross-project semantic retrieval. |
| - [ ] Self-Optimizing Agents: Meta-prompting loops based on human feedback. |
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| ## Phase 7: Structured Evidence and Entity Integrity (Next) |
| - [ ] Strict JSON Task Schemas: Enforce structured outputs per task type instead of free-form text. |
| - [ ] Mandatory `source_url` per Claim: Require evidence links for competitor, pricing, release, benchmark, and market claims. |
| - [ ] Entity Normalization Layer: Canonicalize entity names, merge aliases, and separate direct competitors from adjacent tools before final reporting. |
| - [ ] Semantic Deduplication: Collapse equivalent claims written differently across tasks. |
| - [ ] Evidence-Aware Final Report: Build the final report from normalized entities and validated claims only. |
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| *Last updated: May 6, 2026* |
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