Version 2.0 - February 2026

AskAI V3
Status Report

From concept to execution layer. Track the journey of CoFounder OS's AI-powered workspace system.

4
Coding Agents
6
MCP Integrations
5
Permission Modes

What is AskAI V3?

V3 is the execution layer of CoFounder OS. Unlike traditional chatbots that only generate text, V3 spins up secure cloud workspaces backed by Azure Virtual Machines to do real work.

Cloud Workspaces

Isolated Azure VMs for secure execution with persistent storage and multi-user support.

Real Code Execution

4 coding agents that write, run, and deploy code - not just chat about it.

Smart Links

Shareable URLs for live dashboards and websites - instant deployment to production.

Current Capabilities

4 Coding Agents

Live

Claude Code, Gemini CLI, OpenCode, Codex

6 MCP Tool Integrations

Live

RAG, Image Gen, LinkedIn, Jobs, Project Board, PDF Tools

Workspace Management

Live

Create, start, stop, restart, delete cloud workspaces

Real-Time Streaming

Live

WebSocket-based live agent output with Redis buffering

Website Generation

Live

Astro.js + Cloudflare Pages deployment

Smart Links

Live

Shareable URLs for dashboards and websites

Audio Chat

Live

Voice conversations via OpenAI Realtime API

Permission Modes

Live

Smart, YOLO, Accept Edits, Ask All, Plan

Bidirectional Communication

Live

Agent can ask questions mid-execution

File Upload & Processing

Live

Up to 50MB, auto-converted to markdown

Current Status

Critical Blockers

OLA Entity Recognition

OLA workflows cannot be demonstrated

Critical

Innovation Stream Recognition

Business tracking/reporting unavailable

Critical

Dashboard Generation Stability

Blank output or missing URL - high demo risk

Critical

In Progress

Attached files cannot be read in chat Fixing
OLA / Innovation Stream tagging inconsistent Fixing
File-to-Website URL not returning in production Fixing

Current Sprint Focus (9-13 Feb 2026)

Reliability & Recovery

Fix processing issues after tab close; reduce workspace failures

UX Polish

Fix chat auto-naming; prevent error text leaking to users

Access Control

Fix paid/unpaid org switching behavior

File Handling

Improve file processing pipeline; better knowledgebase retrieval

Skills Foundation

Skill marketplace backend catalog ready

QA Schedule

1

Mon 9 Feb

Baseline + Critical Path

~3h
2

Tue 10 Feb

Deep P0 Validation

~3h
3

Wed 11 Feb

Stability Re-Test

~30m
4

Thu 12 Feb

Stability Monitoring

~30m
5

Fri 13 Feb

Release Candidate Check

~30m

Development Timeline

2025 Q3

Azure VM Infrastructure

Replaced Azure Container Instances for better performance

2025 Q4

LiteLLM Proxy Integration

Unified model routing with per-workspace cost tracking

2025 Q4

Claude Code SDK

Bidirectional communication with plan mode support

2026 Jan

6 MCP Servers Live

RAG, Image Gen, LinkedIn, Jobs, Project Board, PDF Tools

2026 Jan

Cloudflare Pages Deploy

Agents deploy websites directly to production

2026 Feb

SkillsMP Integration

Install community skills from marketplace

2026 Feb

Current Sprint

Stability, file handling, and UX polish

Future Roadmap

Q1 2026 Planned

OS-Style File Deliverables

Generate PDF, Word, Excel from agent work

Q2 2026 Planned

Multi-Agent Automation

Chained agent runs with dependencies

Q1 2026 Planned

Board & Assessment Actions

Chat actions that modify project artifacts

Q1 2026 In Progress

AI Skill Marketplace (Full UI)

Browse, enable, admin-manage Skills

Q1 2026 In Progress

Planning Mode (Polished UI)

Full UI for plan review and approval

Q2 2026 Backend Ready

A2A Full UI

AI-to-AI communication interface

Q2 2026 Backend Ready

Agent Marketplace

Publish, discover, install shared agents

System Architecture

User (Browser)
       |
       v
POST /assistant/ask/v3 --> Returns 202 Accepted
       |                              |
       |                              v
       |                    Background Executor
       |                              |
       |                              v
       |                    Azure VM (Agent Service :8005)
       |                              |
       |                              v
       |                    Coding Agent (Claude/Gemini/OpenCode/Codex)
       |                              |
       |                              v
       |                    Redis Pub/Sub
       |                              |
       v                              v
WebSocket /conversations/uuid <-- AgentMonitor
       |
       v
Real-time UI Updates