Your AI Product Manager That Never Sleeps
"The only AI that decides WHAT to build, not just HOW"
Daytona HackSprint · July 18, 2026
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You ship Product A. Then Product B. Then Product C.
Who's watching Product A while you build Product D?
You need an AI that THINKS about product strategy
while you focus on building the next thing.
Real-time competitor tracking, CVE databases, industry trends, and emerging user demand patterns
Identifies features that drive customer acquisition, improve conversion rates, and increase user retention
Ranks opportunities by business impact, effort, and risk—delivering decision cards you can trust
Deep codebase analysis for security vulnerabilities, tech debt, performance bottlenecks, and quality improvements
Core Execution Engine
Isolated sandbox environments, automated dependency resolution, live preview URLs with SSL—fast, reliable execution every time.
Multi-Agent Intelligence Brain
Powers all 7 specialized agents with long-context reasoning, code generation, and adversarial validation loops.
External Market Intelligence
Real-time CVE database monitoring, competitor feature tracking, and market trend analysis. The differentiation that makes us more than a coding tool.
Embeddings & Inference
Embedding generation for the knowledge base, grounded lead generation, and code inference — the semantic layer that powers smart ranking.
"What needs fixing in what I built?"
Powered by: Oxylabs CVE data + Repo analysis
"What should I build that I'm missing?"
Powered by: Oxylabs market data + Trend analysis
Scout · Ideator · Curator
Scan CVE databases, track competitors, analyze your repos, generate & rank opportunities
🤖 Fully AutomatedDoubleword Inference
Wake up to 3-6 prioritized cards via Telegram: "Fix login rate limit (High Impact, 2h effort)"
👤 You DecideDashboard
Review impact/effort/risk score, approve with one tap—no need to write specs or PRDs
👤 You DecideBuilder · Critic · Sentinel
Daytona sandbox execution, adversarial validation loops, auto-fix until all tests pass
🤖 Fully AutomatedDeployer
Live preview URL, passing tests, git branch ready—merge or request changes
👤 You Review💡 You make 2 decisions: Which card to approve + whether to merge
🤖 AI handles everything else: Research, prioritization, implementation, testing
Repo structure & dependencies
CVE data & market trends
Impact/effort/risk ranking
Code implementation in Daytona
Quality & security validation
Security & compliance checks
Preview URL & git branch
💡 Builder ↔ Critic loop until all tests pass
No PM? No problem. Strategic product decisions while you focus on building.
Ship multiple products without hiring a product manager for each one.
Competitive intelligence and market tracking across your entire portfolio.
Every other AI tool is a faster keyboard.
This is a faster brain.
Strategic thinking, not just execution
Real market intelligence, not guesswork
7 agents working 24/7 for you
Built for Daytona HackSprint 2026
🚀 The AI Product Manager That Decides What to Build Next