AI reviewers that catch money bugs before merge.
QA and security review on every pull request, in minutes. Your team keeps the final approval. We also build and run AI agent teams for engineering and marketing.
Which backlog are we fixing first?
Same AI workforce, different bottleneck. Pick the squad that matches your team.
Our Services
Three ways to transform your company with AI agents that work autonomously
W3DU Review
QA and security review on every pull request. Read-only GitHub access. Your team keeps the final approval.
AI Workforce Setup
We design and implement your AI agent team — from org chart to first heartbeat. We map your processes, define agent roles, configure heartbeats and skills, and integrate everything with your existing systems.
Autonomous MVP
We build your product AND the AI team that already knows the codebase and operates autonomously. Your MVP launches with an integrated AI workforce that handles development, ops, and iteration from day one.
AI Agent Orchestration
Tasks
Agent Processing
Results
AI Operations Retainer
Continuous maintenance, optimization, and monitoring of your AI team. We keep your agents running at peak performance, expand capabilities on demand, and deliver monthly performance reports.
Agent Operations Network
AI Agents in Practice.
We believe every project is an opportunity to solve a real challenge. Our AI agent teams operate autonomously across diverse industries — here's what they can do.
AI Workforce Internal Audit — Engineering & Marketing Squads
Prove, with real timestamps and costs, whether an AI agent workforce can run engineering and content production autonomously — before selling it to clients.
Ran our own Paperclip-based squads in production, auditing every execution: cycle time, completion rate, off-hours work and processing cost.
Paperclip, Claude, Internal Audit
QA and security review pilot — fintech
Give every pull request in 9 repositories a QA and a security review in minutes, while the client's QA lead keeps the final approval.
A read-only GitHub App, reviews started by a label, QA and security verdicts posted on each PR, and findings in money-critical code escalated to a person.
154 PRs reviewed for QA, 88 for security, 27 stopped with a must-fix before merge, 9 min median from request to review.
Paperclip, Claude, GitHub
Orça Comigo — WhatsApp AI Agent for Household Finance
Couples abandon budgeting tools because logging every expense is manual work. The product had to live where people already are — inside WhatsApp — and turn voice notes and receipt photos into structured, shared financial data in seconds.
A multi-tenant AI agent on the WhatsApp Business API. Voice notes are transcribed, receipts are read with OCR, and an LLM with function calling extracts amount, category, date and payer into a shared budget. Either partner can ask "how much can we spend this weekend?" and get an answer grounded in the couple's real data, in the same chat thread.
WhatsApp Business Cloud API, Speech-to-text, OCR, LLM function calling
Ready to automate?
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