📍 Toronto | 🛂 AI agent authorization | 💸 cross-border payments | 🎓 training-to-work systems

I build trust rails: for AI agents, for money movement, and for people trying to get from learning to real work.

If you're here because of a PR, the short version is: I spend most of my time on runtime authorization, payments infrastructure, identity/passport systems, and shipping operator-grade systems with public artifacts.

• 🛡️ APort Agent Guardrails
  Deterministic pre-action authorization for AI agents. Policy runs before tool execution, with fail-closed defaults, audit logs, and adapters for OpenClaw, Cursor, Claude Code, LangChain, CrewAI, DeerFlow, and more.
  Repo: https://github.com/aporthq/aport-agent-guardrails
  Public: https://aport.io

• 🛂 Open Agent Passport (OAP)
  Open specification for agent identity, capability policy, and signed authorization decisions. Built to make agent authorization portable across frameworks and vendors.
  Repo: https://github.com/aporthq/aport-spec Public: https://aport.io/spec

• 🪪 Agent ID
  aport-id is a tool (CLI, Skill and dashboard) that issues real APort passports - DID-compliant, VC-interoperable credentials for AI agents. Create a passport in 60 seconds.
  Repo: https://github.com/aporthq/aport.id Public: https://aport.id

• 💸 Chimoney
  API-first cross-border payouts, collections, and multicurrency accounts for platforms, NGOs, and global ops. Built for compliance-aware money movement across 100+ countries.
  Repo: https://github.com/Chimoney/chimoney-community-projects
  Public: https://chimoney.io

• 🧠 Oruly AI
  Hybrid AI + human workspace to post tasks, build teams, and get work done end-to-end. Used for both everyday execution and hackathon/team workflows.
  Repo: closed source
  Public: https://oruly.ai

• 🧰 AppRoom.ai
  AI app marketplace focused on trust, builder monetization, verification levels, and secure app distribution.
  Repo: closed source
  Public: https://approom.ai

• ☎️ ConfirmPro
  AI voice agent for customer reactivation and appointment reminders across multiple industries.
  Repo: closed source
  Public: https://getchairbot.com | https://landscapeconfirm.com/

• 🤖 Let Me Ask AI For You
  Lightweight AI utility product inspired by “let me google that for you,” built for fast, shareable AI-assisted answers.
  Repo: closed source
  Public: https://lmaafy.com/

• 🎓 Training-to-Outcome Framework / WIL / DTTP
  Public best-practices and operating system for training-to-job / work-integrated-learning programs. Documents the model behind WIL/DTTP-style pipelines from briefs → mentorship → placements → reporting.
  Repo: https://github.com/World-Innovation-League/training-to-job-framework-and-best-practices
  Public: https://worldinnovationleague.com/

• 🦌 DeerFlow
  Merged upstream PR adding pre-tool-call authorization middleware with pluggable providers.
  Link: bytedance/deer-flow#1240

• 🦞 APort × OpenClaw integration work
  Hardened public plugin setup, hosted API context normalization, and release plumbing for the OpenClaw guardrail path.
  Link: aporthq/aport-agent-guardrails#80

• 📚 Public writing and specs for agent trust rails
  OAP spec, policy packs, registries, kill switches, and implementation docs intended to be adopted upstream rather than trapped in one product surface.
  Links: https://github.com/aporthq/aport-spec • https://uchibeke.com/agent-registries-kill-switches-ship-trust-in-milliseconds/

• 📈 APort Vault: 4,437 authorization decisions observed, 1,151 attack sessions, 0% bypass on the restrictive Level 5 policy.
• 🌍 Chimoney: used across 100+ countries, with public claims of 99% on-time delivery and 99.9% uptime.
• 🎓 WIL / DTTP: $2M raised, 800 participants trained, 85% placed / contracted / further training, 100+ mentors.
• 🌍 AfricaHacks / NaijaHacks lineage: community and hackathon systems that reached 30k+ and 5k+ participants respectively before graduating into newer programs.

• 🌍 AfricaHacks
  Pan-African hackathons and talent pipeline work that later evolved into WIL.
  Repo: closed source
  Public: https://uchibeke.com/projects/

• 🇳🇬 NaijaHacks
  Early national hackathon/community model that later scaled into AfricaHacks.
  Repo: closed source
  Public: https://uchibeke.com/projects/

• Building agent identity, authorization, registry, and kill-switch infrastructure
• Shipping payment and payout systems that work across countries and rails
• Designing AI + human workflow products that reduce coordination drag
• Turning public artifacts into operating leverage: specs, logs, essays, metrics, and project ledgers

• ✍️ Agent Registries & Kill Switches: ship trust in milliseconds
• ✍️ AI Passports: A Foundational Framework for AI Accountability and Governance
• 🗓️ Weekly Build Log
• 📚 Projects Ledger

• Founder/CEO of Chimoney
• Builder of APort and the Open Agent Passport
• Founder of World Innovation League / DTTP
• Former DevRel / community builder behind AfricaHacks and NaijaHacks

• 🌐 Website: https://uchibeke.com
• 👤 About: https://uchibeke.com/about-me/
• 🧭 Office Hours: https://uchibeke.com/office-hours/

I like building infrastructure that makes ambitious systems easier to trust, easier to ship, and easier to scale.