AI that orchestrates.
Humans that execute.
Connect your AI agents to human operators for real-world tasks. MCP architecture, Skills system, and fair compensation.
How HumanLoop works
6-step flow from event detection to human execution with continuous feedback.
AI detects event
IoT sensors, APIs or scheduled triggers initiate an event requiring physical action.
event.detect({ source: 'iot_sensor', type: 'anomaly', location: 'Las Condes' })
MCP agents analyze
TaskAgent, RoutingAgent and ValidationAgent process context and requirements.
agents.analyze({ priority: 'high', requires_human: true, skill: 'field_repair' })
Skills process
Specialized Skills (Delivery, Legal, Diagnostic) prepare instructions and optimal routes.
skill.execute('route_optimization', { deliveries: 4, zone: 'Providencia' })
HITL decision
Human operator receives suggestion with full context. They validate, adjust or reject.
hitl.evaluate({ needs_physical: true, needs_judgment: true }) // -> route_to_human
Operator routing
Task is assigned to the most suitable operator based on skills, location and availability.
operator.assign({ type: 'plumber', location: 'Las Condes', status: 'accepted' })
Execution + Feedback
Operator executes with autonomy. Provides feedback that improves future orchestrations.
task.complete({ evidence: 'photo', feedback: 'resolved', operator_paid: true })
Tools in the HumanLoop stack
HumanLoop orchestrates humans in the real world. Companion tools stay local-first for models and code agents.
HumanLoop
AI agents plan. Verified humans execute. MCP + Skills for plumbing, logistics, legal, and more in Chile.
This site →Local AI labPudu-AI
Local-first hardware benchmarking and Agent Lab: deterministic repo search (rg + ast-grep), no invented metrics. Complements HumanLoop when the work is code, not the physical world.
GitHub →Pudu Agent Lab
Less context. More signal.
Watch the same coding task solved with rg, ast-grep, then hybrid. Deterministic tools first. No LLM. Metrics are a labeled demo — never mixed with live hardware benches.
Task
Find validate_user — definition, calls, not YAML noise.
$ pudu-ai repo search validate_user --intent TEXT --json
Scripted fixture output. Real CLI: npx pudu-ai repo search
Context cut vs dumping the repo
98.4%
Matches
4
Context
41k
Tool calls
1
Task score*
0.77
*Illustrative demo scores. Real Pudu Task Score is not computed until Agent Lab Phase 10.
Same stack, two MCP surfaces
HumanLoop MCP moves work into the physical world. Pudu MCP keeps code intelligence local.
humanloop.*
HumanLoop MCP
Orchestrate a verified human. AI suggests. The operator decides.
humanloop.orchestrateRoute a skill to a human operator with HITL veto.plumbing.diagnoseRemote leak diagnosis with SEC plumber.plumbing.quoteAutomatic quote by issue type.plumbing.scheduleLive availability in Santiago.electric.inspectSEC electrical safety inspection.logistics.routeLast-mile GPS routing.legal.signNotarial signing with identity check.
pudu.*
Pudu-AI MCP
Search code with rg and ast-grep before you spend a context window.
pudu.pingHealth check for the Python JSON engine.pudu.repo_searchLiteral search via rg --json. Origin MEASURED.pudu.repo_search_structuralast-grep patterns. Definitions vs calls.pudu.classify_intentTEXT | STRUCTURAL | RELATIONSHIP — no LLM router.
Cognitive capabilities with human execution
Each Skill combines AI cognitive processing with a human operator who provides judgment, physical presence, and professional execution.
Communication & Presence
Actors, presenters and spokespersons for events, launches or corporate representations.
USE CASES:
- ▸Product launches
- ▸Brand representation
- ▸Corporate events
Legal & Document Management
Document signing, notarization, legal representation and certified procedures.
USE CASES:
- ▸Document signing
- ▸Legal representation
- ▸Notary procedures
Logistics & Deliveries
Last-mile delivery, shopping, route-optimized courier with real-time tracking.
USE CASES:
- ▸Last-mile delivery
- ▸In-person shopping
- ▸Route optimization
Diagnostics & Plumbing
Certified plumber with SEC certification for installations, repairs and diagnostics.
USE CASES:
- ▸Leak detection
- ▸Gas installations
- ▸Preventive maintenance
Planning & Electrical
SEC certified electrical work: installations, repairs and load planning.
USE CASES:
- ▸Electrical installations
- ▸Safety inspections
- ▸Load planning
In-Person Management
Public procedures, banking, queuing and presence-requiring management.
USE CASES:
- ▸Public procedures
- ▸Bank management
- ▸Queue service
Translation & Mediation
Simultaneous and consecutive interpretation, document translation with cultural context.
USE CASES:
- ▸Simultaneous interpretation
- ▸Legal translation
- ▸Cultural mediation
Visual Content
Professional photography and videography for products, events and real estate.
USE CASES:
- ▸Product photography
- ▸Event coverage
- ▸Editing and delivery
Real Skills, Real Services
These skills are available now. Connect AI orchestration with human operators for physical services in Santiago, Chile.
/business-consultantBusiness Consulting
Connect with a professional software engineer for in-person consulting sessions. Technical translation, architecture consulting, project scoping, and risk assessment.
/iot-security-installerIoT & Security Installation
Professional installation of security cameras, smart home devices, and IoT sensors. Certified technicians with SEC authorization for electrical work.
Join as an operator or integrate these skills into your AI agent.
Real Services via WebMCP
Connect your AI agents to real-world services through WebMCP. Certified professionals, real-time scheduling, and transparent pricing.
How WebMCP Integration Works
SEC-certified plumbing
Connect your AI to certified plumbers. Remote diagnosis, automatic quotes, and smart scheduling.
MCP Tools:
SEC electrical
Certified electrical install and repair. Safety and regulatory compliance.
MCP Tools:
Logistics & deliveries
Last mile with live tracking. In-person shopping and optimized delivery.
MCP Tools:
Legal procedures
Notaries, signatures, and legal representation. Certified paperwork.
MCP Tools:
Home cleaning
Professional cleaning for homes and offices. Supplies included.
MCP Tools:
Painting & décor
Professional interior and exterior painters. Quote by m².
MCP Tools:
Gardening & landscaping
Garden maintenance and landscape design. Seasonal care and more.
MCP Tools:
Ready to connect your AI to real services?
Watch HumanLoop in action
Explainer videos about how the HITL platform works
HumanLoop - Main Video
Discover how HumanLoop connects AI with human operators
Want to download the videos?
AI + Humans in action
Real examples of how agents and operators collaborate to solve real-world situations.
PropertyAgent
CleaningOperator
Model Context Protocol + Skills
4-layer architecture enabling AI agents to orchestrate real-world tasks through human operators.
Orchestration: HumanLoop Orchestrator
Event detection, task routing and priority management
MCP Agents: TaskAgent | RoutingAgent | ValidationAgent | FeedbackAgent
Specialized agents coordinating via Model Context Protocol
Skills: DeliverySkill | LegalSkill | DiagnosticSkill | EventSkill
Reusable cognitive capabilities with execution logic
Operators: Human execution with professional judgment
Autonomous operators who validate, execute and provide feedback
// Orchestration via MCP - HumanLoop SDK
import { HumanLoopClient } from "@humanloop/sdk";
const client = new HumanLoopClient({
apiKey: "hl_sk_live_...",
region: "cl-santiago"
});
const task = await client.orchestrate({
skill: "logistics.delivery",
context: {
description: "4 deliveries in Providencia",
optimized_route: ["Lyon", "Los Leones",
"Pedro de Valdivia", "Tobalaba"],
priority: "normal"
},
hitl: {
requires_human: true,
operator_type: "delivery",
location: "Providencia, Santiago"
}
});
// Response
// {
// task_id: "tsk_cl_2025_abc123",
// status: "operator_assigned",
// operator: { name: "Carlos M.", rating: 4.9 },
// human_decision: "accepted"
// }Web or Mobile? Technical Analysis
Choosing the right platform for operators: PWA vs Native App with real-time WebSocket communication.
PWA
RECOMMENDED- ✓Single codebase for web + mobile
- ✓No app store approval needed
- ✓Instant updates without user action
- ✓Works offline with cached data
- ✓Push notifications supported
- ✓Lower development cost
- ✓Easy onboarding via URL
Native App
ALTERNATIVE- △Separate iOS and Android codebases
- △App store review delays (1-7 days)
- △Users must update manually
- △Higher development cost
- △Complex deployment pipeline
PWA with WebSocket provides the best balance of functionality, cost, and operator experience. Easy onboarding, instant updates, and real-time communication without app store friction.
Principles of collaboration
HumanLoop operates under a strict ethical framework that ensures humans maintain control, autonomy and fair compensation.
Human supervision always
Every AI decision passes through a human operator who has veto power. The AI suggests, the human decides.
Veto power
Explicit human responsibility
Operators are not simple executors. They have full responsibility for decisions and maintain professional judgment.
Professional judgment
AI as assistant, not boss
The AI orchestrates and suggests, but never orders. The operator decides how, when and if they execute.
Suggest, not order
Bidirectional collaboration
Operator feedback directly improves AI. It's not a one-way system: humans train and correct the AI.
Humans train AI
Amplification, not replacement
AI amplifies human capabilities, doesn't replace them. The goal is to enhance human work, not automate it.
Enhance work
Fair and direct compensation
Operators receive direct payment for their work. 85% goes directly to them. Compensation reflects the real value of their skills.
85% direct
Our commitment
HumanLoop is committed to developing AI that respects and amplifies human work. We are building technology that creates fair opportunities, not systems that exploit or replace.
Earn income with your expertise
Become a HumanLoop operator. Earn money as your own boss, using your knowledge and experience.
Requests come to you
Clients need services and our AI routes them to you by specialty and availability.
You accept and execute
You review the details, accept the job, and execute. We coordinate the rest.
You get paid
Automatic payment in 24–48 hours. No chasing, no friction.
Guaranteed payments • No unfair competition • 24/7 support
Flexible plans
Pick the plan that fits. Change whenever you want.
Starter
Perfect to try the platform
- 3 basic MCP skills
- 10 interactions/month
- Email support
- Basic documentation
Professional
For independent professionals
- All MCP skills
- 100 interactions/month
- Priority support
- API access
- Workflow customization
- Basic analytics
Enterprise
For teams and companies
- Everything in Pro
- Unlimited interactions
- Dedicated 24/7 support
- Multi-user
- Custom integrations
- Guaranteed SLA
- Training included
Companies and organizations that trust us
Want to be a partner?
Contact usBecome a founding partner of HumanLoop
Join the pilot and be the first to use our platform. Lifetime exclusive pricing + equity in the success. This is your chance to be an early stakeholder.
Founder Pilot - Only 50 spots
For just $50 USD you get lifetime access to HumanLoop with special prices. Your feedback shapes the final product. This is your opportunity to be an early stakeholder.
Select your contribution:
$50 USDBecome Founder - $50 USD💛 Support the ProjectAny amount helps us growTransparent Investment
Your investment goes directly to product development. No middlemen, no hidden costs. You'll receive weekly progress updates.
Other Payment Methods
Contact us for wire transfers or crypto payments. USDT, BTC, ETH accepted.
Humanloop Maritime
Certified marine technicians when you need them. AI that orchestrates, humans that execute at sea.
🎯 The problem
The maritime industry depends on critical equipment (Furuno radars, GMDSS, AIS, GPS, echosounders) that requires certified technicians for install, maintenance, and repair.
Finding a specialist today is slow, opaque, and depends on informal networks.
Radar systems
FAR-1523, FAR-1518, FAR-2127 — install, calibration, and maintenance.
GMDSS & VHF/HF
SOLAS-certified maritime communications systems.
Navigation & AIS
GPS, navigation, AIS transponders — calibration and diagnostics.
🏗️ HITL architecture
┌─────────────────────────────────────────────────────┐ │ AI ORCHESTRATION LAYER │ ├─────────────────────────────────────────────────────┤ │ Vessel/Agent Technician Port Authority │ │ ┌─────────────────────┐ │ │ │ HITL Orchestrator │ │ │ │ (LangGraph + MCP) │ │ │ └─────────┬───────────┘ │ │ Diagnose Agent │ Match Agent │ Schedule Agent │ └─────────────────────────────────────────────────────┘
🛠️ Technical stack
- • zvec — Vector search on SQLite
- • LangGraph — Agent orchestration
- • MCP — Model Context Protocol
- • RAG — Retrieval Augmented Generation
- • PostgreSQL — Primary database
💰 Revenue model
- • Tech Pro: US$29/mo + 15% commission
- • Tech Enterprise: US$99/mo + 15%
- • 85% of compensation goes to the technician
- • Furuno present in 150+ countries
Are you a certified marine technician? Do you run a maritime agency?
📋 Project status: HumanLoop is in development. MCP services (plumbing, electrical, and others) are a vision of what we want to build. Join the waitlist to be among the first when we launch. Want to be an operator? Contact us
This is a proof of concept
HumanLoop.cl is a HITL architecture experiment exploring how AI agents can collaborate with humans through intelligent orchestration, without replacing human work.
Amplification, not automation
AIs can process data, generate content and coordinate tasks. But physical actions, professional judgment and human presence are irreplaceable. HumanLoop amplifies human capabilities with AI, doesn't replace them.
Human-in-the-Loop as architecture
HITL is not a limitation: it's a design principle. Human operators aren't simple executors of AI instructions. They're professionals with judgment who validate, correct and improve system suggestions.
MCP as orchestration layer
Model Context Protocol enables AI agents to coordinate complex tasks. In HumanLoop, AI orchestrates and plans. Humans decide and execute. Collaboration is bidirectional: human feedback improves AI.
Shared skills, human judgment
Skills are reusable cognitive capabilities: route optimization, document analysis, diagnostics. But the human operator provides local context, field experience and judgment no algorithm can replicate.
Chile as starting point
This concept is contextualized in Chile: with real communes, CLP prices, and local services. Because AI-human collaboration must be thought from real contexts, not just Silicon Valley.
This is a proof of concept of HITL architecture.
Operators maintain autonomy and professional judgment.
AI amplifies. Humans decide.