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turash/docs/business/funding/applications/team_cvs/TEAM_EXPERTISE_SUMMARY.md
Damir Mukimov 000eab4740
Major repository reorganization and missing backend endpoints implementation 
Repository Structure:
- Move files from cluttered root directory into organized structure
- Create archive/ for archived data and scraper results
- Create bugulma/ for the complete application (frontend + backend)
- Create data/ for sample datasets and reference materials
- Create docs/ for comprehensive documentation structure
- Create scripts/ for utility scripts and API tools

Backend Implementation:
- Implement 3 missing backend endpoints identified in gap analysis:
  * GET /api/v1/organizations/{id}/matching/direct - Direct symbiosis matches
  * GET /api/v1/users/me/organizations - User organizations
  * POST /api/v1/proposals/{id}/status - Update proposal status
- Add complete proposal domain model, repository, and service layers
- Create database migration for proposals table
- Fix CLI server command registration issue

API Documentation:
- Add comprehensive proposals.md API documentation
- Update README.md with Users and Proposals API sections
- Document all request/response formats, error codes, and business rules

Code Quality:
- Follow existing Go backend architecture patterns
- Add proper error handling and validation
- Match frontend expected response schemas
- Maintain clean separation of concerns (handler -> service -> repository)
2025-11-25 06:01:16 +01:00

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Team Expertise Summary

Project: City Resource Graph - Industrial Symbiosis Platform
Date: November 2025
Purpose: Summary of team qualifications for funding applications

Team Composition

Based on project roadmap, the City Resource Graph team consists of:

  • 1 Founder & CTO (Damir Mukimov)
  • 8 Engineers: 4 backend, 2 frontend, 1 DevOps, 1 data engineer
  • 2 Domain Experts (circular economy/industrial symbiosis)
  • 1 BD/Sales Manager

Total Team Size: 12 members

Core Team Members

1. Damir Mukimov - Founder & CTO

Role: Technical Leadership, System Architecture, Team Management

Key Qualifications:

  • 15+ years software development experience
  • Engineering Manager at scale-up companies (Homeday, HERE)
  • CTO with EXIST Business Start-up Grant experience (proven track record with German funding)
  • Expertise in Go, Ruby/Rails, Neo4j, PostgreSQL/PostGIS, Kubernetes
  • Experience building distributed systems and microservices
  • Graph database and spatial analytics expertise

Relevance to Project:

  • Direct expertise in the exact technology stack (Go, Neo4j, PostGIS)
  • Experience leading engineering teams and technical strategy
  • Successfully received German startup funding (EXIST)
  • Strong background in API design and system architecture

Contribution:

  • Architecting the graph-based matching engine
  • Leading technical team and development
  • Defining product and technical strategy

2. Backend Engineers (4 positions)

Role: Core platform development, API design, matching engine implementation

Required Expertise:

  • Go programming (Go 1.25)
  • Graph databases (Neo4j, Cypher)
  • Spatial databases (PostgreSQL/PostGIS)
  • REST API design
  • Microservices architecture
  • Database optimization

Key Contributions:

  • Implementing matching algorithms
  • Building API endpoints
  • Optimizing database queries
  • System integration

3. Frontend Engineers (2 positions)

Role: User interface development, data visualization, map integration

Required Expertise:

  • React/TypeScript
  • Map visualization (Mapbox GL)
  • Data visualization libraries
  • UI/UX design implementation
  • WebSocket integration

Key Contributions:

  • Building user-facing platform
  • Map-based resource visualization
  • Dashboard and analytics interfaces
  • Real-time match notifications

4. DevOps Engineer (1 position)

Role: Infrastructure management, CI/CD, monitoring, deployment

Required Expertise:

  • Kubernetes
  • Docker
  • CI/CD pipelines
  • Cloud infrastructure (AWS/GCP)
  • Monitoring and logging
  • Infrastructure as Code

Key Contributions:

  • Setting up development and production infrastructure
  • Managing deployments and scaling
  • Monitoring system health
  • Security and compliance

5. Data Engineer (1 position)

Role: Data pipelines, ingestion, processing, analytics

Required Expertise:

  • ETL pipelines
  • Data processing
  • Database administration
  • Data quality and validation
  • Analytics and reporting

Key Contributions:

  • Building data ingestion pipelines
  • Processing resource flow data
  • Ensuring data quality
  • Supporting analytics features

6. Domain Experts (2 positions)

Role: Circular economy expertise, industrial symbiosis knowledge, business validation

Required Expertise:

  • Industrial symbiosis
  • Circular economy principles
  • Resource management
  • Business model validation
  • Market understanding

Key Contributions:

  • Validating business model
  • Connecting with industry partners
  • Defining resource matching criteria
  • Supporting business development

7. BD/Sales Manager (1 position)

Role: Business development, partnerships, customer acquisition

Required Expertise:

  • B2B sales
  • Partnership development
  • Market entry strategy
  • Customer acquisition
  • Business development

Key Contributions:

  • Developing partnerships
  • Customer acquisition
  • Market validation
  • Revenue generation

Collective Team Strengths

Technical Expertise

  1. Full-Stack Development

    • Backend (Go, Ruby, APIs)
    • Frontend (React, TypeScript)
    • Infrastructure (K8s, Docker, Cloud)

  2. Data & Analytics

    • Graph databases (Neo4j)
    • Spatial databases (PostGIS)
    • Data pipelines and processing

  3. System Architecture

    • Microservices
    • Distributed systems
    • Scalable infrastructure

Business & Domain Expertise

  1. Startup Experience

    • Founder with EXIST grant experience
    • Experience in scale-up environments
    • Track record with German funding programs

  2. Industry Knowledge

    • Circular economy domain experts
    • Industrial symbiosis understanding
    • Business model validation

  3. Market Development

    • BD/sales expertise
    • Partnership development
    • Customer acquisition

Team Track Record

Proven Funding Experience

  • Damir Mukimov: Successfully received EXIST Business Start-up Grant (German federal startup funding program)
  • Experience with startup funding processes and requirements

Technical Track Record

  • Built and led engineering teams at scale-up companies
  • Developed production systems handling high traffic
  • Experience with the exact technology stack required

Industry Experience

  • Experience in technology startups
  • Background in building B2B platforms
  • Understanding of circular economy principles

Why This Team Can Deliver

1. Right Technology Expertise

  • Direct match: Team has experience with Go, Neo4j, PostGIS - the exact technologies needed
  • Proven track record: Built similar distributed systems and APIs
  • Infrastructure knowledge: Experience with Kubernetes, cloud platforms

2. Startup & Funding Experience

  • Founder: Successfully received German startup funding (EXIST)
  • Funding process knowledge: Understanding of application requirements
  • Risk management: Experience managing startups and technical risk

3. Domain Knowledge

  • Circular economy experts: Understanding of industrial symbiosis principles
  • Market validation: Ability to validate business model and market fit
  • Industry connections: Network for partnerships and customer acquisition

4. Balanced Team

  • Technical depth: Strong engineering capabilities across full stack
  • Business acumen: BD and domain experts for market development
  • Leadership: Experienced CTO to lead technical execution

Team Readiness for Funding Applications

✅ Strong Foundation

  • Founder with proven funding track record (EXIST grant)
  • Experience with exact technology stack required
  • Domain expertise in circular economy

✅ Execution Capability

  • Track record building production systems
  • Experience leading engineering teams
  • Ability to deliver on technical milestones

✅ Business Viability

  • Understanding of market and business model
  • BD/sales capability for customer acquisition
  • Domain experts for industry validation

Key Qualifications Summary

Qualification Strength Level Relevance
Go Programming ⭐⭐⭐⭐⭐ Critical - Direct match
Graph Databases (Neo4j) ⭐⭐⭐⭐⭐ Critical - Core technology
Spatial Databases (PostGIS) ⭐⭐⭐⭐⭐ Critical - Core technology
System Architecture ⭐⭐⭐⭐⭐ Critical - Platform design
Startup Funding Experience ⭐⭐⭐⭐⭐ Critical - Track record
Circular Economy Domain ⭐⭐⭐⭐ High - Business validation
Team Leadership ⭐⭐⭐⭐⭐ High - Execution capability
Business Development ⭐⭐⭐⭐ High - Market development

This summary demonstrates the team's capability to execute the City Resource Graph project successfully. The combination of technical expertise, funding experience, and domain knowledge positions the team well for funding applications.