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How to Build Technical Capability While Solving Problems

Laura Schweizer
Laura Schweizer
Co-Founder & Product Engineer
December 20, 2025
7 min read
Capability Building
Knowledge Transfer
Team Development
How to Build Technical Capability While Solving Problems

The Dual Mandate

When organizations face mission-critical technical challenges, the immediate pressure is to solve the problem. Ship the solution. Hit the deadline.

But there's a longer game: who maintains this solution next year? Who extends it when requirements evolve? Who debugs it at 2 AM when something breaks?

Effective embedded engagements address both mandates simultaneously. The problem gets solved AND your team gains the capability to own the solution.

Why Traditional Approaches Fall Short

The "Training Later" Trap

"We'll document everything and train the team after launch." This approach fails consistently because:

  • Context is lost between implementation and training
  • Documentation can't capture tacit knowledge
  • Teams learn by doing, not by reading

The "Shadow Team" Problem

Having internal engineers "shadow" external implementers sounds reasonable but often results in:

  • Passive observation rather than active learning
  • The hard problems still get solved by externals
  • No ownership transfer because ownership was never shared

The Embedded Approach to Capability Building

Collaborative Problem Solving

From day one, problems are solved together. Not in parallel. Together.

This means:

  • **Joint Architecture Sessions**: Design decisions are made collaboratively, with reasoning explained and debated
  • **Pair Programming**: Your engineers write production code from the start, with embedded engineers providing guidance
  • **Shared Debugging**: When things break, the investigation happens as a team

Graduated Responsibility

As the engagement progresses, responsibility shifts:

Week 1-2: Embedded engineers lead, internal team observes and questions

Week 3-4: Shared leadership, decisions made collaboratively

Week 5-8: Internal team leads, embedded engineers advise and validate

Week 9-12: Internal team owns, embedded engineers available for consultation

Knowledge Capture in Context

Documentation happens alongside implementation:

  • Architecture Decision Records (ADRs) capture the "why" behind choices
  • Runbooks are written during the first production deployments
  • Troubleshooting guides emerge from real debugging sessions

Measuring Capability Transfer

How do you know capability has actually transferred?

Behavioral Indicators

  • Team members confidently explain architectural decisions to others
  • New feature requests get estimated and scoped without external help
  • Production incidents get resolved by internal team
  • Code reviews happen without external participation

Validation Activities

  • **Knowledge Assessments**: Can team members explain key concepts and decisions?
  • **Solo Implementation**: Can team members implement related features independently?
  • **Incident Simulation**: Can the team handle realistic production scenarios?

The Long-Term Payoff

Organizations that prioritize capability building alongside problem solving gain:

Reduced Dependency: No need to re-engage externals for every evolution

Faster Iteration: Internal teams can move quickly without coordination overhead

Deeper Ownership: Teams who built solutions care more about their success

Compounding Returns: Each capability gained makes the next challenge easier

Making It Work

Capability building requires intentional investment:

1. Allocate Time: Budget for learning activities alongside delivery work

2. Staff Appropriately: Your best engineers should be involved, not just available

3. Expect Slowdown: Early phases move slower than pure implementation—this is investment, not inefficiency

4. Celebrate Transfer: Recognize milestones where internal team takes ownership

The goal isn't just a working solution. It's an organization with new capabilities it didn't have before.

Laura Schweizer
Laura Schweizer
Co-Founder & Product Engineer
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