The Future of Engineering Teams: Humans Guide, Agents Code

certificate
Recording and certification are available to Multipass and Full ticket holders only
Please login if you have one.
Bookmark
Rate this content

Most teams are still using AI as a glorified autocomplete, but the future is already here. I'll show you how engineering teams work when coding agents handle implementation while humans focus on guidance and oversight.

I have built coding agents that have our team guidelines embedded - no more style guides or coding standards docs. You'll see agents that automatically follow our Next.js 15 patterns, Nx monorepo structure, shadcn/ui conventions, and more of our tech stack, while humans make small corrections that improve all future work.

This isn't about replacing engineers - it's about scaling the possibilities of your team through agent multiplication instead of hiring and restructurizations. I'll demonstrate the workflow where the agent implementation is followed by human refinement, creating consistent quality that doesn't depend on human variability.

This workshop has been presented at TechLead Conference 2025: AI in Orgs, check out the latest edition of this Tech Conference.

FAQ

Vibe coding involves using AI to code something you wouldn't be able to code yourself, often accompanied by a deep work environment, like listening to electronic music.

Coding with AI involves making solid decisions on how to structure code, place components, and what actions to take, as opposed to the more experimental nature of vibe coding.

The agenda includes discussing binary reality and delegation problems, common failure points with coding agents, nine levels of coding agents, cloud code, root code, and possibly doing some programming together using VS Code.

One story mentioned is about Leo, who claimed that building SaaS businesses costs $0, but faced issues when his application attracted malicious users, leading to its shutdown.

ShapeUp is a set of principles used to manage development cycles, focusing on appetite for features and scope hammering to release features within set timeframes. It is applied to AI coding to structure work and manage project timelines.

Challenges include poor code quality, wrong tool selection, over-engineering, lack of holistic view of the codebase, hallucinations due to outdated documentation, and inadequate documentation.

The proposed cycle is a two-week development cycle, starting with planning and schematics, followed by two days of coding and integration with existing systems.

Future roles may include product engineers, who combine product management and software engineering skills, and AI overseers, who focus on strategy and feature management.

Super users often solve problems with code, avoiding spending money by investing time in learning, which can lead to overly complex or unnecessary solutions.

Precision is crucial in AI coding as it ensures clear communication with AI models, leading to more accurate and effective coding outputs. Precise prompts help guide AI in generating desired results.

Konrad Bujak
Konrad Bujak
103 min
16 Sep, 2025

Comments

Sign in or register to post your comment.
Video Summary and Transcription
The workshop delves into vibe coding, AI, and the journey of Lovable, covering binary reality, coding agents, and cloud code demonstrations. Challenges in estimation, Agile methods, prototype development, coding iterations, and deployment strategies are discussed. Evolution of coding tools, documentation challenges, AI patterns, agent orchestration, file structuring, and AI community interaction are highlighted. The workshop also explores tasks like coding strategies, agent setup, dependency management, code corrections, middleware security, and task management within the AI coding community.
Video transcription and chapters available for users with access.

Watch more workshops on topic

From Engineer to Leader: A Workshop for First-Time Tech Leaders
TechLead Conference 2024TechLead Conference 2024
144 min
From Engineer to Leader: A Workshop for First-Time Tech Leaders
Workshop
Andrew Murphy
Andrew Murphy
Transitioning from an individual contributor role to a leadership position, especially in the fast-paced tech industry, is hugely challenging. Most new leaders don't receive any training at all in the first 10 years of their new responsibilities.Our comprehensive workshop is designed to assist new and emerging tech leaders in understanding their new roles and gaining the skills to make them confident, happy and effective leaders.
Managers Are From Mars, Devs Are From Venus
TechLead Conference 2024TechLead Conference 2024
111 min
Managers Are From Mars, Devs Are From Venus
Workshop
Mo Khazali
Mo Khazali
A Developer’s Guide to Communicating, Convincing, and Collaborating Effectively With Stakeholders
It’s a tale as old as time - collaboration between developers and business stakeholders has long been a challenge, with a lack of clear communication often leaving both sides frustrated. The best developers can deeply understand their business counterparts’ needs, effectively communicate technical strategy without losing the non-technical crowd, and convince the business to make the right decisions. Working at a consultancy, I’ve both failed and succeeded in architecting and “selling” technical visions, learning many lessons along the way.Whether you work at a product company, are a consultant/freelancer, or want to venture beyond just being a developer, the ability to convince and clearly communicate with stakeholders can set you apart in the tech industry. This becomes even more important with the rise of GenAI and the increasingly competitive developer market, as problem-solving and effective communication are key to positioning yourself.In this workshop, I’ll share real-world examples, both good and bad, and guide you through putting the theory into practice through dojos.
Out of the Frying Pan, Into the Fire: A Manager's Guide to Helping New Developers Thrive
TechLead Conference 2024TechLead Conference 2024
35 min
Out of the Frying Pan, Into the Fire: A Manager's Guide to Helping New Developers Thrive
Workshop
Andrew Coleburn
Andrew Coleburn
Onboarding to a new project can be difficult, no matter your background and experience. But it can be especially challenging for new developers straight out of school or a coding bootcamp. Drawing on personal experience as a bootcamp grad and JavaScript consultant, this talk will discuss tips and strategies for managers to help the new developers on their teams get their bearings in an unfamiliar codebase, so they can make more of an impact, faster!

Check out more articles and videos

We constantly think of articles and videos that might spark Git people interest / skill us up or help building a stellar career

A Framework for Managing Technical Debt
TechLead Conference 2023TechLead Conference 2023
35 min
A Framework for Managing Technical Debt
Top ContentPremium
Today's Talk discusses the importance of managing technical debt through refactoring practices, prioritization, and planning. Successful refactoring requires establishing guidelines, maintaining an inventory, and implementing a process. Celebrating success and ensuring resilience are key to building a strong refactoring culture. Visibility, support, and transparent communication are crucial for addressing technical debt effectively. The team's responsibilities, operating style, and availability should be transparent to product managers.
Principles for Scaling Frontend Application Development
React Summit 2023React Summit 2023
25 min
Principles for Scaling Frontend Application Development
Top Content
Watch video: Principles for Scaling Frontend Application Development
This Talk discusses scaling front-end applications through principles such as tearing down barriers, sharing code in a monorepo, and making it easy to delete code. It also emphasizes incremental migration, embracing lack of knowledge, and eliminating systematic complexity. The Talk highlights the use of automation in code migration and the importance of removing barriers to enable smoother code migration.
Fighting Technical Debt With Continuous Refactoring
React Day Berlin 2022React Day Berlin 2022
29 min
Fighting Technical Debt With Continuous Refactoring
Top Content
Watch video: Fighting Technical Debt With Continuous Refactoring
This Talk discusses the importance of refactoring in software development and engineering. It introduces a framework called the three pillars of refactoring: practices, inventory, and process. The Talk emphasizes the need for clear practices, understanding of technical debt, and a well-defined process for successful refactoring. It also highlights the importance of visibility, reward, and resilience in the refactoring process. The Talk concludes by discussing the role of ownership, management, and prioritization in managing technical debt and refactoring efforts.
Building High-Performing Cross-Cultural Teams
React Day Berlin 2022React Day Berlin 2022
25 min
Building High-Performing Cross-Cultural Teams
Top Content
The Talk discusses the importance of effective communication and collaboration in cross-cultural teams. It emphasizes the impact of culture on communication and performance evaluation. The speaker highlights the differences between low-context and high-context communication styles and the need to understand cultural nuances. It also explores the challenges of giving feedback in multicultural teams and suggests ways to improve communication and create a feedback culture. The influence of language on communication and the importance of transparency and honesty in feedback are also discussed.
Scale Your React App without Micro-frontends
React Summit 2022React Summit 2022
21 min
Scale Your React App without Micro-frontends
This Talk discusses scaling a React app without micro-frontend and the challenges of a growing codebase. Annex is introduced as a tool for smart rebuilds and computation caching. The importance of libraries in organizing code and promoting clean architecture is emphasized. The use of caching, NxCloud, and incremental build for optimization is explored. Updating dependencies and utilizing profiling tools are suggested for further performance improvements. Splitting the app into libraries and the benefits of a build system like NX are highlighted.
A Quick and Complete Guide to Measuring Your Tech Debt and Using the Results
TechLead Conference 2023TechLead Conference 2023
27 min
A Quick and Complete Guide to Measuring Your Tech Debt and Using the Results
Watch video: A Quick and Complete Guide to Measuring Your Tech Debt and Using the Results
This Talk discusses the measurement and interpretation of tech lead, focusing on tech debt. Tech debt is a tool to temporarily speed up development but can have negative consequences if not managed properly. Various tech debt metrics, including heuristic metrics and second-tier metrics, can help identify and manage tech debt. Tech debt interest is crucial for measuring the impact of tech debt and allows for prioritization. It is important to collect and analyze tech debt metrics to ensure software and team health.