Dumb AI Developer:
2024: Wraps a ChatGPT prompt in a landing page
2025: Copies every viral AI demo
2026: Ships agents with no tests, permissions or guardrails
2027: Gets replaced by a better wrapper
Smart AI Developer:
Dumb AI Developer:
2024: Wraps a ChatGPT prompt in a landing page
2025: Copies every viral AI demo
2026: Ships agents with no tests, permissions or guardrails
2027: Gets replaced by a better wrapper
Smart AI Developer:
2024: Learns the fundamentals, not just the tools
2025: Builds evals, RAG and real backends
2026: Solves one expensive problem for real users
2027: Owns the workflow, the data and the customer
2026 AI ENGINEER ROADMAP 👇
> Learn Python, async programming and type hints
> Get comfortable with SQL, Git and Linux
> Understand HTTP, APIs and authentication
> Learn the basics of ML and neural networks
> Understand transformers, tokens and context windows
> Integrate LLM APIs, streaming and structured outputs
> Learn prompting and context management
> Build with embeddings and semantic search
> Build RAG with chunking, retrieval and reranking
> Give agents tools, memory and clear permissions
> Add human approval for consequential actions
> Create evaluation datasets and test failure cases
> Defend against prompt injection and data leaks
> Build backends with FastAPI and PostgreSQL
> Use background jobs, queues and caching
> Deploy with Docker and a cloud provider
> Monitor quality, latency, failures and cost
> Learn fine-tuning when prompting and RAG aren't enough
> Explore multimodal models for images, audio and documents
> Optimize inference when scale demands it
> Ship projects with real users and real constraints
> Document your decisions and build your portfolio
My bet: AI WILL make good software engineers MORE expensive.
Cheaper code. More startups. More demand for engineers when those startups scale.
Everyone's counting the jobs AI will kill.
Who's counting the companies it will create?
My bet: AI WILL make good software engineers MORE expensive.
Cheaper code. More startups. More demand for engineers when those startups scale.
Everyone's counting the jobs AI will kill.
Who's counting the companies it will create?
Working on something very special. Might genuinely break the algo with this one.
No other creator has ever done this in the history of 𝕏, or even could.
Going to help a LOT of creators... more soon.
ft: @milesdeutscher CEO, @thejayden (our key hire), @saltyq COO/Head of Sales
Lots of other team members that have contributed to this mission.
Maybe will bring some on for specific videos in the future!
Unpopular opinion but
AI only enhances skills you already master.
If you don't already know how to do the work well yourself, AI won't save you, it just makes average work faster.