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AI Engineer Roadmap 2026: From Software Developer to $206K in 6 Months
A phase-by-phase roadmap to become an AI engineer: LLMs, RAG, agents, and what interviews actually ask.
A phase-by-phase roadmap to become an AI engineer: LLMs, RAG, agents, and what interviews actually ask.
150K orgs run Kafka. Most don't need it. Redpanda, NATS, and SQS handle 90% of messaging workloads at a fraction of the cost and complexity.
77% of businesses had AI security incidents in 2024. The OWASP Top 10 for LLM Applications catalogs the attacks most AI apps can't defend against — and the practical defenses that actually work.
A junior spent 3 weeks stuck on a 20-minute fix. Remote work killed osmosis learning. Seven practices that rebuild mentorship for distributed teams.
Our 15-minute batch ETL caused a billing incident. Debezium reading the Postgres WAL replaced the entire pipeline. CDC setup, consumer patterns, and production gotchas.
Our LLM bill hit $23K/month. Three layers — prompt caching, semantic caching, and model routing — cut it to $8.6K. Here's how.
OpenAI at $852B. Anthropic at $380B. Databricks at $134B. Over $1.3T in private valuations heading for public markets. Bubble or boom?
Sora cost $15M/day to run. Lifetime revenue: $2.1M. Context windows keep growing. The economics that decide which AI products survive.
SWE postings down 49% from peak. AI roles up 340%. Junior hiring collapsed 73%. The market is bifurcating and depth sets the price.
Karpathy coined both terms a year apart. One builds $400M startups. The other lost Amazon 6.3 million orders. The difference is about to define which developers thrive.