// Topics / Opinion
Opinion
12 entries tagged “Opinion”
- Unsupervised
· 7 min
Producing the work can be handed to a machine. Answering for it cannot. What an organization values when machines do most of the making, what people are for, and four things to try this week.
opinion
ai
strategy
Build the System the Model Cannot Break
Canon post —
· 12 min
A manifesto for AI-native organizations: twelve tenets across strategy, architecture, economics, and people, and the one test that matters in year two.
opinion
ai
strategy
When to Fine-Tune an LLM: Prompt and Retrieve First
· 4 min
Fine-tuning is the go-to move for teams who skipped the basics. Most of the time, better prompts and proper retrieval solve the actual problem.
llm
ai
opinion
Most AI Developer Tools Are Not Worth Adopting Yet
· 3 min
AI developer tools are multiplying, and most add complexity without removing friction. The filter I use to decide what earns a spot in the stack.
ai
developer-experience
opinion
LangChain Is the New ORM: Convenient Until It Is Not
· 4 min
LangChain promises to simplify LLM development. Instead it adds abstraction layers you will fight against the moment your use case gets real.
llm
ai
opinion
Prompt Engineering Is Not Engineering
· 3 min
The term 'prompt engineering' oversells what is mostly clear writing. What works in a prompt, where teams waste time, and where the hard work is.
ai
llm
opinion
GraphQL Federation in 2021: Most Teams Still Don't Need It
· 3 min
A year after my last federation post, Apollo is pushing it hard. Most teams I see have under 30 engineers and don't need a federated graph.
api
microservices
opinion
Most 'Technical Debt' Is Just Decisions You Disagree With Now
· 4 min
Most 'technical debt' is code that aged, not debt. How to spot real debt by its costs (incidents, delivery, security, hiring) and get fixes funded.
technical-debt
leadership
architecture
Platform Engineering vs DevOps: Mostly a Rebrand
· 3 min
The industry loves renaming things. Platform teams and internal developer platforms are DevOps done properly, and most companies still won't do it right.
platform-engineering
devops
infrastructure
GraphQL Federation: Why Most Teams Don't Need It
· 4 min
Most teams adopting GraphQL federation don't need it. When it makes sense, when REST is fine, and why conference talks are a bad basis for architecture.
api
architecture
opinion
Chaos Engineering Without Hypotheses Is Theater
· 3 min
Teams love saying they do chaos engineering. Few actually have hypotheses. Even fewer fix what they find.
reliability
opinion
Edge Computing Is Usually Premature Optimization
· 3 min
Edge computing is real, but most teams adopting it don't have an edge problem. They have an architecture problem they're solving with geography.
infrastructure
architecture
distributed-systems