// 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 building AI-native organizations. Twelve tenets across strategy, architecture, economics, and people — and the only test that matters in year two.
opinion
ai
strategy
Stop Fine-Tuning Models You Haven't Bothered to Prompt Properly
· 4 min
Fine-tuning is the goto 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
The AI tooling landscape is exploding. Most of it adds complexity without removing real friction. Here is how I 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 essentially clear writing. It is a useful skill, not a discipline.
ai
llm
opinion
GraphQL Federation: I'm Still Skeptical
· 3 min
A year after my GraphQL post, federation is the new hotness. I still think most teams don't need it.
api
microservices
opinion
Most 'Technical Debt' Is Just Decisions You Disagree With Now
· 4 min
The term 'technical debt' has become meaningless. Everything inconvenient is debt. Here's what it actually is, when it matters, and why most teams handle it wrong.
technical-debt
leadership
architecture
Platform Engineering Is Just DevOps With a Rebrand
· 3 min
The industry loves renaming things. Platform engineering is DevOps done properly — and most companies still won't do it right.
platform-engineering
devops
infrastructure
GraphQL Federation Is Probably Not For You
· 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
Most Chaos Engineering Is Theater
· 3 min
Teams love saying they do chaos engineering. Few actually have hypotheses. Even fewer fix what they find.
reliability
opinion
Most Edge Computing Projects Are 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