Insights & Playbooks Engineering in the Agentic Era
Deep dives on technical hiring, developer AI efficiency, task engineering,
and the shift from typing syntax to orchestrating autonomous coding agents.
ENGINEERING 9 min read
Standard coding challenges are trivial for modern LLMs, destroying interview signal. Here is how to engineer 'trap tasks' that force candidates and developers to exercise real verification and architectural steering.
#Task Design#Technical Interviews#Coding Challenges#LLM Benchmarks#Software Testing
RUBRIC 11 min read
In the era of Claude and Copilot, senior engineering is no longer defined by syntax recall. Here is the definitive 5-dimension rubric for evaluating and coaching agentic orchestration.
#Agentic Coding#Engineering Rubric#Code Quality#Prompt Engineering#Developer Skills
KATA 10 min read
Engineering leaders spend thousands on AI tooling without knowing if teams are gaining leverage or burning tokens. Here is how anonymous quarterly katas turn AI adoption into a coaching habit instead of a surveillance nightmare.
#Engineering Leadership#AI Adoption#Developer Productivity#Coding Kata#LLM Costs
HIRING 9 min read
Companies encourage AI on the job but ban it in technical assessments. Here is why policing AI is impossible, why take-homes broke, and how evaluating agent orchestration restores signal to engineering hiring.
#Technical Hiring#AI Coding Interviews#Take-Home Tests#Developer Evaluation