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A field report from the frontlines of AI-assisted development at scale — why language models optimize locally, how that corrupts architecture over time, and what I am doing about it.
Scaling
Topics
- #ai [22]
- #development [15]
- #productivity [13]
- #automation [11]
- #architecture [9]
- #best-practices [7]
- #innovation [4]
- #documentation [4]
- #engineering [4]
- #software-engineering [3]
- #agents [3]
- #learning [3]
- #deployment [3]
- #code-quality [2]
#scaling [2]
- #prompt-engineering [2]
- #cognitive-development [2]
- #api [2]
- #microservices [2]
- #system-design [2]
- #event-sourcing [2]
- #clean-code [2]
- #technical-debt [2]
- #lean-strategy [2]
- #neural-networks [2]
- #machine-learning [2]
- #writing [1]
- #content-creation [1]
- #communication [1]
- #prompting [1]
- #hallucinations [1]
- #grok [1]
- #context-window [1]
- #memory [1]
- #knowledge-graph [1]
- #source-control [1]
- #business-strategy [1]
- #design-patterns [1]
- #migration [1]
- #data [1]
- #tools [1]
- #saas [1]
- #strategy [1]
- #disruption [1]
- #team-culture [1]
- #presentations [1]
- #investing [1]
- #markets [1]
- #behavioral-finance [1]
- #decision-making [1]
- #senior-developer [1]
- #testing [1]
- #fundamentals [1]
- #velocity [1]
- #protocols [1]
- #mcp [1]
- #software-architecture [1]
- #naming [1]
- #career [1]
- #devops [1]
- #agentic-code [1]
- #it-security [1]
- #efficiency [1]
- #technology [1]
- #agile [1]
- #lean-startup [1]
- #startups [1]
- #organization [1]
- #open-source [1]
- #enterprise [1]
- #software-development [1]
- #fsd [1]
- #automotive [1]
- #lstm [1]
- #bert [1]
- #explainer [1]
- #mental-health [1]
- #minimalism [1]
- #mastery [1]
- #self-improvement [1]
- #expertise [1]
- #habits [1]
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Applying software engineering principles to company building. Just as code has "smells" that indicate underlying problems, startups have organizational smells that can lead to failure if left unchecked.