Claude Sonnet 5 vs Opus 4.8: When to Use Each
For about a year my model-picking logic was lazy and it worked: if the task mattered, reach for Opus; if it did not, reach for Sonnet and accept sligh...
Engr Mejba Ahmed
Expert-level #Claude insights from real enterprise implementations. Proven patterns, architectural decisions, and battle-tested solutions.
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Jul 01, 2026
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For about a year my model-picking logic was lazy and it worked: if the task mattered, reach for Opus; if it did not, reach for Sonnet and accept sligh...
Engr Mejba Ahmed
June 2026 was the month the AI race stopped being a single-file sprint. Three things moved at once: the frontier kept climbing on raw capability, a se...
Engr Mejba Ahmed
I read Anthropic's report on practical AGI twice before I admitted what it was actually saying. The first read, I did the thing every engineer does —...
Engr Mejba Ahmed
PARA organizes knowledge for a human who browses. AI agents don't browse, they retrieve, and that difference is not cosmetic: it decides how many toke...
Engr Mejba Ahmed
Figma's stock dropped the morning Claude Design launched. Not by a point or two. It nosedived. The market's reaction was immediate and brutal, and it...
Engr Mejba Ahmed
The most expensive mistake in AI agents is not picking the wrong model. It is putting a model where no model belongs. I run agents and automations eve...
Engr Mejba Ahmed
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