📰 Dev.to · J.S_Falcon
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⚡ AI Lessons

Dev.to · J.S_Falcon
3w ago
SaaS Hacking with an AI Director: Build a Sample, Hand It Off to Specialists
Why I rebuilt our attendance management SaaS in a few hours, and the new development flow it suggests: AI Director builds a working sample, then hands it off to

Dev.to · J.S_Falcon
1mo ago
Why 'Trivial' Tech Travels Across Industries: The 5-Layer Diagonal-Axis Engineer Framework
A 5-layer framework explaining why non-coding engineers — not programmers — become AI's biggest beneficiaries: dimensional crossover, value asymmetry, handover

Dev.to · J.S_Falcon
1mo ago
How I Built a Masking Tool Without Showing AI Any Real Data: Column-wise Shuffling as the Scaffold
A self-asked, self-answered post on how I sanitize business data into LLM-safe samples — column-wise shuffling plus Faker, in four AI-collab phases, with no Pyt

Dev.to · J.S_Falcon
1mo ago
What Operations Discipline Brings to AI-Assisted Coding: A Cross-Domain Field Guide
Five practices and five anti-patterns from an operations engineer working with AI coding assistants — what transferred from runbooks and config reviews into pro

Dev.to · J.S_Falcon
⚡ AI Lesson
1mo ago
Beating 250,000 Mental Comparisons: A Cross-Domain Engineer's Entity Resolution Case Study
An operations engineer's case study on building a deterministic entity resolution tool with AI assistance, retrofitted to dual process theory and Gestalt psycho

Dev.to · J.S_Falcon
1mo ago
Field Notes from a Cross-Domain Engineer Working with AI
I run two AI assistants from different vendors against each other on every non-trivial decision, with...

Dev.to · J.S_Falcon
🧠 Large Language Models
⚡ AI Lesson
1mo ago
"AI Coding Is Alchemy: A Late-Night Reflection from Fullmetal Alchemist"
Late at night, writing code, I had a sudden realization: the experience of building with AI (LLMs)...

Dev.to · J.S_Falcon
1mo ago
"Beating 250,000 Mental Comparisons: A Cross-Domain Engineer's Entity Resolution Case Study"
TL;DR Operations/Systems engineer recently moved to the software side via AI...
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