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AI Enhanced Engineer

Leopoldo G Vargas

Production grade AI & ML applications

Platform
Substack
PricingOnly free issuesPublishesWeekly
Issues16Foundeda year agoLast Issue9 days ago
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Latest Issues

Agentic SWE: Field Pulse #1

Home | Github | LinkedIn | X

At AIEE.io, written notes and mental models were not enough to keep pace with agentic software engineering. So we built a verifiable ingestion and processing pipeline with one goal: stay current, precisely. It...

9 days ago
3

A modern execution stack for your SWE Agents: MCPs and native tools

Github | Home | X

Articles 2 and 3 built the static half of this system. Information Architecture designed the routing: which agent handles which task, which knowledge loads. Quality Gates encoded the verification: deterministic chains tha...

19 days ago
2

The Verification Chain Your SWE Agents Need

Github

Until very recently, building software required knowing how to write it. That changed fast. Today anyone who can articulate a product need in plain English can ship a working application, and millions are doing exactly that. The too...

a month ago
3

Information Architecture for Agentic SWE

Github

Since mid-2025, context engineering has been seen as the dominant frame for thinking about Foundation Model powered system performance. Andrej Karpathy gave it a name.¹ Tobi Lutke gave it authority.² The discourse moved fast, and th...

3 months ago
3

Cognitive Domain Engineering

An engineer hovers over the merge button. Test suite passes. Architectural patterns match service conventions. Security scan clear. She clicks. Production deployment begins. A lawyer prepares a brief at 2 AM. Before submitting it, she verif...

3 months ago
1

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  • Leopoldo G Vargas

    Pushing the frontiers of Agentic SWE • Production-grade ML since 2017 -> aiee.io

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