AI Enhanced Engineer
We build, fix, and operate Artificial Intelligence at scale.
Thought provoking piece ๐
06/16/2026
One of the questions you will often hear in the years to come, answered in a clear, concrete, and hype-free way.
Enjoy!
What is an AI agent? | AI Enhanced Engineer A field guide for engineers: the loop, the autonomy spectrum, the harness, and demo-to-production reality, with working code.
06/01/2026
Agentic Software Engineering โ Pulse #2. Three things that landed this month:
โข You can now steer a coding agent's behavior from inside the model โ drift is a measurable signal you can correct on the fly.
โข More compute isn't better. Accuracy peaks at a middle amount of spend, then flattens โ and the agents can't predict their own usage.
โข "An AI reviewed the code" often means no human actually did. Most agent-written changes get merged with little real review.
Read the full pulse ๐
https://open.substack.com/pub/aienhancedengineer/p/agentic-software-engineering-field
05/12/2026
At AIEE, keeping up with ๐ฎ๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐๐ผ๐ณ๐๐๐ฎ๐ฟ๐ฒ ๐ฒ๐ป๐ด๐ถ๐ป๐ฒ๐ฒ๐ฟ๐ถ๐ป๐ด is part of the job.
Written notes and mental models were not enough. The field moves faster than any manual tracking system can handle.
So we built a ๐ฝ๐ถ๐ฝ๐ฒ๐น๐ถ๐ป๐ฒ.
A verifiable ingestion and processing system with a single design goal: ๐ฒ๐ฑ๐๐ฐ๐ฎ๐๐ฒ ๐๐ ๐ฎ๐ ๐ณ๐ฎ๐๐ ๐ฎ๐ป๐ฑ ๐ฝ๐ฟ๐ฒ๐ฐ๐ถ๐๐ฒ๐น๐ ๐ฎ๐ ๐ฝ๐ผ๐๐๐ถ๐ฏ๐น๐ฒ.
It tracks papers, anchors concepts to primary sources, ranks findings by a composite signal (key insights, cross-field reach, empirical claims, recency decay), and produces a structured digest the team reads before shipping anything.
We're calling the output a ๐๐ถ๐ฒ๐น๐ฑ ๐ฃ๐๐น๐๐ฒ. And we're sharing it openly.
๐ฃ๐๐น๐๐ฒ #๐ญ is live. It covers the state of the field, the concepts crystallizing, the patterns stabilizing, and the top 7 papers worth your attention right now.
The headline finding: ๐ฎ๐ด๐ฒ๐ป๐ ๐ฏ๐ฒ๐ต๐ฎ๐๐ถ๐ผ๐ฟ ๐ถ๐ ๐ฎ ๐๐ฎ๐ฟ๐ด๐ฒ๐ ๐ผ๐ณ ๐ฑ๐ฒ๐๐ถ๐ด๐ป, not just an emergent property of the model. Five converging papers from Jan-Apr 2026 make this case independently, and it changes how you should think about ๐ต๐ฎ๐ฟ๐ป๐ฒ๐๐ ๐ฒ๐ป๐ด๐ถ๐ป๐ฒ๐ฒ๐ฟ๐ถ๐ป๐ด.
If you're building with or around coding agents, this digest was made for you.
https://open.substack.com/pub/aienhancedengineer/p/agentic-swe-field-pulse-1
Agentic SWE: Field Pulse #1 2026-05-10 ยท State of the field, the concepts crystallizing, the patterns stabilizing, and this pulse's top 7 papers.
05/04/2026
โWhich MCPs and tools do you use in your Claude Code setup?โ
We have been asked this question repeatedly these last few months.
This article is the full answer, link in the comments! ๐๐ฝ
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