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Aug 7, 202613 min read
Autonomy Is the Bottleneck of the Agents of Today
Today's coding agents are excellent tools for humans in the loop, but real autonomy may require a layer above the agent, not more capability inside it.
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Curated reads from the SylphAI team on agents, product releases, and the community building around production AI.
#JUL 31, 2026
8mStop Repeating Your Workflow by Using Skills
In 5 minutes, you'll understand Skills, how they differ from MCPs and AGENTS.md, and discover how Skills let your AI automatically reuse workflows instead of starting from scratch every chat.
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#JUL 8, 2026
10mLoop Engineering For Everyone
Loop engineering is clearly where we're heading. The missing piece is making it simple enough and affordable enough that every engineer can actually use it.
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#MAY 31, 2026
6mTrue Autonomous Coding Agents Require Browser Use
A coding agent that cannot use a browser is not truly autonomous. Because the real production bugs do not live in the code — they live in the cookies, hydration, redirects, DOM, and the actual clicks...
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#MAY 1, 2026
8mAdaL Is 100% Aligned with Andrej Karpathy: Human Understanding Is the Bottleneck of Agentic Engineering
Andrej Karpathy's shift from vibe coding to agentic engineering captures the real frontier for AI coding: not generating more code, but preserving quality, planning well, and making review faster. This is the layer AdaL is built for.
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#JUL 31, 2026
8mStop Repeating Your Workflow by Using Skills
In 5 minutes, you'll understand Skills, how they differ from MCPs and AGENTS.md, and discover how Skills let your AI automatically reuse workflows instead of starting from scratch every chat.
Read Article
→
#JUL 8, 2026
10mLoop Engineering For Everyone
Loop engineering is clearly where we're heading. The missing piece is making it simple enough and affordable enough that every engineer can actually use it.
Read Article
→
#MAY 31, 2026
6mTrue Autonomous Coding Agents Require Browser Use
A coding agent that cannot use a browser is not truly autonomous. Because the real production bugs do not live in the code — they live in the cookies, hydration, redirects, DOM, and the actual clicks...
Read Article
→
#MAY 1, 2026
8mAdaL Is 100% Aligned with Andrej Karpathy: Human Understanding Is the Bottleneck of Agentic Engineering
Andrej Karpathy's shift from vibe coding to agentic engineering captures the real frontier for AI coding: not generating more code, but preserving quality, planning well, and making review faster. This is the layer AdaL is built for.
Read Article
→
#APR 22, 2026
6mAutoScholar: An Agent Harness for Autonomous Literature Review
Literature review is one of those workflows that sounds simple until you actually do it. Search for papers, filter noise, read the promising ones, keep notes, rank what matters, avoid duplicates, and ...
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#APR 22, 2026
6mThe Last Harness You’ll Ever Build
Every team building serious AI agents eventually runs into the same wall. The model is not the real problem anymore. The real problem is everything around the model. You need the right system prompt...
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