Why AI agents forget everything you told them yesterday
Context windows reset. Tabs close. The fix is not a longer prompt — it is a memory layer your tools can reach through MCP.
Product·Ege Yosunkaya·4 min read·Jun 12, 2026
Product thinking, engineering notes, and guides for building a second brain your agents can actually use.
Context windows reset. Tabs close. The fix is not a longer prompt — it is a memory layer your tools can reach through MCP.
Product·Ege Yosunkaya·4 min read·Jun 12, 2026
One URL, one key, every agent connected. How Annot exposes your saves as tools Claude, Cursor, and Gemini already understand.
Engineering·Annot Team·6 min read·Jun 8, 2026
Bookmarks are where ideas go to die. Capture should mean extract, connect, and recall — not another folder you never open.
Guides·Annot Team·3 min read·Jun 3, 2026
Generic agent instructions drift. Studio turns your saved research into SKILL.md and context packs tied to real sources.
Studio·Ege Yosunkaya·5 min read·May 29, 2026
Articles, PDFs, and meeting notes stop living in silos. See how topics cluster and what you saved together over time.
Product·Annot Team·4 min read·May 22, 2026
Your second brain should stay yours. Retrieval beats fine-tuning when you need accurate recall without unwanted sharing.
Privacy·Annot Team·3 min read·May 15, 2026
Showing 1–6 of 18 articles