
Your X/Twitter bookmarks, finally read.
Your saved tweets, auto-tagged, organized into lists, and summarized in a digest that arrives on your schedule.
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The problem
The problem
Bookmarks pile up
You save tweets all day long. But X/Twitter buries them in a single unsorted list you will never scroll back through.
Gone the moment you save
No reminders, no search, no tags. X/Twitter treats your bookmarks as a write-only database.
Life is too short to scroll
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A 60-second tour of Bulkmark.
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Link your X account once. New bookmarks sync automatically and get tagged by topic (AI, Design, Dev, Business) before you even open the app.
Tokenization is at the heart of much weirdness of LLMs. Do not brush it off.
The missing piece for AI agents is a universal context protocol that lets them share state...
Great thread on design systems that actually scale across teams without slowing anyone down.
Tokenization is at the heart of much weirdness of LLMs. Do not brush it off.
The missing piece for AI agents is a universal context protocol...
Auto-regressive LLMs with tokenization have fundamental limitations...
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BPE tokenizers fragment rare words into subword tokens, causing downstream errors in LLMs that are hard to debug.
READ ON X ↗Context protocol could unify how agents share state across tool boundaries.
READ ON X ↗A briefing in your inbox, not another app
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Your bookmarks have answers
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What did @karpathy say about tokenization?
He explained how BPE tokenizers fragment rare words, causing downstream errors in LLMs.
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