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The Unabyss Vault
Everything we know about personal context for AI - what it is, how it works, how to build it, and why the difference between context and memory matters more than it sounds. Written for people who use AI tools seriously and want to get more out of them.
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36% Cheaper, 38% Faster: What Structured AI Context Is Worth
A benchmark on cost, speed, and quality with structured context ready at session start
We ran the same 20 tasks 60 times in Claude Code, changing only whether context was structured and waiting. With context ready, work came out 36% cheaper, 38% faster, and scored 8.9 vs 7.7 out of 10.
20 August 2026 · 4 min read
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juggling three balls but i never learned how to juggle... so we made a formula instead
Where AI value actually comes from - and why we picked context
AI value = competence x execution, all to the power of context. Most builders try to solve all three at once and faceplant from zero focus. We picked context and are building the default infra for it.
27 May 2026 · 2 min read
Read article Is Product Hunt Worth It? 6 Winners Answer (Plus the #1 Hunter)
Everyone has a Product Hunt opinion. Almost nobody handing one out has actually won. We asked six founders who did — plus Rohan (#1 hunter) and Gabe (PH curation) — what helped them win and whether it was worth the effort.
19 August 2026 · 3 min read
Read article Why Markdown Files Aren't Enough to Give AI Memory
The advice sounds simple: give the AI a file. Write down who you are, what you're working on, and your rules in a plain text document, hand it to the tool, and stop repeating yourself. For a week...
14 August 2026 · 6 min read
abyss — from Latin abyssus: chaos, the bottomless, the immeasurable. un- — the opposite of. Unabyss — structure, order, clarity.
The universal context layer for AI tools. Your data. Your rules. You decide who sees what. Structured once. Shared on your terms.
SOC 2 Type II (in progress)