X · by snaga

Personalised Hacker News

A composite decision architecture over the front page.

Satoshi Nagayasu 🧠🤖

@snaga

TypeSafe System One（Jev）によるHacker Newsパーソナライズ推薦の実験と複合判定アーキテクチャ gist.github.com/snaga/12c62ad5… 毎朝、Hacker NewsのチェックをAIエージェントでやってるんだけど、自分向けのレコメンドをJevで組んでみた。なるほどー、という感じである。楽にはなりそう。

Sep 21, 2026 · 0 likesOpen on X

The author experiments with TypeSafe System One to build personalised Hacker News recommendations, and describes the composite decision architecture behind it rather than a single call.

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Matthew Berman
@TheMattBerman
jev is INSANE. in 40 seconds it broke down 724 live ads from 37 brands. every hook. every format. offer. cta. awareness stage. landing page mismatch. used 9 cents of tokens. (will be avail in @stealads + mcp)
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724 competitor ads, broken down
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Rob Hallam
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Jev + SuperX = virality solved ✅ Every post gets 61 questions in ~1s for $0.0004 🤯 > fitted on 9,481 real posts from 207 creators > picks the viral post 2 in 3 times > never rewards reply bait So: write, score, rewrite, stop when it peaks. Free, no signup. try it below ↓
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Post scoring with SuperX
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Romàn
@romanbuildsaas
JEV is INSANE. We gave it 700 high-intent leads and personalised outreach messages. In 40 seconds, it predicted how each message would perform, assigned a confidence score and detected lead-message mismatches. All for just $0.09. JEV can also score leads, analyse buying signals, match each prospect with the best message and identify the campaigns most likely to perform based on data. Coming soon to @GojiberryAI+ MCP. Comment “JEV” for early access.
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700 leads scored in 40 seconds
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Personalised Hacker News

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724 competitor ads, broken down

Post scoring with SuperX

700 leads scored in 40 seconds