All 336 cases
thumbnail served by X (pbs.twimg.com) — open the post to watch the media

@kylejeong

i added Jev compaction to a small agent with searchable memory. this is a fork of nanocode with some extra tools to grep a memory.md file + use Jev compaction to remove unnecessary memories.

2026-09-182,866 views37 likes19 savesvideo

Metrics are the author-reported figures captured on 2026-09-20 and are not verified by us. The summary above is a shortened excerpt; the full text and any media belong to the author and live on X. We index and link — we do not republish the post or rehost its media.

More from @kylejeong

2 more
  • video
    @kylejeong2026-09-17

    we built blazing fast computer/browser use with Jev + @Stagehanddev. this task cost $0.001 and executed at near instant speed (in a remote browser btw) the loop: observe the page, send a11y tree as…

    65.2k views748 likes839 saves
    browser agentdocument classificationon X ↗
  • image
    @kylejeong2026-09-17

    the Jev request ends up looking something like this: { "model": "jev-latest", "state": { "task": "...", "page": "...", "browser": "...", "recentActions": [] }, "questions": { "operation": "...",…

    3.1k views23 likes18 saves
    browser agentdocument classificationon X ↗

More agent loop decisions

Read the guide →
  • video
    @tamarajtran2026-09-17

    found the perfect use case for @typesafeai Jev: instant compaction in 2026, why is compaction still a summarization prompt? Jev can make it instant by scoring every tool call and dropping what’s…

    3.6M views10.6k likes8.1k saves
    agent loopon X ↗
  • video
    @RBilgil2026-09-18

    Made a real-time slop detector with jev as you scroll

    532.7k views13.9k likes3.5k saves
    agent loopinbox triagetext detectionon X ↗
  • video
    @moritzkremb2026-09-17

    Full Jev Tutorial What it is, how you can build with it and what new applications it can unlock → 0:00 Intro → 0:34 Jev explained → 4:06 API setup → 5:59 Demo 1: Voice-controlled browser → 11:33 Demo…

    236k views2.9k likes5.2k saves
    browser agentagent loopon X ↗
  • video
    @mdlahfir2026-09-16

    Jev solved local harness/model routing I use a combination of Claude Code, Codex and Opencode as my local agentic stack and routing to other harnesses was always enforced in the system prompt/rules…

    127.4k views836 likes899 saves
    agent loopbrowser agenton X ↗
  • image
    @ctatedev2026-09-17

    Every agent harness can now use Jev npm install -g ai-cli → ask yes/no questions → choose between options → score against your criteria

    115.8k views1.2k likes1.1k saves
    supply chain gateagent loopon X ↗
  • image
    @eve2026-09-17

    Ultra-fast, criteria-based model routing using Jev from @typesafeai.

    114.8k views910 likes493 saves
    agent loopon X ↗

More document classification decisions

Read the guide →
  • video
    @TheMattBerman2026-09-17

    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…

    886.9k views6.5k likes9k saves
    document classificationon X ↗
  • video
    @borjafat2026-09-18

    Jev is WILD for SEO audit 🤯 in 45.1 seconds it read all 586 pages on my site and rebuilt the internal link map. 584 links placed, 139 pages it refused to link because nothing honestly fit. total…

    660.4k views3.7k likes7.2k saves
    document classificationon X ↗
  • video
    @ryanvogel2026-09-16

    this model is actually insane at email classification i tested it on 1500 of my own emails to see how well it works and I am blown away

    445.9k views3.5k likes1.9k saves
    browser agentdocument classificationinbox triageon X ↗
  • video
    @iam_zachi2026-09-17

    I think I just cooked something 🔥 jev(): a PostgreSQL extension that searches your whole database in natural language. No index, no embeddings, just one function. WHERE jev(people, 'could work from…

    416k views2.8k likes2.3k saves
    document classificationon X ↗
  • video
    @rileybrown2026-09-17

    Yeah Jev by @typesafeai is very cool. It classified 500 emails in seconds. And it costed 3.5 cents.

    271k views3.9k likes1.7k saves
    document classificationinbox triageon X ↗
  • video
    @dabit32026-09-18

    Another crazy @typesafeai Jev example: Predictive spreadsheets Spreadsheets recalculate numbers, not meaning. Jev reads intent. Type "Urgency" at the top of a column and, as you type, it figures out…

    269.8k views1.2k likes925 saves
    document classificationon X ↗