All 336 cases

official embed

served by X

@nutlope

Jev + Kimi K3 for fraud detection! TLDR: Jev classified 100 emails in 1.42 seconds, then I routed the uncertain cases to Kimi K3. The full pipeline got 96/100 correct for only ~$0.07. Video is not…

2026-09-1756,156 views854 likes755 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 @nutlope

2 more
  • video
    @nutlope2026-09-17

    I used Jev to classify 1,018 AI research papers. The result: $0.08 total cost and 256ms median end-to-end latency per paper. The pipeline was: 1. Summarize each paper with DeepSeek V4 Flash 2. Send…

    163.4k views2k likes1.9k saves
    document classificationinbox triageon X ↗
  • video
    @nutlope2026-09-18

    Jev vs GLM 5.3 at chess! Results: ◾ GLM 5.3 won by checkmate in 29 moves ◾ Jev: ~0.3s and <$0.0001 per move ◾ GLM 5.3: ~5.8s and ~$0.008 per move ◾ The whole game cost 24 cents My main takeaway is…

    37.4k views313 likes108 saves
    game decisionsinbox triageon X ↗

More inbox triage decisions

Read the guide →
  • video
    @jarrodwatts2026-09-16

    I built a trading bot with Jev! Jev decides if it should "buy" or "sell", given the price feed of an asset pair, and executes real trades. It uses Monad to place the orders on Kuru's on-chain order…

    1.1M views5k likes6.7k saves
    trading decisionsinbox triageon X ↗
  • video
    @elvissun2026-09-18

    Jev is INSANE. 🤯 in 24.9 seconds it read 384 news from this morning and told 15 brands which stories to hop onto today, for $0.19. Claude Opus 5, running on the same feed at the same time, got…

    592.3k views3.8k likes4.8k saves
    inbox triagesupply chain gateon X ↗
  • video
    @romanbuildsaas2026-09-18

    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…

    419.2k views3.2k likes4k saves
    inbox triageon X ↗
  • video
    @rafalwilinski2026-09-18

    thanks to @typesafeai's Jev we now have massively parallel browser-based adversarial testing suite that tries to break each release. and it costs pennies.

    364.6k views5.3k likes4.2k saves
    browser agentinbox triageon X ↗
  • video
    @dabit32026-09-18

    Jev is really good at intent-based search! How it looks in Gmail: (for a huge inbox you'd prob let semantic search / embeddings pull first but still much better experience)

    131.9k views894 likes798 saves
    inbox triageon X ↗
  • video
    @Box2026-09-18

    🆕@typesafeai dropped Jev this week, a new frontier model optimized for decisions. We put it to work on an incident triage workflow in Box. Jev doesn't generate text. You send it state plus typed…

    68.1k views26 likes8 saves
    inbox triageon 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 ↗
  • Na
    text
    @NathanFlurry2026-09-16

    hype-free explanation of jev: jev does not replace gpt / claude jev is just a *really* smart switch statement like if 2016 ml classifiers got 2026 levels of intelligence it's a new* type of tool that…

    659.4k views7.5k likes4k saves
    document classificationagent loopon X ↗
  • Mi
    text
    @MichaelLee042026-09-15

    I got access to Jev earlier today (thank you @hackgoofer). I have run ~5,000 requests so far, (which cost me around $2!), across classification, model routing, intent, steering, and many other…

    496.2k views3.1k likes2.6k saves
    document classificationagent loopon 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
    @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 ↗

More text detection decisions

Read the guide →
  • video
    @ahmedgagan112026-09-18

    Jev is crazy 🤯 I made an AI text detector powered by Jev. Scans a complete article and gives a sentence by sentence breakdown in almost realtime.

    1.9k views27 likes22 saves
    text detectionon X ↗
  • video+1
    @krispuckett2026-09-18

    Alright playing with Jev through Vercel. 1. quick coaching support during a session rather than running through my gateway. 2. Anti-slop detector and fixer.

    1.8k views20 likes14 saves
    text detectionon X ↗
  • video
    @theRaz0r2026-09-18

    Built jevscan - a Chrome extension to detect malicious addresses and transactions on @etherscan in real-time using Jev from @typesafeai.

    563 views8 likes3 saves
    browser agenttext detectionon X ↗
  • video
    @heyakbarali2026-09-18

    Made an X slop detector with Jev Jev flageed @sama as slop, sorry

    40 views3 likes1 saves
    text detectionon X ↗