Independent capability index · 2026

What can Jev actually do?

Jev is TypeSafe's System One model. It does not chat. It returns typed decisions your code can act on. Explore what has been publicly demonstrated, with evidence and limitations.

Unofficial and independent. Every published capability links to evidence, shows how it was verified, and identifies whether the example came from TypeSafe or a community publisher.

Public evidence ledger

Verified capabilities

30 of 30 records

  1. E2 · artifact verifiedCommunityFeatured

    Assess a simulated company under attack

    A local cybersecurity lab replays synthetic telemetry and asks Jev for compromise probability, classification, severity, and an advisory response as evidence accumulates.

    choicescorenoulsecurity

    Artifactreproducible repo

    Checked

  2. E2 · artifact verifiedOfficialFeatured

    Batch a regulatory briefing into one call

    An official cookbook asks 13 regulatory questions over a pinned GDPR article in one Jev request and compares that batch with 13 separate requests.

    choicescorenoulautomation

    Reported12.2 × cheaper

    Checked

  3. E2 · artifact verifiedOfficialFeatured

    Check LLM citations against source context

    An official cookbook combines exact quote matching with a Jev relation judgment to label citations verified, unsupported, contradicted, or fabricated.

    choiceagentsdeveloper tools

    Artifactofficial example

    Checked

  4. E2 · artifact verifiedCommunityFeatured

    Choose drone tactics from camera-derived state

    A simulated quadrotor uses Jev for low-frequency tactical judgments while classical vision, flight control, and safety reflexes remain in code.

    choicescorenoulrobotics

    Reported77.5 meters

    Checked

  5. E2 · artifact verifiedCommunityFeatured

    Complete a StarCraft shareware mission

    A reproducible harness lets Jev direct combat, exploration, and economy actions in the original StarCraft shareware campaign.

    choicegames

    Reported1 mission completed

    Checked

  6. E2 · artifact verifiedCommunityFeatured

    Drive macOS from structured screen state

    A computer-use loop combines OCR and accessibility data, then asks Jev which bounded action should move the Mac toward a plain-English goal.

    choicenoulagentsautomation

    Reported0.0002 USD per step

    Checked

  7. E2 · artifact verifiedCommunityFeatured

    Pick Pokémon turns from live ROM state

    A battle harness reads FireRed state from RAM and lets Jev choose the next legal move or switch while ordinary code advances the fight.

    choicegames

    Reported0.03 USD per run

    Checked

  8. E2 · artifact verifiedCommunityFeatured

    Replace Claude Code compaction with Jev decisions

    A Claude Code plugin and npm library asks Jev which old tool calls and results still matter, then drops or truncates the stale ones, so /compact replaces the lossy built-in summary with the kept messages verbatim.

    noulagentsdeveloper tools

    Artifactreproducible repo

    Checked

  9. E2 · artifact verifiedOfficialFeatured

    Route smart-home assistant requests

    TypeSafe's smart-home demo evaluates a request against many typed questions in parallel, then lets code use only the answers relevant to that request.

    choicenoulhomeautomation

    Artifactofficial example

    Checked

  10. E2 · artifact verifiedCommunityFeatured

    Search Google Flights in seconds

    A browser agent turns the visible DOM into an indexed action space and uses Jev to choose the next operation and compatible target.

    choiceagentsautomation

    Reported7.073 seconds

    Checked

  11. E2 · artifact verifiedCommunityFeatured

    Search the web with typed intent judgments

    A metasearch front end lets Jev choose the query, sources, and time range, then score every result for relevance while code fans out to engines.

    choicescoresearchagents

    Artifactworking demo

    Checked

  12. E2 · artifact verifiedCommunityFeatured

    Turn Home Assistant state into automation signals

    A Home Assistant integration exposes Jev probabilities, choices, and scores as entities and action responses that automations can use.

    choicescorenoulhomeautomation

    Artifactreproducible repo

    Checked

  13. E2 · artifact verifiedCommunity

    Choose a market quote every Monad block

    A trading loop reads the Kuru MON-USDC order book and asks Jev for a buy-or-sell judgment before code places a post-only limit order.

    choicetradingautomation

    Artifactreproducible repo

    Checked

  14. E2 · artifact verifiedCommunity

    Drive Android from semantic UI state

    A proof-of-concept Android loop stabilizes the screen, builds a short list of valid actions, and lets Jev pick one while code executes it.

    choicemobileagentsautomation

    Artifactreproducible repo

    Checked

  15. E2 · artifact verifiedCommunity

    Expose typed Jev judgments to MCP agents

    An MCP server gives compatible agents tools for classification, scoring, checking, matching, screening, and custom typed Jev questions.

    choicescorenoulagentsdeveloper tools

    Artifactreproducible repo

    Checked

  16. E2 · artifact verifiedCommunity

    Fit confidence thresholds on your own data

    jevcal measures a typed decision model on private labeled data, fits per-question thresholds to a target accuracy, and fails CI when a model update drifts.

    choicescorenouldeveloper tools

    Artifactreproducible repo

    Checked

  17. E2 · artifact verifiedCommunity

    Gate risky coding-agent tool calls

    A Pi extension asks Jev to flag destructive, exfiltrating, or out-of-scope tool calls and to classify failures in command output.

    choicescorenoulagentsdeveloper tools

    Reported203 requests

    Checked

  18. E2 · artifact verifiedCommunity

    Measure confidence-gated routing on labelled data

    An independent study routes Jev confidence into a larger model on two labelled datasets and shows the winning settings do not transfer between them.

    choiceresearch

    Reported80.2 %

    Checked

  19. E2 · artifact verifiedCommunity

    Play Super Mario from emulator state

    An experimental controller translates NES telemetry into object-centric JSON and lets Jev choose the next legal controller macro.

    choicescorenoulgames

    Artifactreproducible repo

    Checked

  20. E2 · artifact verifiedCommunity

    Predict the window you want next on macOS

    A macOS menu-bar switcher asks Jev which of the ten most recent apps you intend on a hotkey press and falls back to the last-used app on any failure.

    choiceautomationdeveloper tools

    Artifactreproducible repo

    Checked

  21. E2 · artifact verifiedCommunity

    Prune stale coding-agent tool history

    A Pi extension uses Jev to decide which old tool calls and results still matter while keeping conversation text verbatim.

    noulagentsdeveloper tools

    Artifactreproducible repo

    Checked

  22. E2 · artifact verifiedCommunity

    Rank zsh history suggestions while typing

    A zsh plugin asks Jev which recent command you are completing and shows the best match with its probability, while code owns gating and acceptance.

    choicenouldeveloper tools

    Reported0.8 seconds per request

    Checked

  23. E2 · artifact verifiedCommunity

    Rate pending shell commands on a color-coded safety rubric

    The kamchatka terminal agent asks Jev to place each pending shell command on a three-level safety rubric - reads and reports, changes something reversibly, destroys or sends something out - drawn green, yellow, or red beside the permission prompt.

    scoreagentsdeveloper tools

    Artifactreproducible repo

    Checked

  24. E2 · artifact verifiedCommunity

    Remove ad-like DOM elements in Chrome

    A Chrome extension finds ad-shaped DOM candidates and asks Jev whether each candidate is a paid advertisement before code removes it.

    noulautomation

    Artifactreproducible repo

    Checked

  25. E2 · artifact verifiedCommunity

    Route focused code-review investigations

    A staged review workflow uses Jev to identify risky areas, select evidence, classify mechanisms, score severity, and route follow-up checks.

    choicescorenouldeveloper tools

    Artifactreproducible repo

    Checked

  26. E2 · artifact verifiedCommunity

    Score code quality for coding agents

    Supercov asks Jev yes-or-no questions about every source file, does the arithmetic in code, and turns weak spots and coverage gaps into agent tasks.

    nouldeveloper tools

    Reported0.01 USD per megabyte of source

    Checked

  27. E2 · artifact verifiedCommunity

    Screen Spain's official gazette every morning

    A daily pipeline reads the BOE with one Jev call per provision, scoring impact, tagging topics, and selecting an original paragraph as the summary.

    choicescorenoullegalautomation

    Reported0.01 USD per daily gazette

    Checked

  28. E2 · artifact verifiedCommunity

    Steer a music composition with enum labels

    A playground asks Jev to decide only closed-vocabulary labels for character, key, meter, and phrasing while deterministic code writes, engraves, and plays the notes.

    choicescorenoulmusic

    Artifactworking demo

    Checked

  29. E2 · artifact verifiedCommunity

    Supervise a coding agent while it works

    Foreman runs an independent observation loop that asks Jev whether a coding worker is progressing, stuck, complete, or ready for verification.

    noulagentsdeveloper tools

    Artifactreproducible repo

    Checked

  30. E2 · artifact verifiedCommunity

    Triage security alerts as a UNIX filter

    A single Rust binary pipes JSONL security alerts through five typed Jev questions and emits validated dispositions that code, not the model, enforces.

    choicescorenoulsecuritydeveloper tools

    Reported200 ms per alert

    Checked

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