2nd Trace

🏹 🏂🏄🏻‍♂️🪂🚴🏻‍♂️🐶🦄🐕🐈🦮

[Muhammad Rizwan Munawar @muhammdrizwanmr]

Not just a person. 👀 What if your model could segment the face, hair, clothes, pants, shoes, and more separately?

I used the human body & accessories dataset on the @ultralytics Platform to build this demo.

More info 👇

#Fashion #MachineLearning #Retail

[0xMarioNawfal @RoundtableSpace]

this is pure treasure: 20 open-source JEV combos you can plug into real products.

JEV gives you 3 primitives: Choice, Score and Noul. it makes the judgment, code enforces the rules, and another tool executes the work.

ROUTE THE WORK

 1.⁠ ⁠JEV × Hermes Agent
route decisions into autonomous agent workflows.

⁠ https://t.co/D6udyyWoDq ⁠

 2.⁠ ⁠JEV × LangGraph
use JEV as a decision layer inside graph-based agent flows.

⁠ https://t.co/mTmgIE2ZzB ⁠

 3.⁠ ⁠JEV × MCP SDK
let JEV decide which tool or action should run next.

⁠ https://t.co/410qS3HBY4 ⁠

 4.⁠ ⁠JEV × Temporal
use JEV decisions inside durable workflows.

⁠ https://t.co/KiBM5twlJw ⁠

 5.⁠ ⁠JEV × E2B
combine narrow decisions with sandboxed code execution.

⁠ https://t.co/hATdEoHVQq ⁠

FIND THE EVIDENCE

 6.⁠ ⁠JEV × Meilisearch
retrieve relevant context before making a decision.

⁠ https://t.co/pCc9iqMkAG ⁠

 7.⁠ ⁠JEV × Qdrant
score decisions against vector-retrieved evidence.

⁠ https://t.co/mE99OI4drc ⁠

 8.⁠ ⁠JEV × Docling
turn documents into structured context for JEV.

⁠ https://t.co/tuMHzAiYtU ⁠

 9.⁠ ⁠JEV × Graphiti
use graph memory to give JEV better context.

⁠ https://t.co/RKvtaaeZus ⁠

10.⁠ ⁠JEV × LlamaIndex
connect retrieval pipelines directly to the decision layer.

⁠ https://t.co/p8OakXtEKD ⁠

VERIFY THE RESULT

11.⁠ ⁠JEV × Langfuse
trace and inspect decisions in production.

⁠ https://t.co/myfxAVFrLl ⁠

12.⁠ ⁠JEV × Promptfoo
test JEV decisions against evals and failure cases.

⁠ https://t.co/sGCAeJKU0h ⁠

13.⁠ ⁠JEV × Semgrep
judge findings, then let code enforce security rules.

⁠ https://t.co/INgdNlpgOv ⁠

14.⁠ ⁠JEV × Sentry
route errors into the right recovery path.

⁠ https://t.co/WydOSioGsp ⁠

15.⁠ ⁠JEV × Playwright
verify browser actions before moving to the next step.

⁠ https://t.co/v1FiqiESCa ⁠

OPERATE THE PRODUCT

16.⁠ ⁠JEV × GitHub MCP
decide when to inspect repos, issues or code changes.

⁠ https://t.co/sePKfEIUAa ⁠

17.⁠ ⁠JEV × PostHog
use product data to score what should happen next.

⁠ https://t.co/C3mR5k3yQP ⁠

18.⁠ ⁠JEV × Resend
decide when and what email action should run.

⁠ https://t.co/geO9AshXq1 ⁠

19.⁠ ⁠JEV × Stripe
put a decision layer in front of payment workflows.

⁠ https://t.co/fl0VkuHP1j ⁠

20.⁠ ⁠JEV × Cloudflare Workers AI
run lightweight decision flows close to the edge.

⁠ https://t.co/u2GtlzxpNM ⁠

the loop:

collect state → ask JEV a precise Choice, Score or Noul question → check confidence and policy in code → execute or escalate to a human → log the result.

these are architecture ideas, not official integrations.

save this and build a second brain for your product.

[Ilir Aliu @IlirAliu_]

A fully open source mocap system that works with cheap webcams:

The FreeMoCap Project

A free-and-open-source, hardware-and-software-agnostic, minimal-cost, research-grade, motion capture system and platform for decentralized scientific research, education, and training:

https://t.co/GFCH6NrkGG

—-

Weekly robotics and AI insights.
Subscribe free: https://t.co/9Nm01QUcw3

[AK @_akhaliq]

MusicAgent: An AI Agent for Music Understanding and Generation with Large Language Models

paper page: https://t.co/7Np4dcjL9Z

AI-empowered music processing is a diverse field that encompasses dozens of tasks, ranging from generation tasks (e.g., timbre synthesis) to comprehension tasks (e.g., music classification). For developers and amateurs, it is very difficult to grasp all of these task to satisfy their requirements in music processing, especially considering the huge differences in the representations of music data and the model applicability across platforms among various tasks. Consequently, it is necessary to build a system to organize and integrate these tasks, and thus help practitioners to automatically analyze their demand and call suitable tools as solutions to fulfill their requirements. Inspired by the recent success of large language models (LLMs) in task automation, we develop a system, named MusicAgent, which integrates numerous music-related tools and an autonomous workflow to address user requirements. More specifically, we build 1) toolset that collects tools from diverse sources, including Hugging Face, GitHub, and Web API, etc. 2) an autonomous workflow empowered by LLMs (e.g., ChatGPT) to organize these tools and automatically decompose user requests into multiple sub-tasks and invoke corresponding music tools. The primary goal of this system is to free users from the intricacies of AI-music tools, enabling them to concentrate on the creative aspect. By granting users the freedom to effortlessly combine tools, the system offers a seamless and enriching music experience.

[Adnan Sharif Lihaz @lihazadn_Ai]

50 legendary websites that feel like the internet’s hidden toolbox 🧰

1. https://t.co/g5ZVDyU9UZ — Free research papers
2. https://t.co/oTVYPGbnmI — Borrow books online
3. https://t.co/r4ueOvzTDr — Free academic journals
4. https://t.co/PY1Chsylth — 70K+ free books
5. https://t.co/bYjlSmE92j — Free textbooks
6. https://t.co/QuosEMdqq9 — Free online courses
7. https://t.co/i3uJiXBdIf — Solve complex problems
8. https://t.co/MXwwALj8YE — AI research assistant
9. https://t.co/qv7FmbY8rH — Research-backed AI answers
10. https://t.co/5bMqdmZrhH — Find research connections
11. https://t.co/K12mBXpzQv — Academic search engine
12. https://t.co/RPJKCf3k9P — Understand research papers easily
13. https://t.co/B7NrPfm3zY — Free Photoshop alternative
14. https://t.co/NqtB5cC3r7 — Compress & optimize images
15. https://t.co/9MRb7jl7xf — Remove image backgrounds
16. https://t.co/shpJF4dwNS — Remove objects from photos
17. https://t.co/eSYBusQZsf — Remove video backgrounds
18. https://t.co/y3K9BlNnao — Beautiful code images
19. https://t.co/ED4x9UwHcK — Share elegant code screenshots
20. https://t.co/Edjh7lXgWy — AI search engine for developers
21. https://t.co/8L6HgCitLE — Test and debug regex
22. https://t.co/3ELARtKTZ2 — Format & clean code
23. https://t.co/5RJMCetauI — Format & validate JSON
24. https://t.co/qV98RNqN49 — Understand terminal commands
25. https://t.co/EneDhPVrQC — Stunning product mockups
26. https://t.co/DDYsVyszwp — Powerful online mockup generator
27. https://t.co/V9bhHR9thp — Find alternatives to any app
28. https://t.co/mmkEE6wmNn — Check data breaches
29. https://t.co/AmpRu4WaKG — Scan files & URLs for malware
30. https://t.co/9OYf7zW63H — Self-destructing text notes
31. https://t.co/fFLqLK87ph — Disposable temporary email
32. https://t.co/MYRuX4Ut9N — 10-minute temporary email
33. https://t.co/kb9xO7t2WW — Temporary & secure file sharing
34. https://t.co/KHHqrmG5qK — Explore global live radio
35. https://t.co/T1Kqt2ggYW — Discover similar music & artists
36. https://t.co/rYWLclexpD — Find songs from movies & shows
37. https://t.co/EKzivBR6XU — Focus music for coding
38. https://t.co/mbgJhlW8xJ — Custom background sounds
39. https://t.co/0xBXLxATxk — Ambient café sounds for productivity
40. https://t.co/efWBUrONQ5 — Find where to stream movies
41. https://t.co/uDDEFt2yQy — The internet’s digital library
42. https://t.co/selSDMXoAP — Create a personal copy of any webpage
43. https://t.co/MlI8naIim4 — Find related websites
44. https://t.co/LGDKuj2HUN — AI YouTube video summaries
45. https://t.co/GwH2awNzHt — Ultimate smart bookmark manager
46. https://t.co/JLVAeEJM15 — Check real-time service outages
47. https://t.co/Nsbm3n4Jgv — Smart reverse image search
48. https://t.co/2Q8nZ4WmLR — Quick internet speed test
49. https://t.co/q77reMw4tf — All-in-one PDF tools
50. https://t.co/y6LgAXq6O4 — Merge, split & convert PDFs

Save this. You’ll definitely need some of these later! 🔖

Follow @lihazadn_Ai for more useful websites, AI tools & tech resources.

[Nav Toor @heynavtoor]

A developer who goes by calesthio on GitHub open sourced a full video production studio.

It is called OpenMontage. You describe what you want in plain English. The AI handles research, scripting, asset generation, voiceover, music, editing, and rendering.

Not a 4-second clip generator. A complete production system that outputs finished, edited, multi-scene videos.

12 pipelines. 52 tools. 400+ agent skills. Hit number 1 on GitHub Trending on launch day.

→ Explainers, trailers, documentaries, talking heads, tutorials, shorts, podcasts, animations, product launches
→ 14 video providers including Kling, Runway Gen-4, Google Veo 3
→ Free footage from https://t.co/0tgBSq6sN9, NASA, Wikimedia, Pexels
→ 4 TTS engines including Piper for fully offline narration
→ Music generation through Suno and ElevenLabs
→ Post-production: FFmpeg, color grading, upscaling, subtitles

Here is the wildest part:

A freelance video producer charges $2,000 to $10,000 per video. A production agency charges $5,000 to $50,000.

OpenMontage produced a cinematic sci-fi trailer for approximately $3. A polished explainer for $0.15.

$0.15. Not per month. Per video.

For documentaries, the AI builds a CLIP-searchable corpus from https://t.co/0tgBSq6sN9 and NASA. Retrieves actual motion clips. Edits them into a timeline. Not animated stills. Real edited footage.

Works with Claude Code, Cursor, Copilot, Windsurf, and Codex. AGPLv3.

This is the kind of system production studios pay hundreds of thousands for.

It runs inside your code editor. Open source. $0.15 per video.

[Victor M @victormustar]

Open source AI music is actually good now 🔥

Made a free demo for ACE-Step 1.5: describe any song, get it back in seconds ⤵️

[Ayush Jain @ayushjain1144]

1/ We introduce TrackEverything: a 3D point tracker that tracks all points across all frames of long videos (1000+ frames).

Our key idea is to tie computation to unique 3D scene content rather than redundant 2D pixels in a video.

https://t.co/NYHPTTg0Gr

[0xMarioNawfal @RoundtableSpace]

STOP BURNING MONEY ON AI API CREDITS,10 FREE OPTIONS TO TRY:

1. OPENROUTER — https://t.co/MuDiNymH8Z
2. NVIDIA NIM — https://t.co/AYACPDJcg1
3. GITHUB MODELS — https://t.co/aNipRPw04a
4. TOGETHER AI — https://t.co/EKWIN6ufrL
5. CLOUDFLARE WORKERS AI — https://t.co/9XtjsbieoC
6. GROQ — https://t.co/Hy0909Rj3h
7. CEREBRAS — https://t.co/6YFJYMmJDO
8. MISTRAL — https://t.co/M54yVQTD9l
9. COHERE — https://t.co/v4AM9xzEJq
10. GOOGLE AI STUDIO — https://t.co/prshURZnY1

BOOKMARK THIS AND HAVE FUN

[Bernhard Mueller @muellerberndt]

I put a Cadence patchnet into a virtual fruit fly. This creates an actual fly matrix in your browser that the fly experiences as a solid world (observation is substrate-independent). All open-source, Github link on the page.

https://t.co/vImD21Si1x

[0xMarioNawfal @RoundtableSpace]

5 SKILLS THAT CAN TURN YOUR AI AGENT INTO A TUTOR, YOUTUBER, DESIGNER AND FOUNDER’S RIGHT-HAND ASSISTANT:

1.⁠ ⁠TUTOR SKILLS — LEARN ALMOST ANYTHING
⁠ https://t.co/pZ4IjBFTvI ⁠

2.⁠ ⁠YOUTUBE SKILLS — MASTER THE FULL YOUTUBE WORKFLOW
⁠ https://t.co/XX1cfYB6QI ⁠

3.⁠ ⁠PLATFORM DESIGN — BUILD INTERFACES TAILORED TO EACH PLATFORM
⁠ https://t.co/IFmftoomla ⁠

4.⁠ ⁠AEGIS — ADD GUARDRAILS ACROSS YOUR PROJECT
⁠ https://t.co/DXx2sWYB3m ⁠

5.⁠ ⁠FOUNDER SKILLS — HANDLE THE EVERYDAY WORK OF RUNNING A STARTUP
⁠ https://t.co/nWG4bp4EE7 ⁠

BOOKMARK THESE AND START BUILDING YOUR OWN AI EMPLOYEE.

[0xMarioNawfal @RoundtableSpace]

NobodyWho just rebuilt the core idea behind Jev, the "System One" decision model everyone on X is talking about, in 25 lines of Python that run a tiny model locally with no API calls.

→ Loads Qwen3-0.6B locally through llama-cpp-python
→ Frames the task as multiple choice, like classifying an email as legitimate, spam or phishing
→ Reads the model's logits and turns them into calibrated probabilities, 88.5% phishing in their example
→ Hit 506 points on Hacker News, with the team openly calling it a parody of the Jev hype

Repo: https://t.co/5sIuP91ZR4

[Peng @pengsonal]

PEOPLE ARE BUILDING SOME WILD STUFF WITH JEV

20 mind blowing projects worth checking out:

1. JEV-Ultrafast → browser agent
https://t.co/k5Ws7iHDsP

2. Fast-JEV-Compaction → context compression
https://t.co/kJUJJB1XjK

3. JSON-Render → generative UI
https://t.co/k5DFGE5D8b

4. Typesafe-MCP → use JEV with any client
https://t.co/jrnnGSpDEW

5. JEV-MCP → judgment toolkit
https://t.co/RXNDnhveC6

6. Semdecide → CLI classifier
https://t.co/JxW9sjqRr1

7. JEV-Codex-Router → model routing
https://t.co/AbqD0oiWbr

8. Winnow → context garbage collection
https://t.co/HXR8XyE9C3

9. JEV-Review → code review triage
https://t.co/aE2mh8ptd1

10. Blink → repo navigator
https://t.co/uBTzSfV28O

11. Agent-Desktop → desktop automation
https://t.co/aYi1CGdP3n

12. Typesafe-Mario → plays Super Mario
https://t.co/4ZW9fjcBVA

13. JEV-Drone → drone control
https://t.co/fdZOudVuJT

14. OneVOneJev → browser FPS
https://t.co/MyEYixaEYT

15. JEV-Trader → HFT market making
https://t.co/zleh9r6BQi

16. Prism → liquidity signal detection
https://t.co/4tH8uygInX

17. Neo4Jev → knowledge graph traversal
https://t.co/DnzqYO84Lq

18. JEV-Curate → training data screening
https://t.co/GpG0ROpXKR

19. Canny → completion verification
https://t.co/hmJp64jjBN

20. KillMyIdea → startup idea scoring
https://t.co/dqrDCj3Zk9

if you're using JEV, these are worth exploring

pick one and start building

[Mert Metin Tekdemir @mertmetindev]

Milyarderlerin Ne Aldığını ve Ne Okuduğunu Ücretsiz Gösteren 50 Site

1.) https://t.co/ZhUILN1bYn → Ünlü yatırımcıların güncel portföyleri
2.) https://t.co/h1569lJ8Vk → Fonların çeyreklik alım satımları
3.) https://t.co/1QHfeu7If6 → ABD'li politikacıların hisse işlemleri
4.) https://t.co/kgSSMWDftH → Yöneticilerin kendi şirket hisseleri
5.) https://t.co/Xozx2k1LxX → Fon bildirimlerini okunur hale getirme
6.) https://t.co/EEqRbmZyUA → Şirketlerin resmi raporları
7.) https://t.co/ZFf9Dgfbdm → Buffett'ın 1977'den beri mektupları
8.) https://t.co/ctiJsdUJxV → Buffett toplantılarının video arşivi
9.) https://t.co/90FXbhPxdS → Howard Marks'ın yatırımcı notları
10.) https://t.co/zz1MDr8IuB → Ray Dalio'nun firmasının araştırmaları
11.) https://t.co/v1HeHWaEVu → Dalio'nun ilkeleri ücretsiz
12.) https://t.co/Q2IjfoIYHB → Jeremy Grantham'ın piyasa notları
13.) https://t.co/caKtETdPAv → Kantitatif fon araştırmaları
14.) https://t.co/S6mHnkB8SM → Damodaran'ın değerleme verileri
15.) https://t.co/lBdy39m0In → Değerleme profesörünün blogu
16.) https://t.co/fzQM5n9vjt → Morgan Housel'in para yazıları
17.) https://t.co/hnk89cWDwW → Karar vermenin zihinsel modelleri
18.) https://t.co/Tpz6XSTKil → JPMorgan'ın ücretsiz piyasa rehberi
19.) https://t.co/kahV40Yt2s → Yenilik odaklı fon araştırmaları
20.) https://t.co/g9kDE8CDU6 → Girişim sermayesi denemeleri
21.) https://t.co/iTXfy7MVeu → Değer yatırımı ders notları
22.) https://t.co/HMxqonW0J4 → Columbia'nın değer yatırımı arşivi
23.) https://t.co/FC3aO4sqOS → Fed'in ekonomik veri arşivi
24.) https://t.co/6FJpzUj6Pz → Fed kararları ve açıklamaları
25.) https://t.co/0CG0xVKRgb → Avrupa Merkez Bankası verileri
26.) https://t.co/LfG7m4Gngq → Merkez bankalarının bankası raporları
27.) https://t.co/Yi6kEniOvO → Ülkelerin ekonomik göstergeleri
28.) https://t.co/ncvoSOdTWK → Şirketlerin uzun vadeli grafikleri
29.) https://t.co/T576J29xBh → Şirket finansalları ücretsiz
30.) https://t.co/Li4FmycBIU → Şirketlerin piyasa değeri sıralaması
31.) https://t.co/vC9L4Ueg3b → Hisse tarama ve ısı haritası
32.) https://t.co/0iHwKw6igv → Portföy geri testi
33.) https://t.co/4YtgkWpsTp → Grafik ve piyasa analizi
34.) https://t.co/LO0MYji1vc → Profesyonel piyasa ekranı
35.) https://t.co/rOclEWESJE → Şirket faaliyet raporları arşivi
36.) https://t.co/XIXMyONkRr → SEC'in yatırımcı eğitim sitesi
37.) https://t.co/xNaRTjbel5 → Pasif yatırım ansiklopedisi
38.) https://t.co/MsyMnuJ131 → Finans terimleri sözlüğü
39.) https://t.co/MyMk80MEFK → Ücretsiz finans rehberleri
40.) https://t.co/nSr55dm52J → CFA araştırma yayınları
41.) https://t.co/K6HkgDBhXR → Fon ve hisse değerlendirmeleri
42.) https://t.co/pCDxBWV17P → Şirketlerin görsel analizi
43.) https://t.co/9wWQX6dVKJ → Seçilmiş yatırım tezleri arşivi
44.) https://t.co/HbKe9ZjipZ → Fonların içinde ne olduğunu görme
45.) https://t.co/RH5eswHSaA → Avrupa fon geri testleri
46.) https://t.co/scGmGpK4Br → Veriyle yatırım yazıları
47.) https://t.co/Vj6iVrOhwp → Piyasa tarihi notları
48.) https://t.co/zPBUHjw9pH → Yatırımcı psikolojisi yazıları
49.) https://t.co/E4ayZUhSbT → Ekonomiyi grafiklerle anlatma
50.) ourfiniteworld? → (bkz. not)

Zenginler bilgiyi saklamıyor. Sadece nerede durduğunu kimse söylemiyor.

Kaydedin, lazım olur.
Yatırım tavsiyesi değildir.

[brain function collapse @brainFnCl]

This is NOT Jev.

Open source. Runs on your laptop. Decides in ~27 ms, about 200× faster than waiting on a hosted LLM.

Here it is playing Tetris by itself 👇
https://t.co/eq4gP53o2A

[Misbah Syed @MisbahSy]

Jev is a super fast video editor!

Edited this entire video in less than a minute, and here's how:

First, I transcribed raw vid locally with word timestamps, cut it into 16 beats, then asked Jev these seven questions about every beat:

does this line need a visual at all?
which card template? (18 to pick from, premade)
which text effect?
which transition into it?
how hard do we punch in on the face?
which sound effect?
which word gets emphasised?

Plus five about the video as a whole. Style, colour, caption treatment, energy, progress bar.

117 questions answered by jev < 1 s ~ $0.0017

Using @typesafeai via @LiteLLM

[StudioYebisu @studio_yebisu]

やぁ！兄弟達！

一晩寝ただけで、Jev系のGitHubリポジトリはめっちゃ増えたから!!
ジャンル別にスターが多かったものをまとめておいたよ!!
スターの数はリサーチ時点のものだからそこは勘弁してほしいぜ!! ハハッ

Metaが出してるCV。SAM3.1もAPIで使えるようになったってのと。
JevもOpenRouterで使えるようになったみたいだ!!
もうウェイトリストに並ぶ必要はないよ。

CV x Jevで何か面白いものを作ってよ!!
今日も今日とてGrok翻訳みたいな文章はわざわざタイピングしてるヨ!!

【ブラウザ・PC・スマホ操作】
1. jev-ultrafast｜★4,891
圧倒的大人気！JevといえばUse系への活用が一番期待されてるみたいだね!!
ブラウザ操作と対象要素の選択をJevが担当し、テキスト入力時のみ小型LLMを呼び出す構成。
https://t.co/aZfA1mfOHX

2. typesafe-computer-use｜★203
macOS画面のOCRやアクセシビリティ情報を読み取り、クリックや文字入力を自動化するMac専用ツール。
https://t.co/nxPWCeWFPk

3. mobile-jev｜★103
Mobilerun接続のAndroid端末を操作。CLIやWeb画面、実行ログを確認し��がら操作を進められる。
https://t.co/JKGDRx8gYV

4. jev-voice-browser｜★40
☆これ思ったより面白そうだったよ!!☆
ブラウザの音声認識から意図を抽出し、Playwright経由でWebページを操作する実験的実装。
https://t.co/21h1dM8du1

【AI開発・コードレビュー】
5. fast-jev-compaction｜★2,790
Claude Codeの履歴から、不要と判断したツール呼び出しや結果を削除・短縮。残す会話文は原文のまま。
https://t.co/cOuB4E7xcb
※これも、めっちゃ人気だね！Claudeの不要な部分をJevでコントロールするのは良いユースケースみたいだ!!

6. foreman｜★279
Codexの自律作業をJevが監督し、作業の継続や検証、停止を判断する開発プロセスの実験。
https://t.co/8BuweE6c1j
Codex版だね！

7. jev-review｜★251
Gitの差分やリポジトリ全体を段階的にレビューし、潜在リスクやテスト不足をローカル画面に表示。
https://t.co/0N2PRprSws

8. jev-router｜★121
Claude CodeやCodexの各ターンで、要求タスクの性質に合わせて呼び出すモデルを自動で振り分ける。
https://t.co/I0uCLYk8jI

9. jev-rules｜★3（新顔）
依頼内容や編集対象ファイルに応じて、Claude Codeへ渡す指示ルールや参照資料を選ぶ。
https://t.co/YTP8pxMGw5

【MCP・スキル・CLI】

10. skillbox｜★153
エージェント用スキルを管理・MCP配信する基盤。追加のJev連携で、タスクに合うスキルを推薦する。
https://t.co/PKwPfJaued
これもまるでハーネスの一部として、Jevを活用するってのは面白いよね！！

11. typesafe-mcp｜★62
ClaudeやCodexなどのMCP対応環境から、Jevの選択・採点・真偽判��を直接呼べる非公式ツール。
https://t.co/CoU8h9Dcb1

12. jev-shell-history｜★30
zshで入力中の内容に合う過去のコマンドをJevが選び、履歴から補完する。
https://t.co/jSyj38q394

【検索・データベース】
※このユースケースは注目だ！
Jevの評価機能を上手く使って、ソートをハックしてく。

ユーザーの行動にリアルタイムで合わせて選択をフィルタリングしていくってのはWebと相性が良さそうじゃないか？

13. pg-jev｜★143
PostgreSQLの行を、SQL内の自然言語条件で絞り込み・分類・順位付け。対象データは外部APIへ送信。
https://t.co/PDcAQiOxiV

14. jev-search｜★48
検索語の選定や対象期間の指定、取得したWeb検索結果の関連度ソートをJevに任せる検索パイプライン。
https://t.co/FO6xvZO4lr

15. neo4jev｜★17
Neo4jのグラフ構造において、次にたどる関係をJevに選ばせ、データのつながりを探索・可視化するデモ。
https://t.co/uoeOzKuCVe

【動画・Web閲覧】

16. unclutter｜★73
Webページ内の広告枠や邪魔なポップアップをJevで識別し、画面から非表示化するブラウザ拡張。
https://t.co/kwJsPBb0Ne

17. jevmeter｜★52
動画内の発言を指定した観点で採点し、メーター付きの動画を作る。事実確認や嘘の判定ではない。
https://t.co/nZzlODHtRg

18. youtube-sponsor-detection｜★46
YouTubeの字幕や音声から動画内のスポンサー紹介区間を判定して自動スキップ（配信広告除去とは別）。
https://t.co/iAgNa0Vq5G
※人類はどうしても広告を見たくないみたいだね！ハハッ！

【ガードレール・コミュニティ管理】
19. pi-warden｜★61
Piエージェントを監視し、プロジェクトのルール違反、同じ失敗の繰り返し、未検証の完了報告をチェック。
https://t.co/dbHkInBlxq

20. Jev-Moderation-Bot｜★25
Discordのスパムや詐欺URLを判定し、メッセージ削除や警告、タイムアウトを管理する。誤判定への管理者対応は必要。
https://t.co/hWvzIY1QYz

【マーケティング】
21. notra｜★171
AI回答でのブランド言及を追跡するGEOツール。言及の好意度や掲載順位などの分類処理にJevを活用。
https://t.co/vu1oa7FkJW
※おっと、こいつも注目だ！
GEOツールとして使うことで、事前にA/Bテストをしておくみたいなもんだな。Jevの評価の早さを上手く活かしてるぜ！

【スマートホーム】
22. HA-Jev｜★6（新顔）
Home Assistantの家の状態をJevで判定。洗濯物通知など日常の自動化向けで、安全設備には使わない。
https://t.co/3Mk680U0ta
※Homeへの実装は進めてほしいよな！

【ゲーム・ロボットのシミュレー��ョン】
23. typesafe-mario｜★260
エミュレーターから抽出したゲーム状態データをもとに、Jevにマリオの行動を選択させる制御実験。
https://t.co/r2nQgGACcH

24. jevpilot｜★58
Three.js製の走行シミュレーター上で、提示された進路と速度の候補からJevが行動を選択する実験。
https://t.co/bVJ9HdUM1Y

25. jev-drone｜★58
物理エンジンMuJoCo上のドローンシミュレーションで、障害物の回避行動の判断をJevに委ねる実験。
https://t.co/fmLUYdDSWD

【売買ボットの実験】
26. jev-trader｜★804
Monad上のKuruで売買判断を試す実験。既定は模擬判断のmock、鍵なしは模擬取引のdry-run。収益性は未検証。
https://t.co/DODHIGpTJi
※これも注目度が高い。だれかテクニカル分析の専門家は自分の環境でチューニングしてみてくれよな。

【ローカル・オープンモデル研究（公式Jevとは別）】
以下4件は独立し���研究・実装。公式Jevの公開版ではありません。
27. SemIf｜★1,500
公開モデルで選択肢の確率を直接読み出す独立研究（旧OpenJev）。ブラウザ上で動くデモも提供。
https://t.co/q2OZKmInGE

28. jevlike｜★851
可変長の選択肢群を一度に評価する小型モデル学習の独立研究。公式Jevの複製ではなく研究の出発点。
https://t.co/Ke9wmLHCTU

29. NanoJev｜★313
Qwen3-0.6Bベースの並列判断モデル。重みや学習コードを公開し、ゲーム制御デモなどを同梱した独立実装。
https://t.co/cQCR6VytW1

30. openjev-sglang｜★127
QwenとSGLangによる互換APIの独立実装。B200などGPUサーバーでの稼働を想定した構成。
https://t.co/QXklNwzA79

おっと、最後に注意事項だ。
API課金・外部へのデータ送信は使う前に各リポジトリで確認を。今回は公開資料を調べた紹介で、全件を試用・動作検証したわけではありません。

ある程度は内容を目視でみたけどな！流石に全部を検証する時間はなかったぜ！

[CV.YH @0xCVYH]

Laya é um open source do Jev que já veio acima dele.

tá cada vez mais rápido

https://t.co/XVyFYPxVht

[BSPK @BSPK_]

https://t.co/GXrpmsVKnQ

[StudioYebisu @studio_yebisu]

やぁ！兄弟たち！

Jevに関するGitHubの実用性と発展性がありそうなリポジトリをまとめたよ！
やはり、高速判断を要するComputerUseや完全自動トレードなんかに対しての活用が多い印象だね！

Jevは公式のウェイトリストも1日ほどで承認されるけど、待たなくてもVercel AI GatewayからModel: typesafe-ai/jevで直接呼び出せるってさ！
このGrok翻訳っぽい文章はわざわざタイピングしてるゾ！

1. browser-use/jev-ultrafast
Jevがブラウザ自動操作と対象要素を選び、文字入力時のみ小型LLMを使うブラウザエージェント。
https://t.co/aZfA1mgmxv

2. TheoLeeCJ/openjev
TypeSafe公式の非公開モデルを再現したものではなく、オープンモデルで同じ入出力パターンを試す独立プロジェクト。ローカルGPUで動かせます。
https://t.co/jij3KZqvLA

3. vinnylarouge/jevlike
変化するテキスト候補から1つを選ぶJev-likeモデルを、自前データで学習する独立プロジェクト。TypeSafe公式モデルではありません。※使い物にはならないが面白い試み
https://t.co/Ke9wmLIaJs

4. jarrodwatts/jev-trader
Monad上のKuru MON-USDCを対象に、Jevで売買判断を行うトレードbot。デフォルトはdry-run/mock動作で、収益性を証明・保証するものではありません。
https://t.co/DODHIGqryQ

5. Anil-matcha/awesome-jev-by-typesafe
TypeSafe Jevの使い方、パターン、プロンプト、スターターコード、事例などを集めたコミュニティのまとめ。
https://t.co/e8j9G9VorO

6. awlevin/typesafe-computer-use
画面をOCRで読み取り、次のクリック操作をTypeSafe/Jevで選ぶMac向けのcomputer-use実装。
https://t.co/nxPWCeXdES

7. devagrawal09/jev-review
Git diffやコードベースを段階的に検査し、正確性・安全性・信頼性・互換性・テストリスクを構造化して表示するコードレビューworkflow。
https://t.co/0N2PRpsqm0

8. gargpratyush/jev-router
Claude CodeやOpenAI Codexのターンごとに、簡単な作業を速いモデル、難しい作業を強いモデルへ振��分けるルーター。
https://t.co/I0uCLYkG9g

9. vlad-terin/jev-browser
既存のブラウザ自動操作ツールにJevを組み込み、連続的な観測・操作・検証ループで対象要素を選��非公式runtime/skill。
https://t.co/pNzXAU9Cbd

10. droidrun/mobile-jev
実機のAndroid端末をJevで操作するモバイルエージェント。ライブ操作デモ、CLI、実行トレースを含みます。
https://t.co/JKGDRx8OOt