500 emails for 3.5 cents
500 emails for 3.5 cents: a triage & routing build posted by Riley Brown (@rileybrown) that puts Jev, TypeSafe AI's System One decision model, to work, with a demo video on the post.
JevBuild · 3.9K likes
Automation
103 builds from 101 builders, across every launch.
Top examples
Triage across 1,500 emails
JevBuild · 3.6K likes
Laya-CoreML: 4.98 ms decisions on the Neural Engine, 2.78x better energy than MLX
Validated Core ML ports of all Laya checkpoints. One short multilingual decision in 4.98 ms P50 on M3 Max with ANE FP16, at 2.78x better energy per decision than MLX FP16.
LayaRepo · 1.6K stars
8 Insane ChatGPT Browser Use Cases (automate anything)
Eight browser-use automations showcased on ChatGPT's agent stack, with tasks you can copy.
OpenAI DotsVideo · 67.6K views
FluidUse: local computer use on Apple Silicon with Laya and CUA-S1-FORMS
Swift package that reads a form in a running Mac app through the Accessibility API, asks an on-device model what belongs in each field, and types it in. ~1 ms per decision.
LayaRepo · 235 stars
A model router on Jev
A model router on Jev: a triage & routing build posted by Duncan (@ephraimduncan) that puts Jev, TypeSafe AI's System One decision model, to work, with a demo video on the post.
JevBuild · 1.9K likes
QQ bridge that lets DeepSeek Harness agents chat in QQ groups
Bridges QQ (via OneBot v11) to DSH agents with social simulation, slang learning and safe MCP tools. The author built it so an agent can behave like a regular member of a chat group.
DeepSeek HarnessMCP server · 752 stars
Laya on CoreML: 99.5% of ops on the Apple Neural Engine
FluidInference ported Laya to CoreML with 99.5% of ops running on the ANE and benchmarked it at 3.7 ms per decision on an M5 Pro.
LayaBuild · 1.3K likes
ChatGPT Dots is an INCREDIBLE AI Agent (Here's Why)
Zinho Automates shows workflows a dot can run on its own and explains why he rates it as a strong agent.
OpenAI DotsVideo · 24.1K views
macOS app that files your Downloads folder by your own rules
Marcel Pociot built a Mac app that watches Downloads and asks Jev yes/no questions such as 'is this an invoice' to move each file where your rules say.
JevBuild · 1.2K likes
Fraud detection with Jev and Kimi K3
JevBuild · 872 likes
Intent-based search in Gmail
JevBuild · 909 likes
laya.cpp: standalone C++ inference with CUDA and Vulkan backends
Ggml-based C++ runtime for all three checkpoints. Native tokenization, decision heads and JSON output; optimized FP16/BF16 CUDA on RTX with FP32 accumulation, plus Vulkan.
LayaRepo · 119 stars
OpenAI Dots: Set Up Your Own 24/7 AI Assistant
Leon van Zyl shows how to set up a dot as a 24/7 personal assistant, including connections and scheduled tasks.
OpenAI DotsVideo · 6.1K views
Dot finds ~$500/yr in recurring charges and texts customer service for him
OpenAI researcher Noam Brown tested dots over a weekend and had his dot hunt down subscriptions to cancel. It then connected to a customer service channel and handled an entire texting conversation on his behalf.
OpenAI DotsUse case · 703 likes
900 images in 40 seconds
JevBuild · 443 likes
Dot rescues a commute after a cancelled train without being asked
Paul Hudson woke to a cancelled train; his dot read the cancellation email, saw his ticket was valid on earlier services, checked live tracking and surfaced an alternative on its own. A concrete early-access story of proactive help.
OpenAI DotsUse case · 368 likes
muse-guardian: probes, keep-alive and auto-approve skill for Muse VMs
Installs health probes, persistent data, Hermes and an auto-approve card for outbound requests on the Muse sandbox, plus a rebuild skill if the container resets.
Meta MuseRepo · 72 stars