Tech Articles
Curated developer articles, tutorials, and guides – auto-updated hourly
Don Johnson1d ago • 5 min read
I Put Jev Behind a TLA+ Spec and Ran 1,680 Chaos-Tested Pharmacy Decisions. Zero Wrong Verdicts.
Jev returns a probability, not prose. That made it possible to model-check the consensus around it, ...
#jev#ai#rust#testing
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Senna7h ago • 9 min read
I Rebuilt Jev's Structure with Qwen (Not Its Capabilities)
Jev does not generate an answer string. It makes a typed decision in one forward pass. So,...
#ai#jev#pytorch#machinelearning
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Kunko AI Labs1d ago • 2 min read
Your AI judge says 98% confident. Does it mean it?
Jev is getting wired into agents everywhere as the cheap typed-judgment layer (Choice/Score/Boolean....
#ai#jev#github#agents
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Ikkun8h ago • 10 min read
Jev vs a 310M encoder I trained myself: 750 rows, three tasks, two different winners
TL;DR: I ran three Japanese classification tasks (250 rows each, same gold labels) through six...
#llm#ai#jev#machinelearning
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Dimon1d ago • 5 min read
Human, agents, code, judge: adding Jev without replacing peer review
I use Claude and GPT to review each other's work. Adding Jev did not replace that arrangement. It...
#ai#agents#jev#workflow
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JimmyLiao1d ago • 6 min read
Valid Schema, Wrong Content: Using Jev to Guard a Google ADK Agent
Schema-valid is not content-correct · Part 1/3 It starts with a storyboard a...
#googlecloud#adk#jev#ai
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MINI JAIN2d ago • 3 min read
Five Things Developers Are Actually Building With JEV (And Why It Matters)
When TypeSafe AI came out of stealth in September 2026 with founder Diogo Almeida, a name attached t...
#jev#machinelearning#ai#agi
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Yoshifumi Tamoto1d ago • 6 min read
I let an LLM judge inside Python's if statements, then ran Ansible's own tests on it
fuzzyif puts a plain-language question in an if condition. Replacing 418 lines of if/elif in Ansible...
#python#ai#jev#showdev
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Maayan Levy23h ago • 3 min read
Jev was the tipping point - I built the last MySQL search statement
The problem that kept finding me was mapping unstructured data into an existing corpus. Supplier...
#showdev#mysql#jev
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Nathan C.2d ago • 4 min read
I found the model Flash Onyx 3 was missing. It doesn't generate a single word.
Jev doesn't generate text. It might be the piece Flash Onyx 3 was actually missing.
#ai#llm#opensource#jev
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Ikkun3d ago • 9 min read
Jev: one judgment call, or twelve dimension scores? I measured both on three classification tasks
The obvious way to use Jev (TypeSafe AI's System One judgment API) is one question per row, then...
#llm#ai#jev#machinelearning
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Daniel Castillo14h ago • 7 min read
¿Cómo usar Jev?: Jev + LangChain + Vercel AI Gateway
Clasificación, puntuación y enrutamiento de decisiones con jev, LangChain y la API TypeSafe-compatib...
#jev#typesafe#langchain#python
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Rupesh Poojary1d ago • 4 min read
Open-Source Jev Alternatives: Run Typed, Calibrated LLM Decisions Locally
TypeSafe's Jev put a name on something real: "System One" models that return typed, calibrated...
#jev#ai#machinelearning#opensource
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chowderhead15h ago • 6 min read
JEV assisted LLM Trading
We gave our LLM trading bot an auditor that never sees the chart Every hour, on the hour,...
#ai#jev#llm#gemini
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Mehmet Aras13h ago • 8 min read
Searching for Better Game Recommendations with Jev
My own code was steering a language model toward the same twenty popular games on one page in ten. I...
#ai#llm#jev#sideprojects
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Shin02216h ago • 11 min read
What people are building with Jev: a look through nine awesome lists
A visual guide to Jev projects: nine directory READMEs, repository overlap, a 358-entry category bre...
#ai#jev#opensource#showdev
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l3o62d ago • 4 min read
Routing OpenCode Tasks with Jev
After the release of the TypeSafe AI Jev model and its availability in OpenRouter, I decided to...
#ai#agents#jev#devtools
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DevOps Daily2d ago • 8 min read
Jev and the Classification Problem Hiding in Your LLM Bill
Look at where the model calls sit in your systems. Not the chat feature, the plumbing. Something...
#ai#llm#jev#architecture
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DMJ Jones1d ago • 6 min read
Your certificate inventory is exact. Your tickets are not.
Every certificate team has read this ticket: We renewed the certificate yesterday and I can see th...
#ai#security#devops#jev
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Akshay Kanthed1d ago • 2 min read
Your LLM vendor can change its mind overnight. Here's how we started catching it.
If you're building on someone else's LLM API, you've probably had this experience: your app has been...
#ai#opensource#llm#jev
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saaro2d ago • 5 min read
TypeSafe AI Jev: An AI model that doesn't generate text – and is 200x faster
TypeSafe AI has released a model called Jev that doesn't generate text, but delivers typed decisions...
#ai#llm#typesafeai#jev
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chorylee19h ago • 2 min read
I Ran 300 Real Jev Calls on a Simulated Robot Fleet. The Bill Was $0.00737.
TypeSafe's Jev came out of stealth this month and every demo I see is the same: browsers, games, toy...
#jev#ai#benchmarks#robotics
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Gopi Narayanaswamy1d ago • 4 min read
My AI Agent Has 100 Tools. Why Should I Send All 100 to the LLM?
I recently came across an interesting problem while thinking about AI agents. Imagine an enterprise...
#jev#ai#agentskills#webdev
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l3o61d ago • 6 min read
Some Decision-Making Methods for System One Models Like Jev
When working with System One models like Jev, we may need decision-making algorithms such as...
#ai#jev#python#programming
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