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Stresstest my AI chat – HAMMER IT

1•tobiaslins•12mo ago
Please stress test it - like hammer it hard: https://jazz-ai-chat.vercel.app

It was so delightful to build thanks to jazz.tools.

Vercel's Fluid compute makes it run efficient and scale endlessly

How does it work? Each message is created locally and added to the chat. At the same time I "wake up" a Vercel Function which consumes the chat, runs AI and writes directly into Jazz

The client just renders the state from Jazz. No real streaming required.

Source: https://github.com/tobiaslins/jazz-ai-chat

Whats Fluid Compute? When you run Serverless Functions, usually one invocations serves one request. With Fluid, multiple requests can be served by one function invocation, which is super useful when using AI (low CPU usage, only waiting for upstreams)

Whats Jazz? It's a new way to build apps. It's persistence (like a graph database) with permissions and sync built in.

You can access/write Jazz even from backend workers like here from Vercel Functions.

Comments

gus_massa•12mo ago
It needs a spinning circle or dots to show that the AI is thinking. (It can be just an animated gif :) .)

Sometimes it doesn't reply until I add a second question like "????"

Agent Harness Engineering

https://twitter.com/addyosmani/status/2053231239721885918
2•pretext•6m ago•0 comments

Late-interaction rerank made our F1 worse, not better – a negative result

https://sverklo.com/blog/late-interaction-rerank-made-our-f1-worse/
1•nike-17•10m ago•0 comments

A Field Study of Institutional Control in an AI-Staffed Prediction-Market Desk

https://github.com/wes-zheng/ai_institutions/blob/main/technical_report/paper.md
2•bbcf•20m ago•0 comments

When life gives you lemons, write better error messages

https://wix-ux.com/when-life-gives-you-lemons-write-better-error-messages-46c5223e1a2f
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Zeta2.1: 3x Fewer Tokens, 50ms Faster

https://zed.dev/blog/zeta2-1
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Scouting's Real Crisis Is Not Marketing. It Is Decades of Neglect.

https://www.untendedfire.org/2026/05/09/scoutings-real-crisis-is-not-marketing-it-is-decades-of-n...
1•AuthorizedCust•37m ago•0 comments

Giant Virginia Data Center Project Upended by Clerical Error

https://www.bloomberg.com/news/articles/2026-05-08/giant-data-center-project-in-virginia-upended-...
1•1vuio0pswjnm7•43m ago•0 comments

NYC School District Hit by Malware Attack as Well as Canvas Hack

https://www.bloomberg.com/news/articles/2026-05-08/canvas-hack-on-nyc-schools-comes-amid-separate...
2•1vuio0pswjnm7•45m ago•0 comments

Student hackers revenge on final exams 'ShinyHunters' attacks nearly 9k schools

https://fortune.com/2026/05/08/student-hackers-get-revenge-on-final-exams-as-shinyhunters-takes-d...
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Aurora: A Leverage-Aware Optimizer for Rectangular Matrices

https://blog.tilderesearch.com/blog/aurora
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What is Elon Musk's formula

https://www.economist.com/culture/2026/05/07/what-is-elon-musks-formula
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Hantavirus tracker with Pandemic 2's UI

https://hantavirus.xetera.dev/
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Atlas Mehs

https://darthcoder.github.io/2026/05/10/atlas-mehs/
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The Title on Your Badge Is Becoming a Guess

https://priorcontext.substack.com/p/the-title-on-your-badge-is-becoming
2•contextwindow•1h ago•1 comments

Arrow Flight vs. JSON in Next.js: Benchmarking Python and Go

https://kayhan.dev/posts/012-arrow-flight-vs-json-nextjs-snowflake-benchmark/
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The Hidden Reason Screwdriver Handles Look Like This [video]

https://www.youtube.com/watch?v=sGiRSA_GWK8
2•CharlesW•1h ago•0 comments

Global AI Diffusion Q1 2026 Trends and Insights

https://www.microsoft.com/en-us/corporate-responsibility/dmc/topics/ai-economy-institute/reports/...
2•igor_mart•1h ago•2 comments

Grinder12: 0.96-Bit Lossless Streaming KV-Cache (16.55x VRAM Savings

https://github.com/ggml-org/llama.cpp/discussions/22891
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Xs of Y – roguelike that names itself every run. Written in 4kLoC

https://github.com/nooga/xsofy
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Gemini API File Search is now multimodal

https://blog.google/innovation-and-ai/technology/developers-tools/expanded-gemini-api-file-search...
37•gmays•2h ago•2 comments

Snyk and Claude Code: real-time security scanning of AI-generated code

https://codebrainery.com/articles/snyk-claude-code-real-time-security-scanning-for-ai-code
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Dissolving atherosclerotic plaque without surgery

https://www.cureus.com/articles/488870-closed-loop-extracorporeal-vascular-cleaning-by-staged-che...
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Show HN: Modafinil - Let agents continue running while MacBook lid is closed

https://github.com/narcotic-sh/modafinil
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"genesis mission (US Government)" (Angela Collier on AI and research) [video]

https://www.youtube.com/watch?v=p6Ejmhwb8Sc
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MCP for sandboxed, reproducible envs for agentic-first coding workflows

https://github.com/aniongithub/devcontainer-mcp
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Flipping the bozo bit on flips the learning off

https://surfingcomplexity.blog/2026/05/09/flipping-the-bozo-bit-on-flips-the-learning-off/
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Powering the Inference Era: Inside the DigitalOcean AI-Native Cloud

https://www.digitalocean.com/blog/powering-the-inference-era
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The Laboratory and the Artist

https://clereviewofbooks.com/the-laboratory-and-the-artist/
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Memory device breaks high-temperature performance record

https://physicsworld.com/a/memory-device-breaks-high-temperature-performance-record/
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How Israel's creation mirrors Greek independence – and why it's overlooked

https://www.jpost.com/opinion/article-895285
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