I Built a JIT Compiler for AI Agents: How We Turned 30s LLM Chains into 0.1ms Deterministic Python
🌍 Dev.to

I Built a JIT Compiler for AI Agents: How We Turned 30s LLM Chains into 0.1ms Deterministic Python

In 2026, AI agents have become the default paradigm for automating complex workflows: DevOps orchestration, customer support, database triage, and e-commerce transactions. Yet, every engineering team deploying autonomous agents in production eventually hits the same brick wall: Crippling Latency: A standard 4-step tool chain ( think -> tool -> observe -> think ) easily burns 15 to 45 seconds . Brutal API Bills: Running that loop 50,000 times a day costs thousands of dol...
🌍 Dev.to

Funciones de servidor en Fitz: llamá al server desde un componente WASM, sin plomería

TL;DR — Marcás una async fn con @rpc y la llamás desde un componente .fitzv como si fuera local : let u = get_user(42).await? . El compilador genera las dos mitades desde esa única declaración — un endpoint POST /__rpc/get_user del lado server (que puede tocar la DB, auth, secrets) y un stub fetch del lado client — con el mismo type compartido back y front. Sin handler HTTP a mano, sin fetch , sin JSON glue, sin rutas escritas a mano, sin deps externas. (Parte 7 de la se...
🌍 Dev.to

Server functions in Fitz: call the server from a WASM component, no plumbing

TL;DR — Mark an async fn with @rpc and call it from a .fitzv component as if it were local : let u = get_user(42).await? . The compiler generates both halves from that one declaration — a POST /__rpc/get_user endpoint on the server (which can touch the DB, auth, secrets) and a fetch -based stub on the client — with the same type shared back and front. No hand-written HTTP handler, no fetch , no JSON glue, no route strings, no external deps. (Part 7 of the FitzLiveViews se...
🌍 Dev.to

Fresh Context Is Not Enough: An Agent Action Needs a Valid Chain Back to Its Decision

Fresh Context Is Not Enough: An Agent Action Needs a Valid Chain Back to Its Decision AI Use Disclosure: I use AI tools to help research, organize, and refine these weekly notes. I review the underlying sources, decide which developments and arguments are worth including, and edit the final piece before publishing. This week's most interesting agent architecture question was not whether models have enough context, but whether a pending action is still justified by the state, evidenc...
🌍 Dev.to

Deploy a Node/TypeScript API to Railway in 15 minutes (with a worker-friendly setup)

This walkthrough deploys a simple Express API to Railway, sets env vars, and notes how to add a second service later for a queue worker. Disclosure: Some links are affiliate links. I may earn a commission at no extra cost to you. What you'll end up with A deployed Node/TS HTTP service HTTPS URL on Railway Env-based config ( PORT , DATABASE_URL , etc.) A clear path to add a worker process (BullMQ etc.) as a second service Companion repo Clone or for...
🌍 Lobsters

Everything is a Trust Decision

A machine checked proof of the exhaustive boundaries of trust. I'll let the text carry the rest. Comments
🌍 Lobsters

What are you doing this weekend?

Feel free to tell what you plan on doing this weekend and even ask for help or feedback. Please keep in mind it’s more than OK to do nothing at all too!
🌍 SmashingMag

Building A UX ROI Case That Survives The Boardroom

Strong UX ideas do not secure investment on their own. Through a worked example, Alex Williams breaks down how to define business value, calculate costs, test causality, and build a credible case for the return on a design initiative. - UX - Design - Business
HackerNews

Measuring the sloppiness of code

Article URL: https://earendil.com/posts/measuring-code-sloppiness/ Comments URL: https://news.ycombinator.com/item?id=49658311 Points: 183 # Comments: 206
HackerNews

HuggingFace: Security.txt

Article URL: https://huggingface.co/security.txt Comments URL: https://news.ycombinator.com/item?id=49659245 Points: 195 # Comments: 50
HackerNews

Rune is now open source

Article URL: https://rune.build/blog/rune-is-now-open-source Comments URL: https://news.ycombinator.com/item?id=49660149 Points: 71 # Comments: 20
HackerNews

118M Queries per Second on Neki

Article URL: https://planetscale.com/blog/118-million-queries-per-second-on-neki Comments URL: https://news.ycombinator.com/item?id=49660555 Points: 66 # Comments: 31
HackerNews

Global Glacier Extinction Explorer

Article URL: https://glacierextinction.com Comments URL: https://news.ycombinator.com/item?id=49660576 Points: 127 # Comments: 47
HackerNews

Show HN: Godot and Rust based multiplexer (terminal panes and more)

I wanted to share my side-project: gPTY. Started off as an idea to combine Godot and Rust in a project (two stacks I wanted to use more to learn more). The base inspiration was tmux - simply allow spawning multiple PTYs and then let the user grid/tile them how they see fit. But since we have the Godot game engine at our disposal, we can do some more interesting things, like add an FPS counter, and then subsequently also let people set their preferred FPS (the idea being the potential lower power...
HackerNews

Show HN: Hacker News, Without AI

Article URL: https://www.unslop.news/ Comments URL: https://news.ycombinator.com/item?id=49660783 Points: 123 # Comments: 54
HackerNews

Room 641A

Article URL: https://en.wikipedia.org/wiki/Room_641A Comments URL: https://news.ycombinator.com/item?id=49662367 Points: 65 # Comments: 11
HackerNews

A misalignment of AI in mathematics

https://terrytao.wordpress.com/2026/09/11/a-severe-misalignm... https://www.economist.com/science-and-technology/2026/09/11/... , https://unwall.app/www.economist.com/science-and-technology/... Comments URL: https://news.ycombinator.com/item?id=49662371 Points: 158 # Comments: 245
HackerNews

Litelm: LiteLLM Without the Bloat

Article URL: https://github.com/kennethwolters/litelm Comments URL: https://news.ycombinator.com/item?id=49662767 Points: 34 # Comments: 12
HackerNews

GrapheneOS' rewritten Messages app is released

Article URL: https://github.com/GrapheneOS/Messaging/releases/tag/13 Comments URL: https://news.ycombinator.com/item?id=49663373 Points: 18 # Comments: 2
🌍 TheVerge

Arizona’s lifeline for chip manufacturing is drying up

Arizona, an epicenter for the bipartisan push to revive American chip manufacturing, is about to lose more than a quarter of the water it typically pulls each year from the Colorado River. The 1,400-mile waterway is a crucial lifeline for the region and other western states. A recent federal decision on how to manage its […]