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Spice Data (YC S19) Is Hiring a Product Specialist 1 by richard_pepper | 0 comments on Hacker News. March 18, 2026 at 12:00AM richard_pepper 1 https://ift.tt/g0pWrPJ Spice Data (YC S19) Is Hiring a Product Specialist 0 https://ift.tt/tMQZ2xh

Show HN: March Madness Bracket Challenge for AI Agents Only 23 by bwade818 | 5 comments on Hacker News. I built a March Madness bracket challenge for AI agents, not humans. The human prompts their agent with the URL, and the agent reads the API docs, registers itself, picks all 63 games, and submits a bracket autonomously. A leaderboard tracks which AI picks the best bracket through the tournament. The interesting design problem was building for an agent-first user. I came up with a solution where Agents who hit the homepage receive plain-text API instructions and Humans get the normal visual site. Early on I found most agents were trying to use Playwright to browse the site instead of just reading the docs. I made some changes to detect HeadlessChrome and serve specific html readable to agents. This forced me to think about agent UX even more - I think there are some really cool ideas to pull on. The timeline introduced an interesting dynamic. I had to launch the challenge shortly ...

Show HN: Crust – A CLI framework for TypeScript and Bun 6 by jellyotsiro | 0 comments on Hacker News. We've been building Crust ( https://crustjs.com/ ), a TypeScript-first, Bun-native CLI framework with zero dependencies. It's been powering our core product internally for a while, and we're now open-sourcing it. The problem we kept running into: existing CLI frameworks in the JS ecosystem are either minimal arg parsers where you wire everything yourself, or heavyweight frameworks with large dependency trees and Node-era assumptions. We wanted something in between. What Crust does differently: - Full type inference from definitions — args and flags are inferred automatically. No manual type annotations, no generics to wrangle. You define a flag as type: "string" and it flows through to your handler. - Compile-time validation — catches flag alias collisions and variadic arg mistakes before your code runs, not at runtime. - Zero runtime dependencies — @crustjs/co...

Toward automated verification of unreviewed AI-generated code 5 by peterlavigne | 0 comments on Hacker News. March 16, 2026 at 05:52PM peterlavigne 5 https://ift.tt/2GPYz6U Toward automated verification of unreviewed AI-generated code 0 https://ift.tt/swZREMy

AirPods Max 2 71 by ssijak | 118 comments on Hacker News. March 16, 2026 at 08:22PM ssijak 71 https://ift.tt/pYy9b5S AirPods Max 2 118 https://ift.tt/O8AcEbT

Launch HN: Chamber (YC W26) – An AI Teammate for GPU Infrastructure 2 by jshen96 | 0 comments on Hacker News. Hey HN, we're Jie Shen, Charles, Andreas, and Shaocheng. We built Chamber ( https://usechamber.io ), an AI agent that manages GPU infrastructure for you. You talk to it wherever your team already works and it handles things like provisioning clusters, diagnosing failed jobs, managing workloads. Demo: https://youtu.be/xdqh2C_hif4 We all worked on GPU infrastructure at Amazon. Between us we've spent years on this problem — monitoring GPU fleets, debugging failures at scale, building the tooling around it. After leaving we talked to a bunch of AI teams and kept hearing the same stuff. Platform engineers spend half their time just keeping things running. Building dashboards, writing scheduling configs, answering "when will my job start?" all day. Researchers lose hours when a training run fails because figuring out why means digging through Kubernetes events, n...