https://github.com/madebywelch/mau

It's a daily knowledge-point briefing from your coding-agent sessions. It scans the prior N days of Claude Code and Codex transcripts on your machine, finds the moments where you encountered something unfamiliar, and produces a dense few-paragraph explainer of the underlying concepts.

I personally have found it quite useful. Open to feedback and discussions around skill atrophy

Comments URL: https://news.ycombinator.com/item?id=48037949

Points: 1

# Comments: 0

I've spent the last several months building an AI-driven system that generates Minecraft mods and plugins e2e. It's an agentic workflow that writes code, runs it through the standard toolchain, and handles the usual compile-time and simple runtime issues as part of the loop. The interesting part has been making the whole process reliable across multiple modding ecosystems and version targets.

The system currently supports generating server plugins (Spigot), server and client mods (Fabric, NeoForge), and Cobblemon mods for Fabric. At this point the system has produced several hundred mods, many of which are running in real production environments. What's been interesting is how people actually use it: about 52% of users who generate a mod come back to create more, and 42% iterate on their mods through conversational refinement with the AI. Roughly 97% of generated mods compile and run successfully on the first pass. That said, 'successful' doesn't always mean pixel-perfect alignment with the user's initial request. The model sometimes drifts near the edges of the spec, especially when the request sits outside a clear operational boundary.

The broader goal is to democratize access to building Minecraft experiences, client-side, server-side, or hybrid. Today, creating custom mechanics often requires either deep familiarity with modding toolchains or paying hundreds or thousands of dollars for bespoke plugins and long-term developer contracts. I want people to be able to rapidly prototype ideas, experiment, and ship things that would've been too expensive, too slow, or simply inaccessible before.

I'm interested in feedback on the approach, the architecture, and the failure modes people expect as requests grow more complex or cross modloader boundaries.

Comments URL: https://news.ycombinator.com/item?id=46088618

Points: 4

# Comments: 2

In terms of pricing, email me with your use case and the expected volume. We can likely do a pilot for free to see if there's a fit.

The same operators that would be completing your tasks are the ones we trust and have trained to complete our own internal tasks.

More recently, like many companies, we've been building more automation. And like everyone else, we've seen our automations fail on edge cases—a weirdly formatted invoice our parser can't read, a website layout change that breaks a scraper, etc. Our team would have to manually step in to fix these.

We realized other developers must have this exact same problem, but without a 250-person team on standby. So we connected our old, battle-tested Hub to a new, modern front door: a Human-in-the-Loop (HITL) API. We're calling it browser-work.com.

The idea is simple: when you hit a task that needs a human, you can send it to our team through the API.

Here's how it works:

  - You POST a request to our endpoint. The payload contains the context for the task (like a URL) and a set of instructions for the human on what to do.
  - The task appears in the Hub, where one of our trained operators can claim it.
  - They perform the task exactly as instructed, all within the secure Hub environment.
  - When they're done, we send a webhook to your system. The return payload includes the task's output, any notes left by the human, and a detailed log of their actions (e.g., DOM elements they interacted with).

The product is live and we're looking for people with interesting use cases.

I'm Robert, the CIO. If this sounds useful to you, send me a brief email about your use case at robert@apmhelp.com and we can get you started right away.

Happy to answer any questions here.

Comments URL: https://news.ycombinator.com/item?id=44636968

Points: 5

# Comments: 7

Comments URL: https://news.ycombinator.com/item?id=44538675

Points: 5

# Comments: 0

APMHelp is a specialized accounting and bookkeeping service dedicated exclusively to property managers. With a 100% trust account audit pass rate since 2017, we provide expert back-office solutions including trust bookkeeping, corporate accounting, bank reconciliations, and financial cleanup services.

We are looking for a kickass developer who is no-nonsense, no-drama, and no-ego. As a Go developer in the Innovation Engineering department, you will be building products from 0-1 and 1-10.

If this sounds interesting to you, please email me at robert@apmhelp.com