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The pre-LLM-effort-was-a-filter argument holds up, but I think what effort was really filtering for was why someone built the thing. High effort filtered out "this seemed fun for a weekend" projects. LLMs just surfaced that those were always the majority.
The better filter is: does this project serve a specific audience that genuinely needs it, or is it a demo of what you can do with Claude?
What I look for now:
Specific problem for a specific group of people (not "general-purpose LLM wrapper")
Open core (MIT or something that lets the community carry it if the author walks)
Revenue model or institutional backing (someone has to keep the lights on)
Evidence the author understands what they shipped, not just LLM output committed wholesale
We build CircuitForge, self-hosted tools for navigating opaque systems (job markets, government benefits, insurance). The architecture is deterministic-first: eligibility checks, validation, and data pipelines are rule-based and grounded in structured data, so the LLM is drafting from a clean, repeatable foundation rather than hallucinating into a void. That also means we can run smaller, specifically fine-tuned models instead of throwing a frontier model at everything and hoping for the best. Smaller models run on consumer hardware, which cuts hosting cost and shrinks the privacy risk surface significantly. Humans approve before anything acts. Pipeline layer is MIT and lives on Forgejo. There's a full devops stack, a real business model, and I use these tools every day. We're also actively collaborating with other devs and always looking for contributors.
The people using these tools actually need them. That's the commitment signal that doesn't evaporate when the novelty wears off.
Replying to this post with an AI slop comment takes some balls, mate
Ha, the irony isn't lost on me. But the comment was mine, not generated. The project does use LLMs as a tool (that's the point of it), but "uses LLMs" and "is slop" aren't the same thing. The repo is public if you want to check the commit history and structure rather than take my word for it.
This reads a little like a LinkedIn post.
Fair point, I'll own it. Dropping a project link in a thread about slopcode is going to read as a pitch, and I needed to promote or nothing will ever happen.
That said, I figured showing a concrete example was more useful than just adding another opinion to the pile. If you want to pull the repo (https://git.opensourcesolarpunk.com/Circuit-Forge/peregrine), the structure is there to review. There's a deterministic pipeline underneath the LLM layer (eligibility checks, form validation, deadline tracking all run without LLM involvement), CI with test coverage, and a fine-tuned model approach that keeps inference on local hardware where possible.
The hard part wasn't the LLM layer, it was the plumbing around it that keeps the LLM in an advisory role instead of a decision-making one. That design constraint is what I wanted to show, not just "look, I made a thing."
Also, fair warning: my day job involves writing docs and reports for corporate clients, so the LinkedIn voice leaks in whether I want it to or not. Working on it.
Dammit...did you have to pivot this into a pitch?
Unfortunately, yeah. I'm still in the "I have a cool thing that actually is cool but buried under slop" phase, so getting literally any attention is helpful. I hate it, but if I want to make these tools, I have to get my hands a little corpo 🤮