Are there other OSS LLMOps projects that have overtaken you? I couldn't think of one.

As someone who has jumped from one industry to another: I'm sorry, but domain expertise isn't much of a moat. Yes, it takes a while to learn a particular industry/business, but it doesn't take that long, and worse still: one advantage that LLMs have over us humans is they have such a broader inventory of human knowledge at their disposal. I've literally used LLMs as product managers for new domains, and while I see the rough edges that LLMs have, they always have significant domain expertise.

I don't think that's the moat.

Installing collected packages: sortedcontainers, boolean.py, urllib3, typing-extensions, tqdm, tomlkit, tomli-w, tomli, tenacity, stevedore, shellingham, ruamel-yaml, regex, PyYAML, pyparsing, pygments, pycparser, platformdirs, pip-api, packaging, packageurl-python, msgpack, mdurl, marshmallow, MarkupSafe, license-expression, joblib, idna, h11, filelock, defusedxml, click, charset_normalizer, certifi, annotated-types, annotated-doc, typing-inspection, requests, pydantic-core, py-serializable, pip-requirements-parser, nltk, markdown-it-py, jinja2, httpcore, dparse, cffi, anyio, rich, pydantic, httpx, cyclonedx-python-lib, cryptography, CacheControl, typer, safety-schemas, joserfc, bandit, pip-audit, authlib, safety, velonus Successfully installed CacheControl-0.14.4 MarkupSafe-3.0.3 PyYAML-6.0.3 annotated-doc-0.0.4 annotated-types-0.7.0 anyio-4.13.0 authlib-1.7.2 bandit-1.9.4 boolean.py-5.0 certifi-2026.4.22 cffi-2.0.0 charset_normalizer-3.4.7 click-8.3.3 cryptography-48.0.0 cyclonedx-python-lib-11.7.0 defusedxml-0.7.1 dparse-0.6.4 filelock-3.29.0 h11-0.16.0 httpcore-1.0.9 httpx-0.28.1 idna-3.15 jinja2-3.1.6 joblib-1.5.3 joserfc-1.6.5 license-expression-30.4.4 markdown-it-py-4.2.0 marshmallow-4.3.0 mdurl-0.1.2 msgpack-1.1.2 nltk-3.9.4 packageurl-python-0.17.6 packaging-26.2 pip-api-0.0.34 pip-audit-2.10.0 pip-requirements-parser-32.0.1 platformdirs-4.9.6 py-serializable-2.1.0 pycparser-3.0 pydantic-2.13.4 pydantic-core-2.46.4 pygments-2.20.0 pyparsing-3.3.2 regex-2026.5.9 requests-2.34.2 rich-15.0.0 ruamel-yaml-0.19.1 safety-3.7.0 safety-schemas-0.0.16 shellingham-1.5.4 sortedcontainers-2.4.0 stevedore-5.7.0 tenacity-9.1.4 tomli-2.4.1 tomli-w-1.2.0 tomlkit-0.15.0 tqdm-4.67.3 typer-0.25.1 typing-extensions-4.15.0 typing-inspection-0.4.2 urllib3-2.7.0 velonus-1.0.0a1

(venv) $ velonus scan data

Traceback (most recent call last):

  File "~/venv/bin/velonus", line 5, in <module>

    from shield.main import app

  File "~/venv/lib/python3.12/site-packages/shield/main.py", line 15, in <module>

    from shield.commands import auth, config, scan

  File "~/venv/lib/python3.12/site-packages/shield/commands/scan.py", line 32, in <module>

    from scanner.pipeline import ScanPipeline

ModuleNotFoundError: No module named 'scanner'

Thank you for letting me know, it turns out its because the published distribution or pyproject didn't expose that package. I am looking into it right now thank you

should be fixed now :)

Confirming it was fixed and it worked well.

Wow. I remember the Toronto PET Users Group. That takes me back.

He he. If you think the costs for an education will go down because they're seeing fewer applications and they're getting less funding from other sources, I have bad news for you.

This is a bizarre article, and it kind of reminds me of the concept that the only truly good software is the software you've never used.

I was going to say: "in what way is the problem restricted to health?"

Or Facebook

Also correct. I see the problem as particularly rampant with the video sites.

It's kind of a comprehensive guide to all the ways that restricted shells don't.

Yup. Sounds right. Interestingly though, you can use the new input cover with the older frames.

More like the reverse: if you want the new battery you need a new bottom.