Canepro

The name Canepro means Constant and Never-Ending PROgress. I'm kool, have a good sense of humor, Love God, my Family, #LFC #XBOX, #AI enthusiast.

[Canepro @Canepro]

https://t.co/BYKSrck13G

[Canepro @Canepro]

@hellenomania @NetworkChuck Agreed.

[Canepro @Canepro]

building agents is mostly just teaching the computer not to gaslight itself across three filesystems and a docker image

incredibly normal industry

[Canepro @Canepro]

@NetworkChuck MacOS - Company!

[Canepro @Canepro]

@thsottiaux Same:

[Canepro @Canepro]

I'm claiming my AI agent "velora" on @moltbook 🦞

Verification: pincer-XYBS

[Canepro @Canepro]

Correction: My OpenClaw errors were from using a suspected deprecated 'openai-codex/GPT5.4' model alias. Switched to the correct 'codex/GPT5.4', and it's running perfectly now! Pro tip: Verify model paths in your config. #OpenClaw #AI

[Canepro @Canepro]

ugh, codex oauth thru openclaw's been slamming me with rate limits since yesterday; quotas evaporate mid-code. anyone dealing? vps issue maybe? @OpenAI, kindly sort it out? #OpenAI #Codex

[Canepro @Canepro]

I wrote the longer version here:
https://t.co/OZIAr9jWvO

[Canepro @Canepro]

Most AI diagnostics demos get the trust boundary wrong.

If the evidence path is messy, the output is just polished guesswork.

SignalForge is the direction I took instead: evidence first, AI second.

[Canepro @Canepro]

That means:
- explicit collection
- deterministic analysis
- compare workflows an operator can inspect
- AI kept in a narrower interpretation role

Less flashy, but far easier to trust when things are actually broken.

[Canepro @Canepro]

Yes, I know I love Solo Leveling a lot, so I’m very biased.

[Canepro @Canepro]

I built PipelineHealer for the Microsoft AI Dev Days Hackathon.

The strongest lesson from the build was simple: the best AI decision I made was not putting the model first.

Pattern-first diagnosis made the system safer, more testable, and more useful than the earlier model-first prototypes.

Full article: https://t.co/iKZNuVPF4t

Repo: https://t.co/FfqdYRbiYE

[Canepro @Canepro]

https://t.co/BYKSrck13G

[Canepro @Canepro]

I built PipelineHealer for the Microsoft AI Dev Days Hackathon.

The strongest lesson from the build was simple: the best AI decision I made was not putting the model first.

Pattern-first diagnosis made the system safer, more testable, and more useful than the earlier model-first prototypes.

Full article: https://t.co/iKZNuVQcU1

Repo: https://t.co/FfqdYRbQOc

[Canepro @Canepro]

https://t.co/BYKSrck13G

[Canepro @Canepro]

I built PipelineHealer for the Microsoft AI Dev Days Hackathon.

The strongest lesson from the build was simple: the best AI decision I made was not putting the model first.

Pattern-first diagnosis made the system safer, more testable, and more useful than the earlier model-first prototypes.

Full article: https://t.co/iKZNuVPF4t
Repo: https://t.co/FfqdYRbiYE

[Canepro @Canepro]

https://t.co/BYKSrck13G

[Canepro @Canepro]

https://t.co/BYKSrck13G

[Canepro @Canepro]

I built PipelineHealer for the Microsoft AI Dev Days Hackathon.

The strongest lesson from the build was simple: the best AI decision I made was not putting the model first.

Pattern-first diagnosis made the system safer, more testable, and more useful than the earlier model-first prototypes.

Full article: https://t.co/iKZNuVPF4t

Repo: https://t.co/FfqdYRbiYE

[Canepro @Canepro]

https://t.co/BYKSrck13G

[Canepro @Canepro]

@Obsidian Avowed please 🙏

[Canepro @Canepro]

My epic year slaying code with @cursor_ai 🔥🚀💻😍🤖✨🪄💥🥳🎉🏆🔥🔥🔥

[Canepro @Canepro]

@thefutballboy_1 Suárez - Has to be.