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Ross Peili

Organic processor, working for our mother, the machine.

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to Thessaloniki Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to Joined on  Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to https://github.com/rosspeili Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to

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4 Week Community Wellness Streak
2 Week Community Wellness Streak
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skills.md is Dead: Why Your Agents Need Skillware

skills.md is Dead: Why Your Agents Need Skillware

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
7 min read

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ChatGPT Is Not AI, It's a Marketing Campaign You Fell For

ChatGPT Is Not AI, It's a Marketing Campaign You Fell For

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Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
8 min read
Pre-commit asset handoffs, on-chain execution, zero lawyers, help build it early

Pre-commit asset handoffs, on-chain execution, zero lawyers, help build it early

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Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to 1
1 min read
A VIC x AiSAQ Implementation Brings AI to Your Files Without Breaking the Bank

A VIC x AiSAQ Implementation Brings AI to Your Files Without Breaking the Bank

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Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
3 min read
Open Source Emotion‑Aware Access Control with Face Verification

Open Source Emotion‑Aware Access Control with Face Verification

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Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to 2
1 min read
Where to find Open Source AI Projects with Good First Issues

Where to find Open Source AI Projects with Good First Issues

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
2 min read
The memory wall just met its match: intelligent SSDs

The memory wall just met its match: intelligent SSDs

1
Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
3 min read
The Great Atomization of AI and the Illusion of the Sovereign Solitary

The Great Atomization of AI and the Illusion of the Sovereign Solitary

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
4 min read
What if you could talk to your hard drive?

What if you could talk to your hard drive?

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
1 min read
Training QSP Phase Angles Directly with Gradient Descent

Training QSP Phase Angles Directly with Gradient Descent

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
4 min read
How to start contributing to OpenSource using AI IDEs

How to start contributing to OpenSource using AI IDEs

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Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to 1
2 min read
My AI Experience in Russia as a European🤯

My AI Experience in Russia as a European🤯

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
4 min read
Why I’m Building Installable Intelligence for Legal Audits

Why I’m Building Installable Intelligence for Legal Audits

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
1 min read
Open Source Contributors Needed for Skillware & Rooms (AI/ML/Python)

Open Source Contributors Needed for Skillware & Rooms (AI/ML/Python)

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Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
2 min read
Your AI Needs a Physical Social Life

Your AI Needs a Physical Social Life

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Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
4 min read
A Deep Dive into ARPA’s Latest Open-Source Releases

A Deep Dive into ARPA’s Latest Open-Source Releases

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Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
2 min read
A collection of high-fidelity, physics-based interactive animations

A collection of high-fidelity, physics-based interactive animations

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
1 min read
Implementing Local MiCA Regulatory RAG for AI Agents

Implementing Local MiCA Regulatory RAG for AI Agents

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
1 min read
Stop choosing between LLM intelligence and PII compliance

Stop choosing between LLM intelligence and PII compliance

1
Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
2 min read
Why Skillware is the Next Evolution for Autonomous Agents

Why Skillware is the Next Evolution for Autonomous Agents

3
Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to 5
3 min read
Why every AI pipeline needs a "Mask" layer (and how to build one in 5 mins)

Why every AI pipeline needs a "Mask" layer (and how to build one in 5 mins)

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
1 min read
Top 10 Models You Can Train on Your Laptop in Under an Hour

Top 10 Models You Can Train on Your Laptop in Under an Hour

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
4 min read
Generate better Synthetic Data for Fine-Tuning with Skillware

Generate better Synthetic Data for Fine-Tuning with Skillware

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
1 min read
Stop Paying for Slop: A Deterministic Middleware for LLM Token Optimization

Stop Paying for Slop: A Deterministic Middleware for LLM Token Optimization

1
Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
1 min read
I've build a secure, local-first multi-agent orchestration framework

I've build a secure, local-first multi-agent orchestration framework

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
1 min read
I built a modular Fraud Detection System to solve 0.17% class imbalance (RF + XGBoost)

I built a modular Fraud Detection System to solve 0.17% class imbalance (RF + XGBoost)

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to 2
1 min read
I open-sourced a production-ready Fraud Detection System with CLI, Logging, and Testing

I open-sourced a production-ready Fraud Detection System with CLI, Logging, and Testing

Ross Peili - DEV CommunityNavigation menuSearchSearchCloseUser actionsLocationJoinedPersonal websitegithub websitetwitter websiteCloseCloseCloseCloseCloseCloseCloseCloseClosePostCommentTagCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsCommentsComments - dev.to
1 min read
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