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⚡ AI Lessons

Dev.to · Pico
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
PostCSS Adopted Staged Publishing. 685M Weekly Downloads Now Gated.
One GitHub issue, nine days, four packages. Andrey Sitnik argued CI provenance makes things worse, then shipped Staged Publishing on postcss, nanoid, browsersli

Dev.to · Pico
🔧 Backend Engineering
⚡ AI Lesson
1w ago
vitebot Publishes 140 Million npm Downloads Per Week. The Account Has Zero Public Repos.
Vite is the build tool behind most of the modern JavaScript ecosystem. React, Vue, Svelte, Astro,...

Dev.to · Pico
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
debug Has 653M Weekly Downloads. One Publisher Hasn't Touched It in 8 Years. They Can Still Push a Release.
We scanned top npm packages for dormant publishers with active publish access. Accounts inactive 5-8 years can still push code to packages installed 2.6 billion

Dev.to · Pico
🔐 Cybersecurity
⚡ AI Lesson
3w ago
IronWorm Commits as 'claude.' It Steals Your Anthropic and OpenAI Keys.
37 npm packages infected with Rust-based malware that hides behind an eBPF rootkit, talks over Tor, and self-propagates through npm Trusted Publishing. The comm

Dev.to · Pico
📣 Digital Marketing & Growth
⚡ AI Lesson
3w ago
npm audit says you're clean. It doesn't check who can push to your dependencies.
Run npm audit on any Node.js project and you'll get one of two things: a clean bill of health, or a...

Dev.to · Pico
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
drizzle-kit Has 8.2M Weekly Downloads and Ships an Archived Dependency With 1 Publisher
drizzle-kit has 8.2 million weekly downloads, 4 npm publishers, provenance enabled, and a behavioral...

Dev.to · Pico
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
npm Supply Chain Audit: The Checklist Most Teams Stop Too Early
Originally posted on getcommit.dev. In October 2021, ua-parser-js was used by Facebook, Microsoft,...

Dev.to · Pico
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
node-ipc Had a 69 Trust Score Before It Got Hacked. TanStack Had 91.
Two npm supply chain attacks hit the same week. One was predictable. One wasn't. That's the...

Dev.to · Pico
1mo ago
npm audit ships yesterday's risk. Here's how to measure tomorrow's.
When the LiteLLM supply chain attack hit in March 2026, npm audit ran clean. There was nothing to...

Dev.to · Pico
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
I scored the top packages in npm, PyPI, Cargo, and Go. One vulnerability pattern dominates three of them.
Same tool, same methodology, four ecosystems. 5.2 billion weekly downloads across npm, PyPI, and Cargo share a single structural weakness. Go doesn't have it.

Dev.to · Pico
⚡ AI Lesson
2mo ago
I scanned 20 top Go modules. Zero scored CRITICAL. Here's why Go's supply chain is structurally different.
After finding publisher-concentration risk across npm, PyPI, and Cargo, Go was the first ecosystem...

Dev.to · Pico
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
I audited 18 A2A agent cards. 17 graded F. Mine was the 18th.
Last week I shipped @agentlair/a2a-trust-audit, a small CLI that scores any A2A agent card across...

Dev.to · Pico
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Why my LangChain audit chain came back empty (and how to fix it in one line)
I shipped a small demo last week. A LangChain.js agent invokes two tools, an AgentLairCallbackHandler...

Dev.to · Pico
⚡ AI Lesson
2mo ago
serde has 13M weekly downloads and one crate owner. Rust's supply chain risk looks like npm's.
I scanned the 20 most-downloaded Rust crates. 11 came back CRITICAL — single crates.io owner, millions of weekly downloads. Five of those are all owned by the s

Dev.to · Pico
🛠️ AI Tools & Apps
⚡ AI Lesson
2mo ago
Add Real Business Trust Signals to Claude Desktop in 60 Seconds
A zero-install MCP server that lets you ask Claude "How trustworthy is Equinor?" Verified data from Brønnøysund, D&B, and supply chain signals.

Dev.to · Pico
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Add Trust Scoring to Your CI Pipeline in 5 Minutes
A practical tutorial: add behavioral supply chain auditing to GitHub Actions, GitLab CI, or any CI system. Copy-paste YAML included.

Dev.to · Pico
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
Proof-of-Commitment Internals: How the Scoring Algorithm Works
The five behavioral dimensions, the CRITICAL flag, the bulk download optimization, and real benchmark data for chalk, express, and hono. All public data. All re

Dev.to · Pico
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
AGENTS.md moved AI performance up a model tier. Package trust needs the same.
AugmentCode studied AGENTS.md files across real codebases. Best result: equivalent to upgrading from Haiku to Opus. The principle is placement: structured signa

Dev.to · Pico
📰 AI News & Updates
⚡ AI Lesson
2mo ago
The $10 Billion Trust Data Market That AI Companies Can't See
AI companies are spending $1B+ licensing content. None of it tells them whether a business is actually good. The product that would — verified outcome data — do

Dev.to · Pico
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
The TOCTOU of Trust: Why Agent Registries Know Who Signed Up, Not Who Is Acting
There's a class of services in the agent ecosystem that will tell you an agent is "registered" and...

Dev.to · Pico
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Agents can pay. They can't prove they were supposed to.
On May 7, AWS launched AgentCore Payments in preview. Coinbase x402 plus Stripe. Agents can now...

Dev.to · Pico
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Anthropic's Models Know When They're Being Watched
Anthropic published something important in their model transparency reports, and it got less...

Dev.to · Pico
⚡ AI Lesson
2mo ago
How to Add Behavioral Trust to Cloudflare Agent Memory
Cloudflare Agent Memory enters public beta today. It solves a real problem: agents that die between...

Dev.to · Pico
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
Behavioral Trust Without Surveillance Infrastructure
The signals that make trust legible are already being collected — covertly, at scale, without your consent. ZK proofs change what's possible.
DeepCamp AI