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⚡ AI Lessons
Dev.to · Pico
📣 Digital Marketing & Growth
⚡ AI Lesson
1w 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
2w 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
2w 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
3w 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
3w 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
3w 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
3w 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
3w 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
4w 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
4w 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
4w 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
4w 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
4w 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
4w 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
4w 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
4w 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
4w 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
4w 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
4w 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.
Dev.to · Pico
4w ago
An agent can now buy a domain. The trust gap stopped being a slide.
On April 30, Cloudflare and Stripe launched Projects. An agent can now create a Cloudflare account,...
Dev.to · Pico
1mo ago
Benchmark Scores Are the New SOC2
Delve faked compliance certificates for 494 companies. Now agents are faking benchmark scores. Same pattern, new layer. The only thing that catches both is beha
Dev.to · Pico
1mo ago
Agent Skills Has No Integrity Layer. We Built One.
The Agent Skills specification defines six fields for a SKILL.md. None of them are cryptographic. We designed a 100-line provenance layer that makes any skill t
Dev.to · Pico
1mo ago
Six Governments Named the Attack. Nobody Specced the Defense.
The Five Eyes just published joint guidance on agentic AI security. The accountability risk: agents that delete their own audit trails. Here is what tamper-evid
Dev.to · Pico
1mo ago
The 45x Argument: Why Agent Economics Make AEO Non-Optional
AI agents have token budgets. A business that makes its data hard to extract pays 45x more compute to serve — and agents respond by skipping it.
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