Amplify AI Workshop Blog

cybersecurity

Claude Mythos Found 10,000+ Flaws in a Month — And That’s Not the Scary Part

Anthropic’s Project Glasswing says Claude Mythos helped partners surface 10,000+ vuln candidates in 30 days. The real shift isn’t finding bugs—it’s that patching and verification are now the bottleneck.

anthropic

Anthropic Just Hit $965B — If That’s Real, Here’s the Playbook (and What It Means for Your AI Stack)

The $965B Anthropic headline is everywhere—but details are thin. Here’s what’s actually supported by sources, plus the 5-part playbook that would explain how they beat OpenAI (and what it means for your AI tools).

github-copilot

GitHub Copilot Just Killed Flat Pricing — Here’s What $3,000/Month Bills Mean for the Rest of Us

GitHub Copilot didn’t just raise prices—it switched to metered AI Credits. Those scary $3,000/month projections are a warning shot: AI tool pricing is entering the cloud-era “pay for what you use” model, and token economics is now table stakes.

ai-economics

AI Isn’t “Cheaper Than People” Yet — It’s Just Billed Differently

AI isn’t automatically cheaper than people—it’s just metered, variable, and easy to scale into a huge bill. Here’s how to think about AI economics (and budget for it) without falling for demo math.

ai-agents

7 Everyday Hermes Agent Uses That Actually Give You Your Time Back

Hermes Agent isn’t “AI for AI’s sake.” Here are 7 practical, non-technical ways people use it to automate briefings, content, research, integrations, and admin work—so you get hours back every week.

ai-agents

Hermes Agent: The Open-Source AI Teammate People Want (And OpenClaw Isn’t)

Hermes Agent is an open-source, self-hosted AI “teammate” that remembers context and turns successful workflows into reusable skills—one big reason people are rethinking tool-first setups like OpenClaw.

ai-agents

Hermes on RTX: The “Always-On” AI Agent Era Just Got Real

Hermes is a self-improving, always-on AI agent now running locally on NVIDIA RTX PCs and DGX Spark—open-source, provider-agnostic, and built to remember and get better with every task.

google-gemini

Your Old Google API Key Might Be a Gemini Credit Card (And That’s the Problem)

Attackers are abusing exposed Google Cloud API keys to run up expensive Gemini usage—often on legacy “AIZA…” keys—leaving developers staring at five- and six-figure bills and (sometimes) support refusals.

ai-content

AI-Generated Content: The Good, the Bad, and the “Wait… Did a Robot Write This?”

AI-generated content can save you hours—if you don’t let it publish junk at scale. Here’s a practical 5-step workflow to get speed, keep quality, and avoid hallucinated “facts.”

ai-content

AI-Generated Content: Useful, Dangerous, and Totally Inevitable

AI-generated content can scale your output fast—but without a human thesis, guardrails, and verification, it’ll scale your mistakes even faster. Here’s a practical 5-step workflow to get the upside without torching trust.

ai-generated-content

AI-Generated Content: Your New Intern (Who Never Sleeps)

AI-generated content can be a cheat code—or a brand killer. Here’s a practical 5-step workflow to draft faster, keep quality high, and make your content sound like you (not a robot).

anthropic

Claude Went Down Twice in 24 Hours — And the “Supply Chain Risk” Label Might’ve Lit the Match

Claude went offline twice in 24 hours on March 2–3, 2026, right after the U.S. labeled Anthropic a “supply chain risk.” Here’s what the timeline suggests, why demand surges break AI systems, and what to do if your workflow depends on Claude.

ai-content

AI-Generated Content Isn’t the Problem. Lazy Content Is.

AI-generated content isn’t ruining the internet—unverified, low-effort publishing is. Here’s a simple 5-step workflow to use AI like a power tool while keeping accuracy, trust, and your voice intact.

ai-agents

Citrini Says AI Agents Could Spike Unemployment to 10% and Sink Stocks 38%—Should You Panic?

A viral Citrini Research memo warns AI agents could drive unemployment to 10.2% and sink the S&P 500 by 38% by 2028. Here’s what it claims, what critics like Citadel say the data shows, and the practical indicators you should watch next.

ai-workflows

Why AI Workflows Are Beating “Autonomous Agents” in the Real World

Standalone AI agents make great demos, but AI workflows win in production. Here’s why structured, hybrid workflows are the reliability and ROI play in 2026—and how to build one without drama.

ai-content

AI-Generated Content: Useful, Risky, and Way More Manageable Than You Think

AI-generated content isn’t the enemy—unhelpful content is. Here’s a practical, repeatable workflow to use AI for speed without sacrificing quality, voice, or trust.

ai-content

AI-Generated Content Isn’t the Problem — Lazy Publishing Is

AI-generated content isn’t the enemy. Publishing unedited, unsourced first drafts is. Here’s a practical 5-step workflow to make AI content fast, accurate, and unmistakably yours.

ai-agents

AI Agents vs. Marketing Automation: The Quiet Takeover Happening Right Now

AI agents aren’t just better workflows—they’re autonomous operators that keep your CRM, campaigns, and analytics constantly optimized. Here’s where they’re replacing traditional marketing automation first, and how to adapt without losing control.

gemini

Google Gemini’s “Silent” Upgrades: The Stuff You Missed While Checking Email

Google quietly shipped a wave of Gemini upgrades—Personal Intelligence, a revamped Chrome assistant, Auto Browse, Agentic Vision, and more. If you’re still using Gemini like a basic chatbot, you’re missing the best parts.

claude-code

5 Claude Code Agent Team Use Cases That Actually Save You Time (Not Just Impress Your Friends)

Claude Code Agent Teams are best when you need parallel thinking plus real coordination. Here are 5 practical use cases—research, feature builds, debugging, cross-layer refactors, and multi-specialist code review—where teams beat solo sessions.

lyria 3

Google Lyria 3 in Gemini: The 30-Second Song Factory Is Real

Google’s Lyria 3 inside Gemini can generate polished 30-second songs from text or images—complete with instruments, vocals, and lyrics. Here’s what it can do, where it fits in your workflow, and the ethical guardrails Google’s putting around it.

nvidia

Nvidia’s Chips Became the World’s Weirdest Diplomatic Tool

US–China AI competition in 2026 is increasingly a chip-and-infrastructure battle, with Nvidia exports acting like a diplomatic throttle. The US still leads in frontier chips and models, while China’s advantage is fast diffusion and massive-scale deployment.

claude-code

Subagents vs Agent Teams in Claude Code: Pick the Right Muscle for the Job

Claude Code subagents are your cheap, fast “runners” for isolated tasks. Agent teams are your coordinated “squad” for multi-part work like API+UI+tests and code review swarms—powerful, but more expensive.

claude-code

Stop Hiring (For a Minute): Spin Up a Claude Agent Marketing Team Instead

A practical, step-by-step guide to enabling Claude Code Agent Teams and spawning a full marketing department—content, social, research, design direction, and ops—in parallel.

claude-opus-4-6

Claude Opus 4.6: The Coding Teammate That Doesn’t Need Hand-Holding

Claude Opus 4.6 adds Agent Teams, a 1M token context window, context compaction, and better planning/debugging—turning it into a coding collaborator that can handle long, real-world work without constant hand-holding.