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AI Agents vs MCP vs Automation
Analysis

AI Agents vs MCP vs Automation

Automation executes, agents decide, MCP connects, and you need to choose what's best for your situation.

· 4Fsh Team

How to balance Input with Automation
Automation

How to balance Input with Automation

Balance AI by automating the routine while people scope and make the final call for fewer failures.

· 4Fsh Team

When you do a SWOT analysis instead of Googling your name
Strategy

When you do a SWOT analysis instead of Googling your name

AI is great when it comes to doing traditional analysis on non-traditional things.

· Sagger Khraishi

The assistant, not the author.
Education

The assistant, not the author.

How AI is engraining in New England schools: From the tools to PD to the pilots.

· Sagger Khraishi

RAG Poisoning and the Drift You Don’t See
Security

RAG Poisoning and the Drift You Don’t See

Change the retrieval, change the answer. RAG turns inputs into control channels. Plant a sentence and the assistant will show it with confidence.

· 4Fsh Team

Teacher Training, Two Playbooks
Education

Teacher Training, Two Playbooks

From Rhode Island to NYC, states steer AI with PD and pilots. China mandates hours and competencies. Two playbooks. Same classroom stakes.

· Sagger Khraishi

Writing AI Into School
Education

Writing AI Into School

China mandates AI class hours; the Northeast integrates with guardrails. What that means for teachers' workload, planning, and assessment.

· Sagger Khraishi

China & the US Northeast are setting AI’s Ground Rules for K-12
Education

China & the US Northeast are setting AI’s Ground Rules for K-12

How New York, Massachusetts, Rhode Island, Maine, and New Hampshire are shifting to teacher-led AI use - while China mandates hours and scope.

· Sagger Khraishi

How to start n8n for AI Automations
n8n

How to start n8n for AI Automations

Beginners guide on how to create your first AI Automation with n8n. From setup, connecting apps, to creating a translator.

· Sagger Khraishi

How to start using Make for AI Automations
Make

How to start using Make for AI Automations

Beginners guide on how to create your first AI Automation with Make. From setup, connecting apps, to creating a translator.

· Sagger Khraishi

Cost-wise: Make or n8n or Zapier?
Automation

Cost-wise: Make or n8n or Zapier?

Compare Make, n8n, and Zapier on cost, features, and AI automation. See which platform fits simple tasks, complex workflows, or AI-driven agents.

· Sagger Khraishi

How to Prompt Inject through Images
Jailbreak

How to Prompt Inject through Images

Why prompt injecting through images works as a jailbreak, even for GPT 5, and how you can test on your own GPTs.

· Sagger Khraishi

New Jailbreak for GPT-5
Jailbreak

New Jailbreak for GPT-5

It shouldn't be this easy to jailbreak GPT-5, but here we are with a new injection technique.

· Sagger Khraishi

Feel like you write like an AI? You kind of are...
Research

Feel like you write like an AI? You kind of are...

If you use AI to write the first draft, and then edit... There's bad news - backed by science.

· Sagger Khraishi

Why AI Just Can't Fix that Bug
Research

Why AI Just Can't Fix that Bug

The steps between feeling like a Prompting God to feeling like you are being gas lit by an AI is roughly 7 steps.

· Sagger Khraishi

Invisible Unicode is what flags your content as AI-generated
Content Creation

Invisible Unicode is what flags your content as AI-generated

It's not having an em-dash that screams AI generated. It's the invisible Unicode that gets dropped off when you generate.

· Sagger Khraishi

When the model hallucinates, and you didn't know
News

When the model hallucinates, and you didn't know

Models will hallucinate. Sometimes when you are demoing the model like what happened at the OpenAI demo for GPT-5.

· Sagger Khraishi

How to find your AI API keys
Tools

How to find your AI API keys

Learn where to get your API keys for OpenAI, Anthropic, and Perplexity, so you can connect it to your automation.

· Sagger Khraishi

How NOT to find your AI API keys
Security

How NOT to find your AI API keys

Where you shouldn't be finding your private API key. The public internet.

· Sagger Khraishi

Lead Research for Calendar Signups via Make
Make

Lead Research for Calendar Signups via Make

Get background information on who's signing up to your calendar with an AI automation

· Sagger Khraishi

Custom Lead Magnet via Make
Make

Custom Lead Magnet via Make

Make a personalized lead magnet for your site, converting potential signups into happy warm leads.

· Sagger Khraishi

AI generated Review Floods
Security

AI generated Review Floods

Review floods are a reputational DoS. How AI-made fakes, extortion, and pile-ons drown trust–and what founders can do to stay resilient.

· Sagger Khraishi

High-Confidence Wrong: AI and Insecure Code
Security

High-Confidence Wrong: AI and Insecure Code

Studies show ~45% of AI-generated code carries OWASP-class flaws. The threat isn’t exotic - it’s ordinary defaults shipped at machine speed.

· Sagger Khraishi

That Trust Stack is Under Attack
Security

That Trust Stack is Under Attack

AI scaled social engineering. Deepfakes, spoofs, and fake AI tools exploit meetings and calendars. Treat every channel as an attack surface.

· Sagger Khraishi

When Your AI Agent Leaks Your Knowledge Base
Security

When Your AI Agent Leaks Your Knowledge Base

Indirect prompt injection can hijack agents and exfiltrate your docs. See how RAG, tools, and supply chains open leaks–and what to do next.

· Sagger Khraishi

Fake Chatbots, Extensions, and Apps
Security

Fake Chatbots, Extensions, and Apps

How fake ChatGPT apps and extensions exploit speed, trust, and convenience to hijack business accounts and bleed ad spend.

· Sagger Khraishi

The Trojan Stack: Fake AI APIs and SDKs
Security

The Trojan Stack: Fake AI APIs and SDKs

Malicious AI-branded SDKs, fake APIs, and extensions are the new supply chain. How they steal tokens and hurt startups - and what to watch.

· Sagger Khraishi

Industrialized AI Intimacy Scams
Security

Industrialized AI Intimacy Scams

Inside shift-based, AI-oiled chat factories that scale intimacy across apps and convert attention into deposits.

· Sagger Khraishi

When a Meeting Isn’t a Meeting
Security

When a Meeting Isn’t a Meeting

Live deepfake calls blend faces, voices, and authority to move money. Arup's loss shows founders must treat meetings as attack surfaces.

· Sagger Khraishi

The Clone On The Line
Security

The Clone On The Line

AI-cloned voices turn routine calls into urgent traps. How vishing exploits trust, scales with kits, and targets SMBs.

· Sagger Khraishi