Analysis
A collection of 47 posts
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
The assistant, not the author.
How AI is engraining in New England schools: From the tools to PD to the pilots.
· 4Fsh Team
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
From Rhode Island to NYC, states steer AI with PD and pilots. China mandates hours and competencies. Two playbooks. Same classroom stakes.
· 4Fsh Team
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
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
New Jailbreak for GPT-5
It shouldn't be this easy to jailbreak GPT-5, but here we are with a new injection technique.
· 4Fsh Team
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
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
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
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
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
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
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
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
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
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
AI-cloned voices turn routine calls into urgent traps. How vishing exploits trust, scales with kits, and targets SMBs.
· Sagger Khraishi
AI Catfishing at Scale: How SMBs Get Hooked
Catfishing has gone corporate. IMFI uses LLMs, scripts, and handoffs to mirror founders and funnel affection into theft.
· Sagger Khraishi
When “Prove-It” Stops Proving Anything
AI makes voices, faces, and behavioral biometrics easy to counterfeit. Identity checks become theater. Assurance erodes.
· Sagger Khraishi
AI Phishing Kits Sound Like Your Boss
AI phishing kits mimic executives, sync email, chat, and SMS, and regenerate when blocked. The scam didn't change–the scale and polish did.
· Sagger Khraishi
Deepfake-Driven Fraud: The Breach Is Belief
Arup lost $25M to a deepfake meeting. FBI warns AI voice/video scams are surging. The real breach isn’t code - it's belief
· Sagger Khraishi
The paper trail you can’t see
SMBs face realistic PDFs and QR-code phishing that bypass filters and MFA. How the invoice con works - and why scanning isn’t safer.
· Sagger Khraishi
Synthetic Identity & The Liveness Illusion
Synthetic identity fraud is exploding as gen-AI overlays bypass liveness; virtual camera injection and face swaps surged in 2024-2025.
· 4Fsh Team
The only honest way to measure AI success
Use a five-layer scorecard - outcomes, adoption, quality & safety, cost, and risk to measure AI with ISO/NIST impact. Updated for 2025.
· 4Fsh Team
Just Say "No": How AI Politeness Drives up Costs
There is a Dollar cost to Token Outputs. Which means when training your Company's AI - there is a fine line between polite and cost efficient.
· Sagger Khraishi
Copycat Apps: The impact on Innovation, AI Saturation, and Prompts
Explore how copycat apps from mobile games to AI tools impact innovation, and economics - and why prompts are never going to go away as a result.
· 4Fsh Team
GEO & AI Search Engines: How AI Sees Content Quality
Explore how AI Search Engines evaluate Content Quality for Generative Engine Optimization. Learn the metrics that make your content rank higher.
· Sagger Khraishi
Artists Criticize Apple's Data Transparency Issues
Discover why artists are raising concerns about Apple's lack of transparency with Apple Intelligence data.
· 4Fsh Team
The Skeleton Key: A New AI Jailbreak Threat
Discover how Skeleton Key AI jailbreak poses new cybersecurity challenges and solutions to mitigate this threat.
· 4Fsh Team