Research
A collection of 27 posts
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
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
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
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
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
How LLM’s Downplay Intelligence to Match Roles
A research analysis summary about how AI can change it's intelligence to fit it's role.
· 4Fsh Team
Ethical AI Publishing: Navigating the Future of Scientific Research
Learn more about how AI is reshaping the future of scientific publishing, manuscript reviews, research discoverability, and best practices.
· 4Fsh Team
How Pre-training boosts AI performance
Pre-training is where models learn. See how data quality, MoE, and long-sequence training drive real-world gains - and why fine-tuning can’t fix a weak base.
· Sagger Khraishi
Climate Modeling & AI in Environmental Research
AI is upgrading climate modeling with improving accuracy, predicting extreme weather, and guiding environmental action. Updated for 2024
· 4Fsh Team
The Fascinating Evolution of AI Prompting
Dive into the fascinating world of AI prompting, its evolution, and how it's shaping our interactions with artificial intelligence.
· Sagger Khraishi