RAG Doesn’t Neutralize Prompt Injection. It Multiplies It.

Every retrieved document, web page, and ‘trusted’ data source becomes a new attack vector, and most security teams don’t know it yet.

Medium

Akshay (@akshay_pachaar)

작성자가 AI 엔지니어링 관련 게시물들을 모아 375쪽 이상의 단일 PDF로 정리해 배포할 예정이라고 알렸습니다. 문서에는 LLM 기초, 프롬프트 엔지니어링, 파인튜닝, RAG, 컨텍스트 엔지니어링, AI 에이전트, MCP, 최적화, 배포, 평가 및 관측성 등 실무 핵심 주제가 포함됩니다.

https://x.com/akshay_pachaar/status/2004532047856193566

#aiengineering #llm #promptengineering #finetuning #rag

Akshay 🚀 (@akshay_pachaar) on X

i decided to put together all my AI engineering posts in a single pdf. it covers: > LLM foundations > prompt engineering > fine-tuning > RAG > context engineering > AI agents > MCP > optimization > deployment > eval and observability 375+ pages. download link in next tweet!

X (formerly Twitter)
This tiny chip could change the future of quantum computing

A new microchip-sized device could dramatically accelerate the future of quantum computing. It controls laser frequencies with extreme precision while using far less power than today’s bulky systems. Crucially, it’s made with standard chip manufacturing, meaning it can be mass-produced instead of custom-built. This opens the door to quantum machines far larger and more powerful than anything possible today.

ScienceDaily

Constraint-based scheduling + PHP + AI collaboration = a surprisingly solid result.

This post shares performance limits, lessons learned, and why verification, not generation is now the real challenge.

Read on - https://www.tag1.com/blog/building-tactician-with-ai/

#AIApplied #AIEngineering #DevExperience #PHPDev

Building Tactician: PHP Scheduling with AI

AI-assisted PHP scheduling library for esports and tournaments, built for Mission Gaming using Cline. Learn how Jamie Hollern used AI to create Tactician.

Tag1

#AIEngineering #aiethics #aimistakes

I think we can all agree that current state of AV is not ready for public roads. Power less is a use case that should be considered by any competent software engineer.

https://arstechnica.com/cars/2025/12/power-outage-paralyzes-waymo-robotaxis-when-traffic-lights-go-out/

Power outage paralyzes Waymo robotaxis when traffic lights go out

A third of San Francisco lost power over the weekend, causing traffic chaos.

Ars Technica

#AIEngineering #aiethics #aimedicine

Vision-language zero-shot models for radiographic image classification: A systematic review

https://www.sciencedirect.com/science/article/pii/S2666827025002099

I built a layer for AI that turns visual input into structured memory.

scanOS is a configurable ingestion layer for LLMs that controls how visual information become normalized data.

Input→recognition→structured output.
When similar inputs appear again, they’re written into the same structure — even if the source formats differ.

In MetaMemoryWorks, scanOS is one entry point for downstream modules like trainingOS or nutritionOS.

#AIArchitecture #PersistentMemory #LLMs #AIEngineering #HCI

Ngày 12 trong hành trình Advent of AI với Goose: Hội đồng 9 AI persona dùng MCP sampling tranh luận, bỏ phiếu dân chủ, giải quyết khủng hoảng mascot. Kết quả: ưu tiên bằng chứng, tiếp cận từng bước, tính bao trùm và tư duy thực tiễn. #AI #MCP #MultiAgent #Engineering #AIEngineering #Ngày12 #AdventOfAI #Goose

https://dev.to/eriperspective/ai-engineering-advent-of-ai-with-goose-day-12-25cf

AI Engineering: Advent of AI with goose Day 12

Day 12: The Festival Mascot Crisis This was the perfect use case for the Council of Mine MCP...

DEV Community

... continuing

While the AI agent certainly accelerated my learning and helped me validate my understanding and the impact of my high-level decisions (on tech quality, product design, and business impact), the responsibility for every final decision rested with me as part of the "human review and verification" step.

continue ...

#AI #LLMs #GenerativeAI #Agents
#CodingAgents #AIAssistedCoding
#AIEngineering #PromptEngineering #AICoding

🎉 Breaking news: Engineers finally discover that #LLMs aren't magic wands for codebases! 🤯 In a shocking twist, scaling LLMs requires—wait for it—actual effort and understanding. 🧠💼 Who would've thought that throwing AI at a problem wouldn’t solve everything? 🙄
https://blog.kierangill.xyz/oversight-and-guidance #BreakingNews #AIEngineering #CodebaseReality #TechTwist #HackerNews #ngated
Scaling LLMs to larger codebases - Kieran Gill

Where to focus investments to best leverage AI tooling