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- 🤖 Effective Context Engineering for AI Agents
🤖 Effective Context Engineering for AI Agents
🦾Plus: 🔐 OpenAI Locks Down ChatGPT With YubiKeys
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Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: Here's your must-read roundup of autonomous agents, edge tools & security shifts. 👇
📊The Top 10 LLM Evaluation Tools
🌐Agents Buy Domains and Ship Code Solo
⚡Vibe Coding vs Agentic Engineering
🛡️ Anthropic Opens Claude Security to All
⚡️ IBM's Bob goes beyond coding
💡 AI Tutorial:Create quizzes, flashcards & more with Gemini
🤖AI Tools and Data Tools to checkout
In this article, you will learn what context engineering is and how to apply it systematically to keep AI agents reliable, cost-efficient, and accurate in production. Context engineering is the practice of deciding what enters the context window, what gets compressed, what gets retrieved on demand, and what gets dropped entirely. Done well, it keeps every token high-signal and cuts the cost and quality problems that come from naive context accumulation.
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LLM evaluation tools help teams measure how a model performs across various tasks, including reasoning, summarization, retrieval, coding, and instruction-following. They analyze performance trends, detect hallucinations, validate outputs against ground truth, and benchmark improvements during fine-tuning or prompt engineering
IBM has announced the global availability of IBM Bob, an AI development partner designed to take enterprises from AI-assisted coding to production-ready software. Unlike typical coding assistants, Bob works across the full software development lifecycle, from planning and coding to testing, deployment, and modernization, with built-in governance and security controls.
Stripe and Cloudflare co-designed a new protocol that lets agents create accounts, register domains, and deploy code to production. There’s a $100/month default spend cap and OAuth approval to keep users in the loop.
Karpathy distinguishes vibe coding (raises the floor) from agentic engineering (preserves the ceiling) and warns: outsource thinking, not understanding.
Stop making AI decisions in the dark. Understand AI usage.
Leadership is asking: are we getting value from AI? Where are we exposed? Right now, most teams have no idea.
Harmonic Security automatically maps every AI interaction into the use cases driving real work — so CIOs can rationalize spend, CISOs get risk in context, and AI committees get proof of impact.
👨💻 Data Tools, Libraries
Estuary : The right data. At the right time. Estuary replaces fragmented data stacks by consolidating CDC, real-time streaming, and batch pipelines into a single managed system - all without writing a single line of code.
VideoAgent is an agentic framework that handles video understanding, editing, and remaking using a graph-powered workflow planner.
Mastercalss: Your meetings are about to change. Stop attending. Start leading.
LLM Engineering by Packt: Fix Your AI pipelines: Design context-aware, reliable multi-agent systems. Register now.
AI News:
Anthropic moved its AI-powered vulnerability scanner into public beta, letting cybersecurity teams hunt and patch software flaws at scale. Claude Security is now in public beta after starting as a research preview in February under the Claude Code Security name. The tool runs on Opus 4.7 and has already helped hundreds of organizations uncover bugs that legacy tools missed for years.
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Google is beginning its Gemini upgrade for vehicles with Google built-in, swapping out Assistant for a more conversational system that handles navigation, messages, music, vehicle questions, and hands-free controls across compatible cars. Drivers can ask for changes to car settings like temperature, control the radio, and pull from Google Maps for customized updates or route planning.
OpenAI launched Advanced Account Security for ChatGPT, partnering with Yubico on co-branded hardware keys to fight phishing. OpenAI introduced an opt-in Advanced Account Security program aimed at high-value users like journalists, dissidents, and officials. Yubico is releasing two co-branded hardware keys, the YubiKey C NFC and YubiKey C Nano, that link directly to ChatGPT accounts.
Claude’s parents might be getting richer. The maker of the AI assistant has reportedly received multiple preemptive offers to raise fresh capital of around $50 billion at a valuation in the $850 billion to $900 billion range. The company is expected to make a definitive decision on the round and its valuation at a board meeting in May.
Meta CEO Mark Zuckerberg addressed the market's negative reaction to the company's first-quarter results in a companywide meeting on Thursday. He said the 8% drop in Meta's shares was due to investor concern over an upward revision in expected capital expenditures and predictions of slower growth in the second quarter. He blamed the drop in Meta's ad business on the US war in Iran, as customers are spending less on discretionary things like advertising.
AI Tutorial
Create quizzes, flashcards & more with Gemini
Go to https://gemini.google.com/app and sign in.
Enter your prompt describing the type of quiz you want. You can click the "+" in the chatbot to upload files as context.
Quiz: "Quiz me on the rise of industrialization"
Flashcards: "Create flashcards about the French Revolution"
Study guide: "Create a study guide about the human digestive system" (To generate your study guide in a doc, select Canvas.)
You can also share your quiz, flashcard set, or study guide by clicking “Share” at the top right of the Canvas panel.
🔥Top AI tools to increase productivity:
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StrideFuel - Built for weight loss success—especially GLP-1 users
WorldEngen is an AI copilot for 3D production that helps professional teams
AppWizzy is an AI tool that helps you build and host full-stack web applications
SongGuru.AI: An AI-Based Music Creation and Audio Processing Platform
View our database of all the best AI tools for your needs: aitoolsup.com
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👀 Time Is The Monster
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