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- 🤖 The Practitioner’s Guide to AgentOps
🤖 The Practitioner’s Guide to AgentOps
🦾Plus: 🧠 Anthropic launches Claude Mythos 5 + Claude Fable 5
In partnership with
Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: LLM evaluation, agents, and practical playbooks for teams 👇
🧪The Top 10 LLM Evaluation Tools
📊 Perplexity data maps the agent work shift
🤖 Open Source AI Agent Surpasses GPT-5.4
🛠️How to build an Agentic RAG project with Claude Code
🚜 Codex helps automate a Japanese farm
💡 AI Tutorial:How to automate your job search with Claude
🤖AI Tools and Data Tools to checkout
In this article, you will learn what AgentOps is, how it differs from traditional LLM monitoring, and how to build a production-ready observability stack for autonomous AI agents. The five core pillars of AgentOps and why standard logging is insufficient for autonomous agents.
The docs platform Anthropic, HubSpot, and Coinbase trust
Your documentation is a product decision. The companies building the most-used developer tools in the world chose Mintlify because great docs reduce support load, accelerate adoption, and convert evaluators into customers. Backed by a16z and Salesforce Ventures, Mintlify powers 20,000+ companies with AI-native documentation that keeps pace with your product — without pulling engineers off the roadmap to maintain it.
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
Perplexity and Harvard Business School published a study on how AI agents change knowledge work, comparing the company's Computer platform against Search to measure outputs, time saved, and task complexity between the two paths. Researchers compared 10k identical queries sent to both products, with Computer working 26 minutes on average compared to Search’s 33 seconds.
Researchers from UIUC, UC Berkeley, and Chroma have unveiled Harness-1, an open-source AI search agent that outperforms GPT-5.4 in information recall with a score of 73%. This 20-billion parameter model introduces a novel approach by offloading search session management to a structured environment, demonstrating that efficiency in state management can surpass sheer model size in achieving superior performance.
You’ll learn to combine Claude Code, Agentic RAG, and the Model Context Protocol (MCP). The tutorial shows how to use Claude Code's progressive disclosure features to turn an AI agent into a digital twin, allowing for autonomous web searching and dynamic knowledge retrieval.
One agent, one brain, zero manual work.
Most AI tools forget you the moment the chat ends. SureThing doesn’t.
SureThing is an autonomous agent that can draft in your voice, triage what matters, follow up on things you forgot, and report back with what happened next.
Day 1, you onboard it.
Day 30, it knows your clients and patterns.
Day 90, it catches things you missed.
👨💻 Data Tools, Libraries
container (GitHub Repo)
container is a tool for creating and running lightweight virtual Linux containers on Mac.
ktx (GitHub Repo)
ktx is an executable context layer for data and analytics agents. It allows AI agents to query data accurately and with full context.
Sintra: The AI "dream team" for overwhelmed operators. Access 12+ specialized agents that handle marketing, sales, ops, and much more for you - no prompting experience required.
AI News:
Anthropic just released Claude Fable 5, opening its top Mythos tier to the public for the first time — with a new set of guardrails compared to the original Mythos Preview and performance that is state-of-the-art on nearly all AI benchmarks. Fable 5 is the new flagship, a Mythos-class model above Opus that’s SOTA on nearly every benchmark and live for everyone today. Its cyber-tuned twin, Mythos 5, stays locked to Project Glasswing defenders.
Learn AI in 5 minutes a day
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The Rundown AI breaks it all down for you — the latest AI news, tools, and tutorials in one free 5-minute email every morning.
Trusted by 2M+ professionals at Apple, Google, and NASA.
OpenAI published a profile of Hiroki Tomiyasu, a self-taught broccoli farmer in Hokkaido who uses ChatGPT and Codex to build greenhouse automation, satellite crop tracking, and custom farm software to help run his operations. Tomiyasu manages roughly 100 hectares in Hokkaido, growing soybeans, green onions, pumpkins, and broccoli after learning farming on the job.
The Pentagon adds Alibaba Baidu and BYD to its military blacklist. The Pentagon's military blacklist jumped from 130 to 188 firms in a single update. Alibaba, Baidu, BYD, Unitree and WuXi AppTec are the biggest new names. Direct defense contracts end this month and procurement bans widen in 2027.
The latest model for speech-to-speech translation rolls out today to the Gemini Live API in public preview, with ride-hail partner Grab already testing it across more than 10 million monthly driver-traveler voice calls.
The vibe-coding boom shows no signs of cooling. Europe's Lovable says it's surpassed $500 million in annualized revenue run rate, up from $400 million in February which is wild for a company that is not even three years old. Users are now spinning up one million new projects a week, more than 50 million to date, increasingly to build real businesses and internal tools like CRMs and inventory systems…customers building the software they used to buy.
What built your business won’t scale it.
The habits, responsibilities, and daily involvement that once drove growth can quickly become the very things that slow it down.
The real shift is letting go of the work you’ve outgrown.
The free resource From Operator to Owner: How to Exit the Middle helps leaders identify what to delegate, what to retain, and how to move forward with clarity.
BELAY supports that transition by matching you with U.S.-based Executive Assistants who bring the judgment and reliability needed to take work off your plate, without adding full-time overhead.
AI Tutorial
How to automate your job search with Claude
You don’t even need to pay for the ChatGPT agent. You can use Microsoft Copilot for free. Here is how:
Install the Claude Chrome extension.
Upload your resume.
Access the extension in the browser and ask it to find jobs you qualify for.
Sample Prompt: [upload resume] based on my attached resume, find the best jobs for me in [place]
Claude will search for roles, match your profile, and apply for you, all on autopilot.
Use this to automate job hunting.
Embark on a creative odyssey with '1000+ Midjourney Prompts,' a rich collection designed to ignite your imagination. This diverse compilation spans genres, themes, and emotions, providing writers with an endless source of inspiration to fuel their literary journey.️
🔥Top AI tools to increase productivity:
Thor.ai captures the blockers, decisions, and commitments that never make it into your tools — straight from Slack threads and meetings
AirRankPilot helps local businesses get discovered by Google and AI tools like ChatGPT and Perplexity
InboxKit is your all-in-one platform for building, managing, and scaling cold-email infrastructure.
CCPayment is a cryptocurrency payment platform allowing merchants to accept and payouts
HuePress is a SaaS platform providing therapy-grade, high-quality printable coloring pages
Creatives Takeover is an AI platform that turns raw founder ideas into business plans
Pixel‑exact AI image generator composing scenes on fixed canvases
View our database of all the best AI tools for your needs: aitoolsup.com
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A.I. Generated Image of the Day
👀 "The Theory of Eternity : Einstein and Cleopatra
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