Agentic — October 17, 2026

The Most Underrated Tool for AI Agents Right Now
Tech With Tim
The video demonstrates how to connect Apify's MCP server to Claude as a one-line setup that gives AI agents access to over 80,000 web scraping tools ("actors") for sites like Google Maps, Instagram, TikTok, LinkedIn, and YouTube—platforms that normally block automated traffic. The host walks through five demos showing the agent pulling Miami dental clinic leads, Duolingo Instagram posts, trending TikTok hashtag videos, LinkedIn AI engineer job postings, and top YouTube videos on Claude Code, all for a total cost of about $2.71 in Apify credits. As a practical use case, he builds a custom Claude "slash command" called `/prospect` that combines all five data sources to find businesses with strong reviews but weak social media presence, scores them as leads, and auto-generates personalized sales pitches—costing roughly 37 cents per run.
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ChatGPT Work: 10 AI Agents to Automate Your Work Right Now
Grace Leung
ChatGPT Work: 10 AI Agents to Automate Your Work Right Now is a video by Grace Leung that explores ten AI agents designed to help automate professional tasks using ChatGPT. The video likely covers practical tools and workflows that can streamline productivity, reduce manual effort, and enhance efficiency in the workplace. Viewers are introduced to actionable AI-powered solutions they can implement immediately to optimize their daily work routines.
summary from description (full transcript skipped)
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Context Engineering for AI Agents: 4 Failure Modes to Avoid
IBM Technology
As AI agents operate over longer tasks, their context windows fill up with system prompts, tool definitions, message history, and tool results — and research on 18 frontier models shows reliability actually *decreases* as context grows, a phenomenon called "context rot." The video identifies four failure modes: **context poisoning** (a false conclusion gets treated as fact), **context distraction** (a long history biases the model toward repeating past actions), **context confusion** (too many tool definitions degrade tool selection), and **context clash** (contradictory information coexists in the window). For each failure mode, the recommended fix involves deliberately discarding information: validate conclusions before writing them down, compact long histories into summaries or external files, curate tools to only those the task requires, and prune superseded information instead of leaving conflicting versions. The core insight is counterintuitive — an agent performs better on long-running tasks by holding *less* context, not more.
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AI Agents Just Became Multiplayer. Here's How to Build Them.
Nate Herk | AI Automation
এই ভিডিওতে Nate Herk তার নতুন AI মিডিয়া ব্যবসা পরিচালনার জন্য Kailon (একটি মাল্টিপ্লেয়ার AI এজেন্ট প্ল্যাটফর্ম) কীভাবে ব্যবহার করছেন তা দেখান, যেখানে একাধিক AI এজেন্ট একসাথে Instagram কন্টেন্ট তৈরি, প্রকাশ ও বিশ্লেষণের কাজ করে। Kailon-এ টিম মেম্বারদের মতো আলাদা চ্যানেল ও থ্রেডে বিভিন্ন এজেন্ট রাখা যায়, যারা Gmail, GitHub ও অন্যান্য টুলের সাথে সংযুক্ত হয়ে স্বয়ংক্রিয়ভাবে কাজ করতে পারে। প্ল্যাটফর্মটি Claude, Codex ও অন্যান্য মডেল সমর্থন করে এবং ব্যবহারকারীরা ওয়ার্কস্পেস তৈরি করে টিম সদস্যদের আমন
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The World's First "Agentic AI" Streamer
The Library of Letourneau
A Los Angeles-based hologram company called Proto has created an "agentic AI avatar" of deceased rock star Ozzy Osbourne, capable of conversing with fans in hundreds of languages Osbourne never actually spoke. The streamer finds the concept both hilarious and unsettling, doing a comedic impression of a confused AI Ozzy answering questions in Chinese. He advises viewers to explicitly include instructions in their wills forbidding loved ones from creating AI hologram versions of them after death, joking that he personally would accept a French or Chinese version of himself but draws the line at Italian since he never spoke it in real life.
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