Tag Archives: deep dive

RL for Agents Workshop – Deep Dive on Training Agents with RL and Open Source

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Reinforcement learning is becoming central to agentic systems, but moving from RL for LLMs to RL for agents introduces a new set of challenges: environments, rollouts, tool use, inference bottlenecks, reward design, and evaluating multi-step behavior in the real world.

In this live Hugging Face workshop, we bring together researchers and builders working on the frontier of RL for agents. The session will feature short talks followed by a discussion on what is working today, where open methods still fall short, and what comes next.

Speakers include:

– Lewis Tunstall, Hugging Face
– Will Brown, Prime Intellect
– Ofir Press, Princeton University
– Alex Zhang, MIT CSAIL
additional guests TBA

Topics include:
– training agents with open source tools
– scaling RL for language agents
– multi-step verification and reward design
– benchmarking agent capability beyond static tasks
– recursive reasoning and new agent architectures

Deep Dive: How Tormolene is Betting on Data Centers with Low-Cost Canadian Gas (TOU)

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Join this channel to help us keep creating great content:
https://www.youtube.com/channel/UCBFJ5qX_2RqGqDH4dfEeuAw/join

If you found this video helpful, we’ve put together a full playlist of other stock deep dives you might enjoy. We take a closer look at each company’s business model, financials, risks, and potential for growth.

Watch the full Canada Stock Playlist here: https://www.youtube.com/playlist?list=PLMcL_aEqr4YqdV8JeoIycc8GdR7VtzcBk

[00:00:00] Introduction and the Tourmaline Investment Thesis
[00:02:17] Asset Deep Dive: Alberta Deep Basin and the Montney
[00:03:24] The Competitive Advantage of Owning Midstream Infrastructure
[00:06:01] Mu0026A Strategy and Consolidating the Western Canadian Sedimentary Basin
[00:08:58] Marketing Strategy: Solving the AECO Price Problem
[00:11:32] Expanding into Global Markets and LNG Contracts
[00:15:23] Financial Strategy: Balance Sheet and Shareholder Returns
[00:19:44] The 7-Year Strategic Plan (2025–2031)
[00:24:20] New Demand: Powering AI Data Centers with Natural Gas
[00:27:14] ESG, Regulatory Outlook, and Future Pipeline Projects

#Tourmaline #NaturalGas #EnergyInvesting #DataCenters #AI #LNG #Commodities #Investing #Alberta #EnergyStocks

November 2025 Evernote Features: Deep Dive & Q&A with Evernote Certified Expert Stacey Harmon

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⚠️ This video really starts about 18:15 in (I accidentally started the live stream too early 🤷‍♀️) – scrub forward to watch!

Each month, Evernote releases new features and improvements that can significantly impact your workflow. While Evernote's official monthly recap provides a helpful overview, there's often more to explore.

Join Evernote Certified Expert Stacey Harmon for a monthly deep dive into November's Evernote updates. This session goes beyond the official 10-minute recap to show you practical applications and answer your specific questions.

What we'll cover:
✅ Live demonstration of November's new features inside Evernote
✅ Practical context for how and when to use each update
✅ Your questions about the new features
✅ News not discussed in the official recap (like Evernote's new pricing tiers)

The official Evernote recap runs about 10 minutes. This expanded session will run up to 45 minutes, allowing time for thorough exploration of what's new and Qu0026A. Subscribers to the Harmon Enterprises channel can ask questions via live chat during the session.
Subscribe here: https://www.youtube.com/harmonenterprises?sub_confirmation=1

Before the session:
🔗 Watch Evernote's official November recap video: https://www.youtube.com/watch?v=2S_A6sjLI_A
🔗 Subscribe to Stacey's Weekly Evernote tips newsletter: https://www.harmonenterprises.com/newsletter
🔗 Join the Live Starting Fresh with Evernote Challenge, Dec 8 – 11, 2025: https://access.harmonenterprises.com/starting-fresh-with-evernote-challenge

This session helps you stay current with Evernote's rapid development pace and make the most of your productivity system. Subscribe to our channel to be notified of future live sessions.

Ultimate Guide to Start A Candle Business in 2025 | Deep Dive with Black Tie Barn (comprehensive)

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The first 1,000 people to use my link will get a full year of Premium membership to Craftsy for only $1.49: https://go.craftsy.com/blacktiebarn2/

Join me in this deep dive into the world of starting and running a candle business. Looking for a comprehensive overview of how to get started, what to consider, tips and guidance along the way? Watch the video and check out all the resources below that go along with it.

BEST Wax Melters: https://toautomelter.myshopify.com/BlackTieBarn
Fragrance Oils: https://blacktiebarn.com/collections/fragrance-oils
Wick Holders and Clips:https://nordencandlesupply.com?sca_ref=1972485.DlZFh8FQu5
Shopify (website): https://shopify.pxf.io/c/3220226/1061744/13624
Canva: https://partner.canva.com/5bmaR2

Business Timeline/Roadmap: https://youtu.be/0uZOBlHW-DA
Candle Making Tutorial for Beginners (at home): https://youtu.be/-CE0gM3ja98
Supplies: https://youtu.be/8n9rEYrRm7s
Sell More then Candles: https://youtu.be/i7UhefpNNlk
Niche u0026 Theme: https://youtu.be/shMFpxoNlk4
All About Wicks: https://youtu.be/FVlsH3N4T3M
Labels and Guidelines: https://youtu.be/6O9Mihd42ho

00:00 – Candle Business Roadmap u0026 2025 Intro
02:45 – Candles and baking
03:11 – Craftsy to add skills
05:20 – How I can help
09:17 – Why 2025
11:40 – Where's your head
16:05 – new business mindset pitfalls
18:47 – Business goals
21:06 – Candle Making wax
23:27 – Candle Wicks
29:02 – Candle Fragrances
33:45 – Candle jars and dyes
36:25 – Candle jar safety
37:40 – Wick Tools
41:21 – Candle Making process/guidance
45:32 – common candle making issues
52:00 – Pricing and costs
56:34 – Niche and theme
01:01:18 – 2025 Niche trends
01:07:20 – Legal steps overview
01:17:14 – Branding u0026 Marketing
01:24:39 – Website/selling
01:27:56 – email
01:29:49 – Shopify u0026 Etsy Tips
01:36:48 – Scaling your business
01:39:08 – More tips
01:41:15 – Your next 4 actions

OTHER RESOURCES
——————————————————
💡 Don't Miss Out on New Products, Sales u0026 Announcements 💡
SMS signup: https://blacktiebarn.attn.tv/p/BIj/landing-page
Email Signup: https://blacktiebarn.attn.tv/p/zO8/landing-page

Craftybase (recipes, orders, bookkeeping, inventory): https://craftybase.com/?rfsn=3998285.284c79u0026ref=blacktiebarn
CraftyBase Overview video: https://www.youtube.com/watch?v=QLvsQeqC-zou0026t=1s

SUPPLIES u0026 EQUIPMENT
——————————————————–
🕯️ Candle Making 🕯️
Candle Wicks: https://blacktiebarn.com/collections/wicks
Maksey (luxury woodwicks, vessels, wax, oils): https://makesy.com/?rfsn=6032176.58ffde7
Village Candle Supply (CA and USA): https://villagecraftandcandle.com/?ref=o6Tx5Q7x
Custom Labels, Stickers, and Tape: https://www.stickermule.com/unlock?ref_id=6984104701u0026utm_medium=linku0026utm_source=invite
Mixing Jugs for FO/Color ½ gallon – https://amzn.to/3FwMWMm
Mixing Jugs for FO/Color 1 gallon –
Piston Funnel – https://amzn.to/3FFxqh4
Respirator Mask: https://amzn.to/3reMwCw
Wooden Stirring Spoons: https://amzn.to/39mUumz
Probe Thermometer – https://amzn.to/3PDZhDi
Infrared Thermometer: https://amzn.to/3q93rG4
Heat Gun (Variable temp settings): https://amzn.to/2JjvDoz
Economical Scale: https://amzn.to/33oLWYs
Economical Scale: https://amzn.to/36cDcGI
Economical Scale: https://amzn.to/33pxSxJ
Wax Melter with spout: https://amzn.to/3v5B7rv
Pouring Pitcher: https://amzn.to/3V8yf87
Wick trimmer – https://amzn.to/3G0UzMr
Wick Trimmer (w/base) – https://amzn.to/3G3zBNb
Wood Wick Trimmer: https://amzn.to/3kBVOr4
Pipettes: https://amzn.to/2JfOn8S

💰📦 BUSINESS, PACKING u0026 SHIPPING SUPPLIES I USE 📦💰
Shopify (website): https://shopify.pxf.io/c/3220226/1061744/13624
Shipping Label Printer (Rollo): https://amzn.to/3b8Lqlk
Shipping Label Pack (Rollo): https://amzn.to/3xhmKzW
Shipping Label Roll Holder (Rollo): https://amzn.to/2Ts33qF
Box Cutter: https://amzn.to/3IdYvKd
Honeycomb paper – https://amzn.to/3v01Upu
Tape Gun: https://amzn.to/3dYUycW
Packing/Shipping Tape: https://amzn.to/3u7Mb5Z
Packing Peanuts (Environmental Friendly): https://amzn.to/2OJoUqB
White Shipping Box – Pack of 50, 6 x 4 x 3: https://amzn.to/3agrmxr
White Shipping Box – Pack of 25, 6 x 4 x 4: https://amzn.to/2MN7okV
Aviditi White Mailing Boxes – Pack of 50, 5.5 x 3 1/2 x 3 1/2: https://amzn.to/3d4Dbs0

📸 Photo u0026 Video 📸
Camera Gear (Video and Products): https://amzn.to/3oNiaq2
Product Photo Light Box: https://amzn.to/3v0haT7
Mevo Multi Stream Camera(s): https://amzn.to/3S6g3e0

🤵 Follow Me/Us 🤵
Subscribe to Videos: https://www.youtube.com/blacktiebarncandleco?sub_confirmation=1
Instagram: https://www.instagram.com/blacktiebarn
Facebook Group: https://www.facebook.com/groups/thecandlemakingworkshop
YouTube: https://www.youtube.com/blacktiebarncandleco
Website: https://www.blacktiebarn.com

*Some links are affiliate links meaning I may make a small commission from purchases but will cost you nothing additional. Thanks for supporting the channel.

A Deep Dive Into Trump’s History With Epstein Pt. 3 | The Daily Show

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In Part 3 of the Trump-Epstein saga, America learns that Pam Bondi's DOJ informed Donald Trump he was in the Epstein files back in May 2025, MAGA Karens and the QAnon Shaman demand answers, and folksy GOP loyalists use their twang to defend the president’s questionable past. #DailyShow #Trump #Epstein

Subscribe to The Daily Show:
https://www.youtube.com/channel/UCwWhs_6x42TyRM4Wstoq8HA/?sub_confirmation=1

Follow The Daily Show:
Twitter: https://twitter.com/TheDailyShow
Facebook: https://www.facebook.com/thedailyshow
Instagram: https://www.instagram.com/thedailyshow

Stream full episodes of The Daily Show on Paramount+: http://www.paramountplus.com/thedailyshow

Follow Comedy Central:
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Facebook: https://www.facebook.com/ComedyCentral
Instagram: https://www.instagram.com/comedycentral

About The Daily Show:
Jon Stewart and The Best F**king News Team host The Daily Show, an Emmy and Peabody Award-winning program analyzing the biggest stories in news, politics, and culture through a sharp, satirical lens. The Daily Show redefined the late night show category on TV and, with an audience of over 51M across social media platforms, has become a launching pad for some of the biggest stars in entertainment.

The Daily Show airs weeknights at 11/10c on Comedy Central.

Deep Dive into LLMs like ChatGPT

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This is a general audience deep dive into the Large Language Model (LLM) AI technology that powers ChatGPT and related products. It is covers the full training stack of how the models are developed, along with mental models of how to think about their "psychology", and how to get the best use them in practical applications. I have one "Intro to LLMs" video already from ~year ago, but that is just a re-recording of a random talk, so I wanted to loop around and do a lot more comprehensive version.

Instructor
Andrej was a founding member at OpenAI (2015) and then Sr. Director of AI at Tesla (2017-2022), and is now a founder at Eureka Labs, which is building an AI-native school. His goal in this video is to raise knowledge and understanding of the state of the art in AI, and empower people to effectively use the latest and greatest in their work.
Find more at https://karpathy.ai/ and https://x.com/karpathy

Chapters
00:00:00 introduction
00:01:00 pretraining data (internet)
00:07:47 tokenization
00:14:27 neural network I/O
00:20:11 neural network internals
00:26:01 inference
00:31:09 GPT-2: training and inference
00:42:52 Llama 3.1 base model inference
00:59:23 pretraining to post-training
01:01:06 post-training data (conversations)
01:20:32 hallucinations, tool use, knowledge/working memory
01:41:46 knowledge of self
01:46:56 models need tokens to think
02:01:11 tokenization revisited: models struggle with spelling
02:04:53 jagged intelligence
02:07:28 supervised finetuning to reinforcement learning
02:14:42 reinforcement learning
02:27:47 DeepSeek-R1
02:42:07 AlphaGo
02:48:26 reinforcement learning from human feedback (RLHF)
03:09:39 preview of things to come
03:15:15 keeping track of LLMs
03:18:34 where to find LLMs
03:21:46 grand summary

Links
– ChatGPT https://chatgpt.com/
– FineWeb (pretraining dataset): https://huggingface.co/spaces/HuggingFaceFW/blogpost-fineweb-v1
– Tiktokenizer: https://tiktokenizer.vercel.app/
– Transformer Neural Net 3D visualizer: https://bbycroft.net/llm
– llm.c Let's Reproduce GPT-2 https://github.com/karpathy/llm.c/discussions/677
– Llama 3 paper from Meta: https://arxiv.org/abs/2407.21783
– Hyperbolic, for inference of base model: https://app.hyperbolic.xyz/
– InstructGPT paper on SFT: https://arxiv.org/abs/2203.02155
– HuggingFace inference playground: https://huggingface.co/spaces/huggingface/inference-playground
– DeepSeek-R1 paper: https://arxiv.org/abs/2501.12948
– TogetherAI Playground for open model inference: https://api.together.xyz/playground
– AlphaGo paper (PDF): https://discovery.ucl.ac.uk/id/eprint/10045895/1/agz_unformatted_nature.pdf
– AlphaGo Move 37 video: https://www.youtube.com/watch?v=HT-UZkiOLv8
– LM Arena for model rankings: https://lmarena.ai/
– AI News Newsletter: https://buttondown.com/ainews
– LMStudio for local inference https://lmstudio.ai/

– The visualization UI I was using in the video: https://excalidraw.com/
– The specific file of Excalidraw we built up: https://drive.google.com/file/d/1EZh5hNDzxMMy05uLhVryk061QYQGTxiN/view?usp=sharing
– Discord channel for Eureka Labs and this video: https://discord.gg/3zy8kqD9Cp

SEO Rocket Writer Review – The Deep Dive Podcast

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If you’re looking to supercharge your content marketing, this episode of the Deep Dive Podcast is for you! We take a deep dive into SEO Rocket Writer, an AI-powered platform that helps you research keywords, generate outlines, and create high-quality, search-optimised content in minutes. During our conversation, we explore how SEO Rocket Writer streamlines everything from brainstorming to publishing, so you can focus on growing your business—without spending endless hours on tedious SEO tasks. We talk about the tool’s “smart keyword finder,” which identifies high-volume, low-competition keywords, plus the “lazy mode” that generates article drafts for when you’re short on time or inspiration. You’ll also hear about one-click publishing to WordPress, built-in AI image generation, and integrations with Zapier, Yoast, and RankMath.

We discuss how SEO Rocket Writer helps solve common pain points: writer’s block, time-consuming research, and the complexity of technical SEO. By offering a user-friendly interface, transparent pricing, and powerful collaboration features, it becomes the ideal solution for solopreneurs and small business owners who need professional-level content but don’t have an entire marketing team. You’ll learn how the platform’s AI can serve as your “virtual marketing assistant,” providing a strong starting point for your creative ideas and helping you stay ahead of the competition.

If you’ve ever struggled to consistently publish blog posts or wondered whether AI could truly enhance your content, this episode will answer your questions and show you why SEO Rocket Writer might be the missing piece in your content strategy. Whether you want to boost brand awareness, drive leads, or increase sales, the insights shared here will help you decide if this tool is right for you. Give it a listen, and discover how to transform your content marketing process with the power of AI!

Links Mentioned in the Conversation:
• SEO Rocket Writer Free Trial u0026 Info: https://rocketwriter.app
• SEO Rocket Writer WordPress Plugin: https://rocketwriter.app/wordpress-plugin/

Happy diving,
Matt u0026 Lizzy