EngX Space

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EngX Space - is a tech podcast whose goal is to help people learn new technologies, , land a job, and join a professional tech and IT network 😊

  1. Google Banana AI / Grok Macrohard / Robot Olympics / AI Psychosis Fix / RtoA #8

    30 AUG

    Google Banana AI / Grok Macrohard / Robot Olympics / AI Psychosis Fix / RtoA #8

    👉 EngX Space: https://engx.space/ 👉Prompt Engineering Advanced ($30): Go beyond basics to unlock advanced AI skills — 6h, 13 lessons, 17 practice tasks for devs & test engineers https://engx.space/global/en/courses/prompt-engineering-advanced In this episode, Gordon Mullan and Govind Shukla explore the wildest edges of AI and robotics in 2025. We cover Google’s quirky “nano-banana” release, xAI’s spicy new Grok tools (and Musk’s surprise launch of Macrohard), and why OpenAI’s IQ-beating GPT-5 is rewriting the rules. From Unitree’s domination at the Humanoid Robot Olympics to Meta’s next-gen vision model, Anthropic’s coding tutor, and Perplexity’s secret web-scraping scandal, we unpack what’s hype, what’s real, and what’s just a little unhinged. We also dive into China’s latest world-building AI engines, Nvidia’s 53× speed breakthrough, and how to keep AI from spiraling into psychosis. Tune in for the freshest updates on Big Tech, robots that sprint faster than you, and the strange future of AI nations. And don’t forget — you can find previous episodes of The Road to Abundance on the ENGX SPACE YouTube channel: https://www.youtube.com/@engxspace Download MP3: https://engx-space.simplecast.com/episodes/trta8 NAVIGATION 00:00 – Introduction 00:55 – OpenAI: GPT-5 IQ, IOI gold medal & long-term models 09:07 – Google: Gemini 2.5 Flash Image, DeepThink & Jules Agent 17:04 – Anthropic: 1M Context, Claude Code Security & Memory 23:16 – Meta: DINOv3 Vision Foundation Model 27:04 – Nvidia: Jet-Nemotron & 53× LLM Speedup 29:45 – Perplexity: Crawling Scandal & Chrome Acquisition Bid 36:14 – xAI: Babuschkin Ventures, Grok Imagine & Macrohard 41:58 – Mistral & Cursor Updates 44:13 – China: Qwen Image, Tencent Hunyuan Models & AAA Game Engine Yan 46:13 – Z.ai GLM-4.5V & DeepSeek Huawei Chips 52:00 – ElevenLabs, Pika Labs Lip-sync, HeyGen Digital Twin & Ollama Turbo 59:30 – Law & Order: Iceland-9 AI-run State (possibly fake news) 01:01:45 – Science & Tech: Google g-AMIE & AI Gravitational Wave Detector 01:08:48 – Robotics: Unitree, Ground Control Robotics, Figure AI & Robot Games 01:28:55 – Final Words SERVICES AND LINKS FROM THE EPISODE 🔹 GPT-5: https://openai.com/gpt-5 Tracking AI — IQ test: https://www.trackingai.org/home 🔹 GPT OOS (open models): https://openai.com/open-models 🔹 OpenAI Harmony: https://cookbook.openai.com/articles/openai-harmony 🔹 OpenAI podcast on long-term models: https://www.youtube.com/watch?v=yBzStBK6Z8 🔹 DeepMind Genie 3: https://deepmind.google/discover/blog/genie-3-a-new-frontier-for-world-models 🔹 Genie 3 self-simulation — X post: https://x.com/holynski_/status/1953155509793767928 🔹 Jules: https://jules.google/ 🔹 Anthropic — 1M context: https://www.anthropic.com/news/1m-context 🔹 Claude Code security review: https://www.anthropic.com/news/automate-security-reviews-with-claude-code 🔹 MetaAI DINOv3: https://ai.meta.com/blog/dinov3-self-supervised-vision-model/ 🔹 Cloudflare on Perplexity: https://blog.cloudflare.com/perplexity-is-using-stealth-undeclared-crawlers-to-evade-website-no-crawl-directives 🔹 The Information on Perplexity: https://www.theinformation.com/articles/wild-chrome-bid-perplexity-hunting-browsers?rc=ukjmk2 🔹 Grok Imagine: https://www.theverge.com/news/718795/xai-grok-imagine-video-generator-spicy-mode 🔹 Mistral changelog: https://docs.mistral.ai/getting-started/changelog/ 🔹 Cursor CLI: https://cursor.com/cli 🔹 Cursor pricing: https://cursor.com/en/blog/aug-2025-pricing 🔹 Qwen-Image 20B: https://qwenlm.github.io/blog/qwen-image 🔹 HuggingFace Qwen3-4B-Instruct-2507: https://huggingface.co/Qwen/Qwen3-4B-Instruct-2507 🔹 Tencent models: https://huggingface.co/tencent 🔹 Hunyuan-Large-Vision: https://vision.hunyuan.tencent.com 🔹 GLM-4.5V: http://github.com/zai-org/GLM-V 🔹 Chat Z.ai: http://chat.z.ai 🔹 DeepSeek and Huawei: https://www.ft.com/content/eb984646-6320-4bfe-a78d-a1da2274b092 🔹 Yan arXiv report: https://arxiv.org/pdf/2508.08601 🔹 ElevenLabs Music blog: https://elevenlabs.io/blog/eleven-music-is-here 🔹 ElevenLabs Music app: https://elevenlabs.io/app/music 🔹 Pika Labs lipsync: https://x.com/pika_labs/status/1954935844936024476 🔹 Browser Company Dia subscription: https://techcrunch.com/2025/08/06/the-browser-company-launches-a-20-monthly-subscription-for-its-ai-powered-browser/ 🔹 Ollama Turbo: https://ollama.com/turbo 🔹 AI-run island: https://zamin.uz/en/technology/156369-on-the-new-island-order-is-governed-solely-by-ai.html 🔹 Google g-AMIE: https://research.google/blog/enabling-physician-centered-oversight-for-amie/ 🔹 Unitree A2: https://www.unitree.com/A2/ 🔹 Robot ad video: https://youtu.be/6MUrF_G7KlM 🔹 Loki Robotics: https://www.startupticker.ch/en/news/1-6-million-for-a-restroom-cleaning-robot 🔹 Figure AI Helix laundry: https://www.figure.ai/news/helix-learns-to-fold-laundry 🔹 World Humanoid Robot Games: https://www.youtube.com/live/1MMgDKXtdWU 🔹 Running robot video: https://t.me/denissexy/10630 #theroadtoabundance #gpt #genie

    1h 29m
  2. GPT-5 & OpenAI Open Weights / Genie-3 Worlds / 1-Day Gene Editing / Robot Dogs / RtoA #7

    13 AUG

    GPT-5 & OpenAI Open Weights / Genie-3 Worlds / 1-Day Gene Editing / Robot Dogs / RtoA #7

    In this episode of The Road to Abundance, Gordon Mullan and Govind Shukla dive into one of the most explosive weeks in AI so far. OpenAI stunned the community with a rare double launch, releasing GPT-5 alongside brand-new open-weights models, and the ripple effects are already being felt across the tech world. DeepMind’s Genie-3 is here too, offering playable, promptable, physically consistent worlds that could change how games and simulations are built. We also explore how CRISPR-GPT is turning complete beginners into gene-editing experts in just a single day, and why some jaw-dropping robot dog demos are making people wonder if it’s time to rethink where this is all heading. And don’t forget — you can find previous episodes of The Road to Abundance on the ENGX SPACE YouTube channel: https://www.youtube.com/@engxspace Download MP3: https://aia.simplecast.com/episodes/115 NAVIGATION 00:00:00 – Introduction 00:00:46 – OpenAI: GPT-5, GPT-OSS, ChatGPT Agent & Study Mode 00:32:48 – Anthropic: Funding U-turn & Claude Code Sub-agents 00:34:20 – Meta: AI in Interviews & Super-intelligence Vision 00:34:23 – Microsoft: Edge AI Upgrades & $4T Milestone 00:44:47 – Amazon: Bee AI Wearable Acquisition 00:55:17 – Mistral: Le Chat Deep Research & Codestral Upgrades 00:56:12 – Google: Veo 3 API, Genie 3, Gemini 2.5 & AlphaEarth 01:06:42 – China: Qwen Model Parade 01:09:03 – Tencent: HunyuanWorld & LeVo Text-to-Audio 01:09:53 – Z.ai: GLM-4.5 Lineup 01:10:29 – Runway: Act-Two Motion Transfer & Aleph Video Editing 01:12:21 – ElevenLabs: Eleven Music Launch 01:13:55 – JetBrains Junie: Code-fixing Agent & OSS Support 01:15:09 – Benchmarks & Mishaps: HLE, ARC-AGI-3 & Stack Overflow 01:17:30 – Law & Order: US AI Race Plan & EU AI Act 01:19:41 – Science & Tech: CRISPR-GPT & Cancer-targeting Proteins 01:29:31 – Robotics: Tesla Robotaxi Expansion & Chinese Farm Automation 01:30:16 – Ethics & Culture: AI Music, Job Risk Study & Industry Trends 01:39:52 – Final Words SERVICES AND LINKS FROM THE EPISODE 🔹 OpenAI prepares to release GPT-5: https://www.bleepingcomputer.com/news/artificial-intelligence/openai-prepares-gpt-5-for-roll-out 🔹 Horizon Alpha — possibly the secret GPT-5: https://x.com/OpenRouterAI/status/1950713168193282078 🔹 Leak of OpenAI model parameters: https://x.com/secemp9/status/1951162373361803522?s=46&t=pKf_FxsPGBd_YMIWTA8xgg 🔹 Introduction of ChatGPT Agent: https://futurism.com/openai-new-ai-agent-food-stadium 🔹 Anthropic seeks investment in the Persian Gulf: https://www.wired.com/story/anthropic-dario-amodei-gulf-state-leaked-memo/ 🔹 Sub-agents in Claude Code: https://docs.anthropic.com/en/docs/claude-code/sub-agents 🔹 Meta to allow AI in job interviews: https://devby.io/news/meta-razreshit-ispolzovat-ii-na-tehsobesah 🔹 Meta’s superintelligence mission: https://www.meta.com/superintelligence/ 🔹 Amazon acquires Bee: https://www.linkedin.com/feed/update/urn:li:activity:7353453923795378176 🔹 Edge with Copilot Mode: https://www.microsoft.com/en-us/edge/ai-powered/copilot-mode 🔹 Le Chat updates from Mistral: https://mistral.ai/news/le-chat-dives-deep%20 🔹 Codestral update: https://mistral.ai/news/codestral-25-08 🔹 Access Veo 3 via Gemini API: https://developers.googleblog.com/en/veo-3-now-available-gemini-api/ 🔹 Conversational image segmentation in Gemini 2.5: https://developers.googleblog.com/en/conversational-image-segmentation-gemini-2-5/ 🔹 Try segmentation in AI Studio: https://aistudio.google.com/app/apps/bundled/spatial-understanding?showPreview=true&appParams=task%3Dsegmentation-masks. 🔹 Video Overviews in NotebookLM: https://blog.google/technology/google-labs/notebooklm-video-overviews-studio-upgrades/ 🔹 Opal platform: https://developers.googleblog.com/en/introducing-opal%20 🔹 Win at International Math Olympiad: https://www.heise.de/en/news/OpenAI-and-Google-win-gold-at-the-Math-Olympics-10496839.html%20 🔹 Deep Think in Gemini Ultra: https://blog.google/products/gemini/gemini-2-5-deep-think/ 🔹 AlphaEarth Foundations by DeepMind: https://deepmind.google/discover/blog/alphaearth-foundations-helps-map-our-planet-in-unprecedented-detail/ 🔹 Qwen3-Coder-480B-A35B-Instruct: https://huggingface.co/Qwen/Qwen3-Coder-480B-A35B-Instruct 🔹 Qwen3-Coder-30B-A3B-Instruct: https://hf.co/Qwen/Qwen3-Coder-30B-A3B-Instruct 🔹 Wan2.2 (open-source video MoE): https://github.com/Wan-Video/Wan2.2 🔹 HunyuanWorld-1.0 — 3D world generator: https://github.com/Tencent-Hunyuan/HunyuanWorld-1.0 🔹 LeVo: https://github.com/tencent-ailab/songgeneration 🔹 Runway Aleph: https://runwayml.com/research/introducing-runway-aleph 🔹 Classics reimagined by Aleph: https://x.com/blizaine/status/1950203241150530043?s=46&t=dUCVh9akIWxxNUIkrDJwJg 🔹 FUZZ-2.0 by Riffusion: https://producer.ai 🔹 JetBrains Junie updates: https://blog.jetbrains.com/junie/2025/07/the-agentic-ai-era-at-jetbrains-is-here/ 🔹 Free Junie request form: https://www.jetbrains.com/junie-github #theroadtoabundance #gpt5 #genie3

    1h 41m
  3. Grok Destroys Benchmarks / Apple’s Last AI Move / Meta Hires Everyone/ The RtoA #6

    4 AUG

    Grok Destroys Benchmarks / Apple’s Last AI Move / Meta Hires Everyone/ The RtoA #6

    👉 EngX Space: https://engx.space/ 👉AI-assisted systems engineering for large-scale platforms: https://engx.space/global/en/courses/ai-assisted-systems-engineering In this episode of The Road to Abundance, Gordon Mullan and Govind Shukla dive into the wild July headlines in the AI world. Tune in for cutting-edge news about Grok’s chaos, Meta’s AI ambitions, Apple’s comeback plans, and the accelerating rise of robot labor. And don’t forget, you can find previous episodes of The Road to Abundance on the ENGX SPACE YouTube channel: https://www.youtube.com/@engxspace NAVIGATION 0:00 – Introduction 0:59 – xAI: Grok 4 7:15 – Problems at Windsurf 9:18 – Cognition AI, creator of Devin. 10:24 – Anthropic 13:20 – Meta 24:34 – OpenAI 27:46 – Google 36:07 – Amazon 41:03 – Apple rumor 44:08 – Mistral 45:34 – Perplexity 47:34 – LG Research 49:39 – Chinese AI: ByteDance, MoonshotAI 55:15 – What Else: LM Studio, Other models/news 1:08:38 – Law & Order 1:14:54 – Science & Tech 1:23:02 – Ethics‑Schmethics 1:29:16 – Final Words SERVICES AND LINKS FROM THE EPISODE 🔹 Grok 4 release by xAI: https://techcrunch.com/2025/07/09/elon-musks-xai-launches-grok-4-alongside-a-300-monthly-subscription/ 🔹 Eugene Nevgen’s profile: https://x.com/eugenenevgen 🔹 Failed OpenAI and Windsurf deal: https://www.theverge.com/openai/705999/google-windsurf-ceo-openai 🔹 Cognition AI acquires Windsurf: https://www.nytimes.com/2025/07/14/technology/cognition-ai-windsurf.html 🔹 Claude connectors directory: https://www.anthropic.com/news/connectors-directory 🔹 Claude learning courses by Anthropic: https://www.anthropic.com/learn/build-with-claude 🔹 Recording mode announced for ChatGPT on macOS: https://x.com/OpenAI/status/1945547821626913059 🔹 ChatGPT Agent — combining Operator and Deep Research: https://www.theverge.com/ai-artificial-intelligence/709158/openai-new-release-chatgpt-agent-operator-deep-research 🔹 Google Gemini for Education: https://blog.google/outreach-initiatives/education/gemini-iste-2025/ 🔹 Google Flow announcement: https://blog.google/technology/google-labs/flow-adds-speech-expands/ 🔹 Google Flow homepage: https://labs.google/fx/tools/flow 🔹 Google’s AI-powered phone calls: https://techcrunch.com/2025/07/16/google-rolls-out-ai-powered-business-calling-feature-brings-gemini-2-5-pro-to-ai-mode 🔹 AWS Kiro IDE: https://kiro.dev 🔹 Code with Kiro hackathon: https://kiro.devpost.com 🔹 Amazon’s new AI promotion policy: https://www.businessinsider.com/amazon-requires-staff-show-ai-use-get-promoted-ring-2025-7 🔹 Rumor: Apple to acquire Mistral: https://www.bloomberg.com/news/articles/2025-07-19/apple-eyes-mistral-ai-acquisition 🔹 Devstral Small 1.1 by Mistral: https://huggingface.co/mistralai/Devstral-Small-2507 🔹 Voxtral — Mistral’s speech model: https://mistral.ai/news/voxtral 🔹 Mistral’s voice chat: https://chat.mistral.ai/chat 🔹 Perplexity Comet Browser: https://comet.perplexity.ai 🔹 EXAONE 4.0 on HuggingFace: https://huggingface.co/LGAI-EXAONE/EXAONE-4.0-32B 🔹 Trae Agent by ByteDance: https://github.com/bytedance/trae-agent 🔹 Kimi K2 by MoonshotAI: https://github.com/MoonshotAI/Kimi-K2 🔹 Official site of Trae Solo: https://www.trae.ai/solo 🔹 SmolLM3 on HuggingFace: https://huggingface.co/blog/smollm3 🔹 News on Swiss AI model: https://ethz.ch/en/news-and-events/eth-news/news/2025/07/a-language-model-built-for-the-public-good.html 🔹 HeyGen Video Agent: https://www.heygen.com/agent 🔹 Netflix starts using GenAI in shows: https://techcrunch.com/2025/07/18/netflix-starts-using-genai-in-its-shows-and-films/ 🔹 Article about AI-created YouTube channels: https://sherwood.news/tech/ai-created-videos-are-quietly-taking-over-youtube/%20 🔹 Salaries at Mira Murati’s new startup: https://www.businessinsider.com/muratis-new-ai-startup-salary-technical-talent-2025-6 🔹 Pentagon contracts with AI companies: https://www.reuters.com/business/autos-transportation/us-department-defense-awards-contracts-google-xai-2025-07-14/ 🔹 EU’s AI Act explainer: https://digital-strategy.ec.europa.eu/en/policies/contents-code-gpai 🔹 Researchers hiding prompts in academic papers: https://asia.nikkei.com/Business/Technology/Artificial-intelligence/Positive-review-only-Researchers-hide-AI-prompts-in-papers 🔹 Centaur model from German scientists: https://www.nature.com/articles/s41586-025-09215-4 🔹 Changes to LM Studio license: https://lmstudio.ai/blog/free-for-work 🔹 LM Studio SDK: https://lmstudio.ai/docs/sdk #theroadtoabundance #grok #mehagitler

    1h 30m
  4. Tesla’s Robotaxi Is Here / AI Goes Physical / Talent Wars & Bio Breakthroughs / The RtoA #5

    18 JUL

    Tesla’s Robotaxi Is Here / AI Goes Physical / Talent Wars & Bio Breakthroughs / The RtoA #5

    Our NEW YT channel: https://youtube.com/@theroadtoabundance 👉 EngX Space: https://engx.space 👉 Use Copilot & ChatGPT to code smarter: https://engx.space/global/en/courses/ai-supported-software-engineering 👉 12-week AI adoption program for dev teams: https://engx.space/global/en/courses/generative-ai-adoption-for-engineering-teams 👉 1-day AI training for engineers: https://engx.space/global/en/courses/engx-ai-adoption-workshop 👉 Master GitHub Copilot to boost coding in Java, JS, Python & C#: https://engx.space/global/en/courses/github-copilot In this episode of The Road to Abundance, Gordon Mullan and Govind Shukla explore how AI is finally stepping out of the cloud and into the real world. 🚗 Tesla launches its long-awaited robotaxi service, and we discuss why this is a turning point for real-world autonomy. 🤖 Why AI needs robots to truly learn, generalize, and evolve, plus the challenges of grounding intelligence in physical environments. 🧠 Tech giants are offering crazy money to poach AI talent, and we explore what this means for open source and smaller labs. 🧬 AI is now supercharging biology, from protein folding to materials discovery, and it’s only just beginning. Catch up to stay in the loop on everything shaping the AI landscape! NAVIGATION 00:00 – Introduction 01:01 – AI Talent Wars: Meta vs OpenAI, Apple, Anthropic 04:19 – Claude Code vs Cursor: The Talent Twist 07:00 – Apple WWDC: Quiet LLM Power Moves 10:23 – OpenAI: o3 Pro, Podcast, GPT-5 & Jony Ive Device 22:15 – Google: Gemini 2.5, Audio Search & AlphaGenome 27:37 – Grok 4 Reveal Incoming 29:03 – Mistral: Cloud Ambitions & Magistral Models 30:54 – Chinese AI: MiniMax, Seedance, Hailou 33:26 – Tools & Products: Dia Browser, ElevenLabs, NotebookLM, Animate 44:55 – Law & Order: AI Training Legal, CIA & JFK 49:58 – Science & Tech: AlphaGenome, Chai-2, Tesla Robotaxis 52:14 – Robotics: Robo-kickboxing & Tesla Robotaxi Launch 01:05:32 – Energy Storage: China's Grid Battery Breakthrough 01:10:05 – Ethics & Treats: AI Toys, Army Unit 201, AI Live-Sales 01:12:29 – Final Words SERVICES AND LINKS FROM THE EPISODE 🔹 OpenAI vs Meta: https://www.bloomberg.com/news/articles/2025-06-30/zuckerberg-announces-meta-superintelligence-effort-more-hires 🔹 Claude Code vs Cursor: https://www.theinformation.com/articles/anthropic-revenue-hits-4-billion-annual-pace-competition-cursor-intensifies?rc=ukjmk2 🔹 ChatGPT in Xcode: https://techcrunch.com/2025/06/09/apple-brings-chatgpt-and-other-ai-models-to-xcode 🔹 Apple Foundation Models: https://machinelearning.apple.com/research/apple-foundation-models-2025-updates 🔹 OpenAI o3 Pro: https://platform.openai.com/docs/models/o3-pro 🔹 o3 Price Drop: https://x.com/sama/status/1932434606558462459?s=46&t=dUCVh9akIWxxNUIkrDJwJg 🔹 Deep Research: https://platform.openai.com/docs/models/o3-deep-research 🔹 Podcast with Sam Altman: https://www.youtube.com/watch?v=DB9mjd-65gw 🔹 Gemini CLI: https://blog.google/technology/developers/introducing-gemini-cli-open-source-ai-agent/ 🔹 Gemini Flash-Lite: https://deepmind.google/models/gemini/flash-lite 🔹 Gemini 2.5 Release: https://blog.google/products/gemini/gemini-2-5-model-family-expands 🔹 Gemma 3n: https://developers.googleblog.com/en/introducing-gemma-3n-developer-guide/ 🔹 Gemini Scheduled Actions: https://www.theverge.com/news/681762/google-gemini-scheduled-actions-planned-tasks 🔹 Audio Overviews: https://blog.google/products/search/audio-overviews-search-labs 🔹 Claude-Powered Apps: https://www.anthropic.com/news/claude-powered-artifacts 🔹 Grok 4 Announcement: https://x.com/elonmusk/status/1938561602640605363 🔹 Cursor Ultra Plan: https://forum.cursor.com/t/cursor-ultra-a-new-higher-tier-plan-built-alongside-the-model-providers/104530 🔹 Cursor 1.2 Update: https://www.cursor.com/changelog 🔹 Mistral Compute: https://mistral.ai/news/mistral-compute 🔹 Magistral Small: https://mistral.ai/news/magistral 🔹 EuroLLM Preview: https://www.reddit.com/r/LocalLLaMA/comments/1laazto/the_eurollm_team_released_preview_versions_of/ 🔹 MiniMax-M1: https://huggingface.co/papers/2506.13585 🔹 Warp 2.0: https://www.fastcompany.com/91356732/warps-new-agentic-development-environment-helps-developers-work-with-ai-coding-agents 🔹 NotebookLM Adds Belarusian: https://devby.io/be/news/izdateli-proigrali-v-sude-ssha-obuchat-ii-na-knigah-mozhno-piratit-net-by 🔹 AI Film Festival by Runway: https://aiff.runwayml.com/ 🔹 Best Film: Total Pixel Space: https://www.youtube.com/watch?v=zpAeygE4d1A 🔹 Robot Football from China: https://youtu.be/W9KCnSUCHbo?si=A4OYpVpizR8e2cLW 🔹 Ilya Sutskever Interview: https://www.youtube.com/watch?v=t3TfmU0l5vM 🔹 Open University of Israel YouTube: https://www.youtube.com/@openofek #theroadtoabundance #gemini #anthropic

    1h 14m
  5. Coding Interview Questions and Answers - Machine Learning / Mock Interview Show #6

    11 JUN

    Coding Interview Questions and Answers - Machine Learning / Mock Interview Show #6

    In this episode we shift gears into the world of data science and machine learning engineering. Join us as Mykhailo Kuznietsov steps into a real interview setting, answering 30+ questions covering ML theory, data pipelines, prompt engineering, and more. Hosted by Oleksii Malashyna and interviewed by Denys Soloviov, this session is packed with ML best practices and an engaging live coding challenge — including transforming raw user data into a structured format using Python. Whether you're preparing for an ML role or just want to learn how top candidates think on the spot, this episode offers deep insights and honest feedback to help you grow! NAVIGATION 0:00 - Intro 05:02 - First part. Could you tell more about your experience 13:04 - Second part. What sampling methods to get training data do you know? 17:23 - What is the main disadvantage of simple random sampling? 18:57 - Hand labels and natural labels 23:34 - Problem of lacking the labels 31:51 - What feature engineering operations do you know? 33:19 - Handling missing values. Compare deletion and imputation for it 38:07 - What is the bias/variance tradeoff during training? 40:40 - What is ensemble learning? 43:40 - What is the difference between batch inference and online inference? 46:25 - Compare deployments to the cloud and to edge devices. Their pros and cons. 50:21 - What is the data distribution shift? What methods exist to detect data distribution shifts? 53:45 - How would you standardize the development environment across different workstations? 01:00:17 - What prompt engineering techniques do you know to get more qualitative responses from LLMs? 01:03:54 - What is RAG, its purpose? 01:12:28 - When is it beneficial to fine-tune a language model? 01:14:40 - Third part. Practical task 01:25:34 - Feedback session WHERE TO WATCH US AND LISTEN 🔸 YouTube: https://youtu.be/cUQpQiX5jcE 🔸 Google Podcasts: https://bit.ly/awclub-en-google 🔸 Apple Podcasts: https://bit.ly/awclub-en-apple 🔸 Spotify: https://bit.ly/awclub-en-spotify 🔸 Download mp3: https://anywhereclub.simplecast.com/episodes/41 ADDITIONAL QUESTIONS What sampling methods to get training data do you know?What is the main disadvantage of simple random sampling? (Here I can also ask about stratified sampling, its pros and cons)What are the hand labels and natural labels? What are the pros and cons of hand labeling?The label multiplicity problem: how to minimize the disagreement among annotators?What techniques do you know for handling the lack of labels (shortly tell how each technique works)?Explain class imbalance problem and approaches to handle it.What is data augmentation? What problems does it solve?What feature engineering operations do you know?Compare deletion and imputation for handling missing values. What are their advantages and drawbacks?What is data leakage? How to detect it?What things should we consider while selecting an appropriate algorithm for model training? The model will be used by the app serving external clients. (You can mention and compare specific algorithms while answering this question).What is the bias/variance tradeoff?What is cross-validation? Why is it needed?What is model regularization, its goal? What regularization techniques do you know?What is ensemble learning? What algorithms do you know that leverage ensemble learning?What types of neural networks do you know? Map types and suitable tasks for them.What is the difference between the grid search and randomized search hyperparameter tuning techniques?What model evaluation methods do you know to ensure that the model can be deployed to the production environment? (Tell about perturbation tests, slice based evaluation and so on)What is the difference between batch inference and online inference? Tell about use cases.What model compression methods do you know to reduce the size of a model and reduce inference latency?Compare deployments to the cloud and to edge devices. Their pros and cons.What is the data distribution shift? Provide examples. (Here you can also mention that this is one of the reasons why it is important to do model retraining)What methods exist to detect data distribution shifts?What techniques do you know for model testing in production?How would you standardize the development environment across different workstations? What can be done for environment reproducibility and why is it important?What is Docker? How does it help with autoscaling? Why is Docker Compose needed?What is the model store, its purpose?What is the feature store, its purpose?What prompt engineering techniques do you know to get more qualitative responses from LLMs?What is RAG, its purpose?When is it beneficial to fine-tune a language model?What is parameter efficient fine-tuning and what techniques for it do you know?

    1h 35m
  6. Google & Microsoft Just Changed AI Forever / Claude 4 Goes Rogue / The Road to Abundance #4

    3 JUN

    Google & Microsoft Just Changed AI Forever / Claude 4 Goes Rogue / The Road to Abundance #4

    In this episode of The Road to Abundance, Gordon Mullan and Govind Shukla break down the biggest AI news from Microsoft Build and Google I/O 2025. From Microsoft’s Copilot Chat going open-source and turning VS Code into an AI-native IDE… To Google launching Gemini 2.5 Flash, DeepThink, and GM3N — multimodal models running on just 4GB RAM Plus: Google’s new tools for async coding (Jules), generative design (Stitch), and even the groundbreaking Video 3 — an AI that generates full speech, characters, and cinema-quality scenes. We explore: • Agent infrastructure at OS and browser level • AI-powered video creation that's nearly indistinguishable from reality • The race between Big Tech and open source in democratizing AI • Whether this new wave of models is laying the perceptual groundwork for AGI NAVIGATION 00:00 - Introduction 01:10 – Microsoft Build 2025 06:09 - Google I/O 2025 10:40 - Models 13:05 - Development 16:38 - Media 33:39 - COMPUTEX 2025 38:48 - Anthropic 43:57 - OpenAI 47:57 - Mistral 48:53 - Chinese Scene 53:05 - Tools & Updates 54:57 - Law & Order 56:36 - Science & Tech 59:46 - Robotics 01:06:45 - Ethics & Candy 01:10:12 - Final WHERE TO WATCH US AND LISTEN 🔸 YouTube: https://youtu.be/M3Y-pxN9R0s 🔸 Apple Podcasts: https://bit.ly/awclub-en-apple 🔸 Spotify: https://bit.ly/awclub-en-spotify 🔸 Download mp3: https://anywhereclub.simplecast.com/episodes/40 SERVICES AND LINKS FROM THE EPISODE 🔹 MCP at the Windows OS level: https://developer.microsoft.com/en-us/windows/agentic 🔹 Experimental API in Edge: https://techcrunch.com/2025/05/19/devs-can-now-tap-microsoft-edge-to-power-ai-web-apps 🔹 NLWeb: https://github.com/microsoft/NLWeb 🔹 Gemini 2.5 Pro Deep Think and 2.5 Flash models: https://blog.google/technology/google-deepmind/google-gemini-updates-io-2025/ 🔹 Gemma 3n: https://developers.googleblog.com/en/introducing-gemma-3n/ 🔹 Gemini Diffusion paper: https://goo.gle/44MwCW3 🔹 Jules agent: https://blog.google/technology/google-labs/jules/ 🔹 AlphaEvolve agent: https://deepmind.google/discover/blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms 🔹 Stitch service: https://stitch.withgoogle.com/create 🔹 Example of Veo 3 video: https://vm.tiktok.com/ZNdhurrDe/ 🔹 Google AI Ultra subscription: https://one.google.com/about/google-ai-plans 🔹 Flow editor: https://flow.google 🔹 RTX PRO 6000 Blackwell Server Edition: https://www.nvidia.com/en-us/data-center/rtx-pro-6000-blackwell-server-edition/ 🔹 NVLink Fusion: https://www.tomshardware.com/pc-components/cpus/nvidia-announces-nvlink-fusion-to-allow-custom-cpus-and-ai-accelerators-to-work-with-its-products 🔹 Arc Pro “Battlemage” GPUs: https://www.techpowerup.com/336957/intel-announces-arc-pro-b50-and-b60-graphics-cards-for-pro-vis-and-ai-inferencing 🔹 Sonnet 4 and Opus 4 models: https://www.anthropic.com/news/claude-4 🔹 Claude 4 vulnerability report: https://www-cdn.anthropic.com/6be99a52cb68eb70eb9572b4cafad13df32ed995.pdf 🔹 Denis Shiryaev’s post: https://t.me/denissexy/10154 🔹 Claude Code SDK: https://docs.anthropic.com/en/docs/claude-code/sdk 🔹 Claude Code Action: https://github.com/anthropics/claude-code-action 🔹 Claude Code IDE integrations: https://docs.anthropic.com/en/docs/claude-code/ide-integrations 🔹 OpenAI Codex: https://openai.com/index/introducing-codex 🔹 Video with Jony Ive and Sam Altman: https://www.youtube.com/watch?v=W09bIpc_3ms 🔹 Data center in Abu Dhabi: https://www.wsj.com/tech/open-ai-abu-dhabi-data-center-1c3e384d 🔹 OpenAI HealthBench: https://openai.com/index/healthbench/?utm_source=alphasignal 🔹 Devstral by Mistral: https://huggingface.co/mistralai/Devstral-Small-2505 🔹 Seed-Coder-8B: https://github.com/ByteDance-Seed/Seed-Coder/tree/master 🔹 BAGEL by ByteDance: https://github.com/bytedance-seed/BAGEL 🔹 Wan2.1-VACE by Alibaba: https://github.com/Wan-Video/Wan2.1 🔹 HunyuanCustom: https://hunyuancustom.github.io/?utm_source=alphasignal 🔹 Hunyuan-TurboS report: https://github.com/Tencent-Hunyuan/Hunyuan-TurboS/blob/main/Hunyuan-Turbos_Report.pdf 🔹 CodeBuddy by Tencent: https://copilot.tencent.com/ 🔹 Cursor 0.50 update: https://www.cursor.com/changelog/0-50 🔹 Windsurf Wave 9 update: https://windsurf.com/blog/windsurf-wave-9-swe-1 🔹 SWE-rebench by Nebius: https://swe-rebench.com/leaderboard 🔹 Agent by flowith: https://flowith.io/blank 🔹 Super Agents by SkyWork AI: https://skywork.ai 🔹 NotebookLM on iOS: https://apps.apple.com/nl/app/google-notebooklm/id6737527615?l=en-GB 🔹 NotebookLM on Android: https://play.google.com/store/apps/details?id=com.google.android.apps.labs.language.tailwind&hl=en_US 🔹 CTM by SakanaAI: https://pub.sakana.ai/ctm/ 🔹 New Pope and AI: https://www.theverge.com/news/664719/pope-leo-xiv-artificial-intelligence-concerns 🔹 Empire of AI book: https://bookshop.org/p/books/empire-of-ai-dreams-and-nightmares-in-sam-altman-s-openai-karen-hao/4d0c1753c458e708 #engx #googleio2025 #computex2025

    1h 11m
  7. 1M Tokens, Secret AI Socials & Tanks? Welcome to 2025 / The Road To Abundance #3

    19 MAY

    1M Tokens, Secret AI Socials & Tanks? Welcome to 2025 / The Road To Abundance #3

    NAVIGATION 00:00 - Introduction 01:06 - Big Fish: Gemini 2.5 Pro (I/O edition) 46:37 - Chinese Carp Section: Qwen 3 55:52 - Other 01:01:09 - Stats & Legal News 01:04:14 - Law & Order 01:13:28 - Robotics 01:08:24 - Science & Tech 01:21:04 - Military Tech 01:22:38 - Food and Agriculture 01:24:42 - Ethics & Edge Cases 01:29:33 - Final WHERE TO WATCH US AND LISTEN 🔸 YouTube: https://youtu.be/KdCa0pbTpTs 🔸 Apple Podcasts: https://bit.ly/awclub-en-apple 🔸 Spotify: https://bit.ly/awclub-en-spotify 🔸 Download mp3: https://anywhereclub.simplecast.com/episodes/39 SERVICES AND LINKS FROM THE EPISODE 🔹 OpenAI to acquire Windsurf: https://www.computerworld.com/article/3978426/openai-to-acquire-ai-coding-tool-windsurf-for-3b.html 🔹 OpenAI enhances product info in search: https://techcrunch.com/2025/04/28/openai-upgrades-chatgpt-search-with-shopping-features/ 🔹 Deep Research via GitHub: https://help.openai.com/en/articles/11145903-connecting-github-to-chatgpt-deep-research 🔹 Gemini 2.5 Pro update: https://developers.googleblog.com/en/gemini-2-5-pro-io-improved-coding-performance/ 🔹 Gemini model cards: https://modelcards.withgoogle.com/model-cards 🔹 Multistep image editing: https://blog.google/products/gemini/image-editing/?utm_source=alphasignal 🔹 DeepMind’s Genie 2 announcement: https://deepmind.google/discover/blog/genie-2-a-large-scale-foundation-world-model/ 🔹 Phi-4 reasoning by Microsoft: https://aka.ms/phi4-mini-reasoning/hf 🔹 Llama API by Meta: https://www.llama.com/products/llama-api/ 🔹 Meta AI – new app launch: https://about.fb.com/news/2025/04/introducing-meta-ai-app-new-way-access-ai-assistant/ 🔹 Grok voice assistant: https://x.com/grok/status/1919099647991177712?utm_source=alphasignal 🔹 PDF generation in Grok Studio: https://x.com/grok/status/1919795285515211249?utm_source=alphasignal 🔹 Perplexity’s WhatsApp number: https://x.com/AravSrinivas/status/1916891961698763205 🔹 Mistral Medium 3: https://mistral.ai/news/mistral-medium-3%20 🔹 Qwen 3 by Alibaba: https://qwenlm.github.io/blog/qwen3/ 🔹 Ernie 4.5 Turbo and X1 Turbo by Baidu: https://www.prnewswire.com/news-releases/baidu-launches-ernie-4-5-turbo-ernie-x1-turbo-and-new-suite-of-ai-tools-to-empower-developers-and-supercharge-ai-innovation-302438584.html 🔹 Xinxiang by Baidu: https://www.reuters.com/technology/baidu-launches-ai-agent-xinxiang-android-platform-ios-version-under-review-2025-04-23/%20 🔹 DeepSeek Prover v2: https://huggingface.co/deepseek-ai/DeepSeek-Prover-V2-671B 🔹 Xiaomi MiMo 7B: https://huggingface.co/XiaomiMiMo 🔹 GLM-4 32B by Z.ai: https://huggingface.co/collections/THUDM/glm-4-0414-67f3cbcb34dd9d252707cb2e 🔹 Z.ai interface: http://chat.z.ai 🔹 HunyuanCustom by Tencent: https://hunyuancustom.github.io/ 🔹 Cursor Pro for students: https://www.cursor.com/students 🔹 Windsurf Wave 8: https://windsurf.com/blog/windsurf-wave-8-ux-features-and-plugins 🔹 Suno v4.5 update: https://suno.com/blog/introducing-v4-5 🔹 Voice Mirroring by HeyGen: https://www.tiktok.com/@benkaluza/video/7501464565083819286 🔹 Similarweb GenAI traffic report: https://www.similarweb.com/corp/wp-content/uploads/2025/04/attachment-Global-AI-Tracker-13.pdf 🔹 Xi Jinping on AI self-sufficiency: https://www.reuters.com/world/china/chinas-xi-calls-self-sufficiency-ai-development-amid-us-rivalry-2025-04-26/ 🔹 UAE introduces AI in schools: https://www.bloomberg.com/news/articles/2025-05-04/uae-rolls-out-ai-for-schoolkids-in-new-push-for-sector-forefront 🔹 US open letter on AI education: https://csforall.org/unlock8/open-letter 🔹 FutureHouse AI agents: https://www.futurehouse.org/research-announcements/launching-futurehouse-platform-ai-agents 🔹 AI-powered tank project: https://hightech.plus/2025/04/27/evropa-sobiraetsya-postroit-modulnii-tank-5-go-pokoleniya 🔹 SO-101 robotic arm: https://github.com/huggingface/lerobot/blob/main/examples/12_use_so101.md 🔹 AI cameras in NYC subway: https://www.theverge.com/news/658524/mta-ai-predictive-crime-new-york-subway-platforms 🔹 AI avatar in Arizona courtroom: https://www.nbcnews.com/news/us-news/road-rage-victim-speaks-killers-sentencing-rcna205454

    1h 31m
  8. Exploring AI Consciousness / GPT-4.1, o3, o4-mini / Ethical Dilemmas / AIA UK Podcast #2

    2 MAY

    Exploring AI Consciousness / GPT-4.1, o3, o4-mini / Ethical Dilemmas / AIA UK Podcast #2

    In this episode, Gordon Mullan and Govind Shukla dive into the latest AI news, like the new updates to OpenAI's GPT-4.1, Anthropic’s $50M focus on making models easier to understand, and the UAE’s push to bring AI into lawmaking. Tune in for a look at how AI is shaking up technology, regulation, and society! NAVIGATION 00:00 - Introduction 01:01 - OpenAI: Rumors (Windsurf acquisition, Cursor IDE, social network prototype) 06:20 - OpenAI: ChatGPT-powered social network prototype 09:30 - OpenAI: GPT-4.1, o3, o4-mini (context window, pricing, limitations) 15:28 - OpenAI: Codex (programming capabilities, 1M token context) 20:30 - Anthropic: $50M investment in Goodfire (model interpretability focus) 23:20 - Anthropic: Dario Amodei’s essay on AI risks (consciousness debate) 44:55 - AI Tools for Audio/Video (Google Lyria 2, Kimi-Audio, Kling AI) 50:50 - Development Tools: Junie (JetBrains), Docker AI, Trae IDE 01:02:30 - Ethics: AI Oscar Rules (creativity vs. human input debate) 01:10:49 - Science & Tech: Robot Marathon (Tiangong Ultra results) 01:13:01 - Law & Order: UAE AI Lawmaking (70% legislative efficiency goal) 01:25:40 - Ethics: Zurich AI Bot Study (Reddit manipulation, persuasion risks) 01:28:53 - Conclusion and Outro WHERE TO WATCH US AND LISTEN 🔸 YouTube: https://www.youtube.com/watch?v=jD7Jk0-pdRA 🔸 Google Podcasts: https://bit.ly/awclub-en-google 🔸 Apple Podcasts: https://bit.ly/awclub-en-apple 🔸 Spotify: https://bit.ly/awclub-en-spotify 🔸 Download mp3: https://anywhereclub.simplecast.com/episodes/38 SERVICES AND LINKS FROM THE EPISODE 🔹 ZenCoder acquired by Machinet: https://zencoder.ai/blog/zencoder-acquires-machinet 🔹 Rumors about Windsurf acquisition: https://www.axios.com/2025/04/17/openai-windsurf-3-billion-microsoft 🔹 OpenAI wants to buy Chrome: https://www.reuters.com/sustainability/boards-policy-regulation/google-contemplated-exclusive-gemini-ai-deals-with-android-makers-2025-04-22/ 🔹 OpenAI developing a social network: https://www.theverge.com/openai/648130/openai-social-network-x-competitor 🔹 New models GPT-4.1, GPT-4.1 mini, and GPT-4.1 nano: https://www.techtarget.com/whatis/feature/GPT-41-explained-Everything-you-need-to-know 🔹 New reasoning models o3 and o4-mini: https://openai.com/index/introducing-o3-and-o4-mini/ 🔹 OpenAI open-sourced Codex: https://github.com/openai/codex 🔹 OpenAI adds invisible characters to text: https://winbuzzer.com/2025/04/21/openais-new-o3-o4-mini-models-add-invisible-characters-to-text-sparking-watermark-debate-xcxwbn/ 🔹 Anthropic's model consciousness research: http://www.anthropic.com/research/exploring-model-welfare 🔹 Claude.ai Research: https://www.anthropic.com/news/research 🔹 Gemini 2.5 Flash: https://developers.googleblog.com/en/start-building-with-gemini-25-flash/ 🔹 Nvidia moving AI chip production to the USA: https://blogs.nvidia.com/blog/nvidia-manufacture-american-made-ai-supercomputers-us/ 🔹 Grok Studio: https://techcrunch.com/2025/04/15/grok-gains-a-canvas-like-tool-for-creating-docs-and-apps/ 🔹 Alphabet and Nvidia invest in SSI startup by Ilya Sutskever: https://www.reuters.com/technology/artificial-intelligence/alphabet-nvidia-invest-openai-co-founder-sutskevers-ssi-source-says-2025-04-12/ 🔹 JetBrains released AI assistant Junie: https://blog.jetbrains.com/blog/2025/04/16/jetbrains-ides-go-ai/ 🔹 Trae IDE update: https://www.aibase.com/news/17375 🔹 Docker supports MCP installation: https://www.docker.com/blog/introducing-docker-mcp-catalog-and-toolkit/ 🔹 Installing models in Docker through Model Runner: https://docs.docker.com/desktop/features/model-runner/?uuid=876943EF-BC63-4608-B5A6-0AE88A153E1B 🔹 Gordon from Docker: https://docs.docker.com/desktop/features/gordon/ 🔹 Lyria 2 music generation model: https://deepmind.google/technologies/lyria/ 🔹 Character.AI AvatarFX: https://blog.character.ai/avatar-fx-cutting-edge-video-generation-by-character-ai/ 🔹 Kling AI 2.0: http://klingai.com/ 🔹 Fabula integrates Runway AI into production: https://deadline.com/2025/04/runway-ai-fabula-pablo-juan-de-dios-larrain-production-1236366859/ 🔹 Suna official website: https://www.suna.so 🔹 Perplexity Assistant for iOS: https://link.alphasignal.ai/gXmz6e 🔹 UAE integrates AI into lawmaking: https://www.techinasia.com/news/uae-ai-writing-laws 🔹 World’s first half-marathon with humans and robots: https://www.nbcnews.com/news/world/china-robots-race-humans-half-marathon-rcna195586 🔹 Half-marathon video on YouTube: https://www.youtube.com/watch?v=zL1a1X3EZj4 🔹 Basic guide to Claude Code agents: https://drive.google.com/file/d/1PgzSogefMC2k6k6e5TQ2cxwNbVnPArRf/view 🔹 AI films at the Oscars: https://www.bbc.com/news/articles/cqx4y1lrz2vo #engx #openai #anthropic

    1h 29m
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