Everyone's using LLMs. Fewer people know where they fall short. Jev vs LLMs: 3 Differences That Matter

In case you haven't heard of them, here's a quick 45-second intro to @typesafeai, the company that created and released "Jev". The founders of @typesafeai are... - @CompleteSkeptic (who prior worked at OpenAI for 4.5 years in the engineering teams that built ChatGPT and GPT-4) - @hackgoofer (who prior worked at Meta for 7 years) - @EGafni (who prior worked as a Senior ML Engineer at several biotech companies) "Jev" is an AI-system designed for making fast decisions. It is NOT an LLM killer. But it can do some of the things an LLM can do up to ~100x faster and up to ~100x cheaper. Since launching in September 2026, @typesafeai has raised $870 million at a $7.5 billion valuation.

Jev Crash Course (16 minutes)⚡ Long story short, Jev is an AI designed by @typesafeai for making quick decisions. What's covered: •⁠ ⁠Jev vs. LLMs on speed, cost, and outputs •⁠ ⁠How to prompt Jev (step-by-step examples) •⁠ ⁠Using images with Jev (multimodality) •⁠ ⁠Jev's limits •⁠ ⁠Using Jev for Evals LINK: piped.video/X5ACXM27Sl4 Are you building with Jev? Would love to hear about your use cases.

Scored every lead in my CRM with AI: One at a time → 75 seconds 32 in parallel with Jev → 3.7 seconds Same cost. ~2 cents. Jev is a new model from @typesafeai. Full crash course dropping soon. Watch the teaser here.

Another video on "Evals" crossed 1,000 views on the @CMD_LABS YouTube channel! TITLE: LLM-as-a-Judge Evals with LangSmith VIEWS: 1,001 RATING: 100.00% (22 likes) IMPRESSIONS: 994 CTR: 6.44% LINK TO VIDEO: piped.video/watch?v=qoPYlLg7… If you need expert assistance evaluating your AI systems, shoot us a DM. We would love to work with you!

A few moments from the 2026 Miami AI Summit in Coral Gables organized by @eMergeAmericas and the @miamiaihub. NVIDIA, Hugging Face, AWS, Cognition, Microsoft, and SpaceX all in the room. Quick 1-min vlog. Great event. 5 stars across the board.

Another video on the @CMD_LABS YouTube channel crossed 1,000 views! TITLE: AIOS Step-by-Step Demo VIEWS: 1,001 RATING: 100.00% (2 likes) IMPRESSIONS: 5,143 CTR: 4.10% LINK TO VIDEO: piped.video/watch?v=jNaySqKy… @nateherk's AIOS for Claude Code is the system we walk through in this video. If you're looking for help getting an AIOS system set up for your business, comment "AIOS".

60 minutes of outdoor calisthenics in 43 seconds. Pull-ups, dips, push-ups, squats, lunges, core. Then stretch. Your health is your performance. Everything else is built on top of it. Get a workout in today. Song: Pink Moon by Petrov #calisthenics #health

Another bucket list item crossed off the list. Speaking at the @univmiami! Super grateful to Thiago E. Ferreira for inviting me to present an "AI Video Editing" lab at the @univmiami's School of Architecture this evening. We covered... - Coding Agents vs. Generative Video - GitHub - API keys - Branding guidelines - Node.js - FFmpeg - Agent Skills All the participants were amazing. The future is bright.

How to get a free YouTube Data API key in 1 minute: 1. Sign up at cloud.google.com 2. Enable YouTube Data API in the Marketplace 3. Credentials → Create API key 4. Restrict it to the YouTube Data API piped.video/ZEH30xL2vg4

Another video on the COMMAND YouTube channel just crossed 1,000 views! TITLE: Learn LLM-as-a-Judge in 15 minutes VIEWS: 1,002 RATING: 100.00% (11 likes) PUBLISHED: 2026-03-18 IMPRESSIONS: 509 CTR: 5.89% LINK TO VIDEO: piped.video/uvJswVmnatM If you're looking to get started with AI Evals, this "Learn LLM-as-a-Judge in 15 minutes" video is a great entry point. Backed by data. It's been watched over 1,000+ times and has a flawless 100% rating (on 11 votes).

One viral video is luck. 20 channels doing it is a pattern. NEW TEASER: a pipeline that finds winning topics in any niche using 2 numbers: outlier multiple + repeatability. Works on YouTube, IG, TikTok, X, Google Search. piped.video/amXIY-oA8Ec

Grateful

It's been almost 5 years since launching the @CMD_LABS YouTube channel! We just crossed 400 videos released! 📈 CHANNEL ALL-TIME STAT CHECK Channel started: 12-9-2021 Subscribers: 2,565 Views: 362,332 Likes: 4,817 Videos released: 403 Average video rating on all videos: 94.3% Average video rating on top 10 videos: 95.5% 🔥 Average monthly audience: 3,700 Subscribe to the COMMAND YouTube channel now! piped.video/@cmd_labs

Shout out to everyone who attended the "AI Wellness MASTERCLASS" at the @LHCCmiami on Sept 3, 2026 in Miami, FL! We had 15 people sign up. And 14 attended. We successfully got at least 2 people set up with @nateherk's AIS-OS boilerplate. And we got at least 1 person set up with a working @karpathy LLM Wiki. You asked for a "hands-on lab" format and we delivered it. The format evolved to be 2 parts with @TravelingAura delivering the Wellness modules as the intermission. Super grateful to @TravelingAura for leading the Wellness front. You killed it! And shoutout Dylan for running the live stream and helping the Windows folks. Sending out feedback forms now : ) Stay tuned for the next event.

Starting THIS AFTERNOON: AI Wellness MASTERCLASS A hands-on experience for boosting productivity by 10x or more! Module 1: Build a working AIOS with Claude Code Module 2: Build an LLM wiki in Obsidian Hands-on, laptop required. Last-minute spots open: luma.com/ai-masterclass LIVE STREAM tickets available for those tuning in remotely!

Starting THIS AFTERNOON: AI Wellness MASTERCLASS at the @LHCCmiami A hands-on experience for boosting productivity by 10x or more! Module 1: Build a working AIOS with Claude Code Module 2: Build an LLM wiki in Obsidian Hands-on, laptop required. Free parking and food (@valehealthyktn) included with your ticket. Last-minute spots open: luma.com/ai-masterclass LIVE STREAM tickets available for those tuning in remotely!

Final 24 hours on $73 tickets. AI Masterclass: Wellness & AI — tomorrow, 6–9pm ET at Little Haiti Cultural Complex, Miami. Live stream available. 2 hands-on labs: build a personal AIOS with Claude Code, then personal + company-scale knowledge bases. SECURE YOUR SEAT: luma.com/ai-masterclass