Jung-Hoon Shin

@AIAdsApps App

I collected 100+ apps published on the App Store in last 6 months and making $50K+ MRR. Comment "App" and I'll send it to you. (must be following so I can DM you)

@DeepLearningAI Thanks @AndrewYNg and @DeepLearningAI for hosting! Special thanks to @VocalBridge, whose team was a driving force behind the event, and to @Sabre_Corp for the travel APIs behind the challenge. Shoutout to @AmericanAir @PayPal @LandingAI and @AI_Fund for supporting it.

Voice AI is about to have its breakout moment. It’s an exciting time to be building in this space. That was my takeaway from competing solo at the @DeepLearningAI Voice AI Hackathon in Mountain View. It was special to meet and compete alongside so many talented builders.

I run a profitable AI company on agent loops, and I still think loop engineering is the most over-hyped story in AI. Running loops is easy now. A loop requires just a few lines of code, Anthropic has observed Claude staying on task for more than 30 hours, and an OpenAI engineer ran a single Codex job for 25. But nearly every team that tries it struggles when the agent grades its own work. In one study of 14 open-source models, the models failed to correct 64.5% of the errors in their own output, errors they could fix when the same mistakes came from someone else. And left alone, a loop under pressure will cheat. Practitioners have caught agents deleting the failing tests they couldn't fix. Building the architecture that keeps agents in check, what I call outcome engineering, is the hard part. Before any loop runs, we write four things down: the result we want, the limits we won't cross, which goal wins when two goals collide, and how the outcome gets verified from outside the loop. Then we enforce those rules where the agents can't change them. Spending caps are set on the API key. Permissions are defined in account settings. The verifier never sees the work in progress. The loops were never the hard part. What does your team check before an agent runs unattended?

@snskritinaruka Claude

BYE BYE manual outreach. Claude + LinkedIn just ended the grind ↓ Most people use Claude to write their posts. That's just 1% of what Claude can do. Last week we booked 12 demos in 5 days using Claude + LinkedIn. Here's what the system actually does: 1. Finds leads already showing buying signals, not cold scraped lists 2. Writes DMs with Claude that read like a human, not a template 3. Turns 1-2% cold reply rates into 25-40% warm ones 4. Books the meeting in under 30 words, no 3,000-word pitch 5. Runs the follow-ups on autopilot so nothing slips The difference is intent. You're not interrupting strangers. You're joining conversations people already started. I put the whole thing into one playbook: - The exact 3 DM scripts we use to book calls - The Claude prompts that write like a human (copy-paste) - How to set up agents that surface warm leads every day - The 4-week plan to go from 0 to 9+ calls Want it? Comment "CLAUDE" and I'll send the full playbook over. Follow me @snskritinaruka for more such posts. ♻️ Repost to help any founder still doing this by hand.

The next great iPhone vs Android battleground will be LLM and AI integration and functionality. Here, Google likely has a significant lead over Apple in terms of LLM maturity. Google would be wise to position Android as the world's smartest, most seamless LLM-centric mobile experience. This might actually start to move the needle, pulling some users away from Apple's ecosystem.

@LouStagner 36.7

Giveaway time. I have a used Ping G425 Max head I'm not using. First correct answer wins. What is the avg proximity (in feet) for scratch players from 170-yards in fairway. Give answer to 1 digit (e.g. 99.9) Only comment with number. NOTHING ELSE. USA Shipping only

@AlanShipnuck Classless.

Kevin Na lives in Las Vegas. If he was still a PGA Tour member, he could have played his hometown event last week. Instead, he flew to Bangkok and got wrecked, and is still feeling the effects. How do you say schadenfreude in Arabic?

1/ Lens Protocol shows us how #NFTs can be building blocks for entire software ecosystems. While NFTs are great for JPGs, their power/significance is actually much larger. NFTs are a new fundamental building block for the internet. What is @LensProtocol and how does it work?

@DickieV Wish you well, Coach V.

An update is that I have been just told that I am next for the operating room . Surgery now scheduled for 11:30 AM

0x1Fa102183dC431711346dDe2E48289c06890958d

ZOZOTOWN新春セールが史上最速で取扱高100億円を先ほど突破！！日頃の感謝を込め、僕個人から100名様に100万円【総額1億円のお年玉】を現金でプレゼントします。応募方法は、僕をフォローいただいた上、このツイートをRTするだけ。受付は1/7まで。当選者には僕から直接DMします！ #月に行くならお年玉

EarnWallet Rewards: Win a $200 Southwest Airlines eGift card on July 6th. Use promo code FLYSWA in the app to enter the sweepstakes. 1st 2nd and 3rd prize details attached. iOS free download itunes.apple.com/us/app/earnwal… Android free download play.google.com/store/apps/det…

If the Cleveland Cavaliers win the 2018 NBA finals I’ll buy everyone who retweet’s this a jersey...

@raddevon Yes, we are noticing similar behavior for us-east-1 this morning.