AI Breakdown

Your AI Gets It Wrong And You Sign For It

AI Breakdown

Show Notes

๐‘๐จ๐›๐จ๐ญ๐ฌ ๐œ๐š๐ง ๐ฉ๐ก๐ฒ๐ฌ๐ข๐œ๐š๐ฅ๐ฅ๐ฒ ๐๐จ ๐š๐›๐จ๐ฎ๐ญ ๐Ÿ•๐Ÿ’% ๐จ๐Ÿ ๐ญ๐ก๐ž ๐ญ๐š๐ฌ๐ค๐ฌ ๐ข๐ง ๐€๐ฆ๐ž๐ซ๐ข๐œ๐š๐ง ๐ฃ๐จ๐›๐ฌ. ๐ˆ๐ญ ๐ข๐ฌ ๐ฐ๐จ๐ซ๐ญ๐ก ๐๐จ๐ข๐ง๐  ๐Ÿ๐จ๐ซ ๐ŸŽ.๐Ÿ‘% ๐จ๐Ÿ ๐ญ๐ก๐ž๐ฆ. ๐Ÿ˜ณ Both numbers come out of the same research. The distance between what a machine can do and what it makes sense to employ it for is enormous, and almost every argument about this ignores the second figure. This week on ๐“๐ก๐ž ๐€๐ˆ ๐๐ซ๐ž๐š๐ค๐๐จ๐ฐ๐ง, we close the theme: ๐–๐ก๐š๐ญ ๐ก๐š๐ฉ๐ฉ๐ž๐ง๐ฌ ๐ฐ๐ก๐ž๐ง ๐š๐ง ๐’๐Œ๐ ๐๐จ๐ž๐ฌ๐ง'๐ญ ๐ฃ๐ฎ๐ฌ๐ญ ๐ฎ๐ฌ๐ž ๐€๐ˆ, ๐›๐ฎ๐ญ ๐ฌ๐ญ๐š๐ซ๐ญ๐ฌ ๐ž๐ฆ๐ฉ๐ฅ๐จ๐ฒ๐ข๐ง๐  ๐ข๐ญ? Which ends where it had to end. When the thing you employed gets something badly wrong, whose name is on it. Inside the episode: ๐Ÿ”ด A finished model scrapped on safety grounds, for not quite meeting the bar on staying within scope and authorisation

๐Ÿ”ด Zero data retention for enterprise customers, including during inference, which is the part that normally carries an asterisk

๐Ÿ”ด A runtime enforcing policy on an agent down at the operating system, across files, network and credentials

๐Ÿ”ด The FTC preparing civil investigative demands after an incident involving roughly 700 agents

๐Ÿ”ด An open weight model building a reliable browser exploit for $20.40, with safeguard bypass rates between 64 and 100% Everything built this week was a boundary. ๐ŸŽ™๏ธ Stream on : โ–ถ๏ธ Youtube: https://www.youtube.com/@SMBAIHUB โ–ถ๏ธ Spotify: https://open.spotify.com/show/03455lXXM29joyuucQkkyq โ–ถ๏ธ Amazon Music: https://music.amazon.in/podcasts/b93fd52f-bc53-4ee9-98d7-3b9e10ea0e6f/ai-breakdown โ–ถ๏ธ Apple Podcast: https://podcasts.apple.com/in/podcast/ai-breakdown/id6799578599 โ–ถ๏ธ iHeart Radio : https://www.iheart.com/podcast/1333-ai-breakdown-340815159/ โ–ถ๏ธ Web: smbaimagazine.com โ–ถ๏ธ Web: smbaipodcast.com Disclaimer: The information shared in this podcast is for general informational purposes only and should not be considered as direct financial or business advice. Always consult with a qualified professional for advice specific to your situation. This is an Independent commentary. Third-party excerpts are credited on screen or in the show notes. Some voices in this program are AI-generated.

More from AI Breakdown

Oct 23, 2026

๐‡๐ž ๐ฌ๐ฉ๐ž๐ง๐ญ ๐š ๐ฒ๐ž๐š๐ซ ๐ฌ๐š๐ฒ๐ข๐ง๐  ๐ก๐ฎ๐ฆ๐š๐ง๐ฌ ๐ฆ๐ฎ๐ฌ๐ญ ๐ฆ๐š๐ง๐š๐ ๐ž ๐€๐ˆ ๐š๐ ๐ž๐ง๐ญ๐ฌ ๐ฅ๐ข๐ค๐ž ๐ฌ๐ญ๐š๐Ÿ๐Ÿ. ๐“๐ก๐ž๐ง ๐ก๐ž ๐ซ๐ž๐ฏ๐ž๐ซ๐ฌ๐ž๐ ๐ข๐ญ ๐ข๐ง ๐ฉ๐ฎ๐›๐ฅ๐ข๐œ. ๐Ÿ‘€ Ethan Mollick's new position is that organising agents is not the hard part, because most of management exists to solve problems agents do not have. Information hoarding. Turf protection. Humans bring those along. Software leaves them behind. This week on ๐“๐ก๐ž ๐€๐ˆ ๐๐ซ๐ž๐š๐ค๐๐จ๐ฐ๐ง: ๐’๐ฆ๐š๐ฅ๐ฅ ๐๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ. ๐๐ข๐  ๐€๐ฆ๐›๐ข๐ญ๐ข๐จ๐ง๐ฌ. ๐‹๐ž๐š๐ง ๐›๐ฎ๐๐ ๐ž๐ญ. When organising work gets cheap, the list of things worth attempting grows. His phrase for the result is an infinite backlog, and somebody still has to choose what goes at the top of it. Inside the episode: ๐Ÿ”ด Google freezing its open source bug bounty after a flood of automated submissions, the vast majority invalid ๐Ÿ”ด Apple requiring very explicit user action before an app receives Full Disk Access, because of what always on agents can reach ๐Ÿ”ด Eight personal agents compared side by side, features converged, and only two letting you bring your own model ๐Ÿ”ด A shelf life of about six months on the messaging app trick that currently sets some of them apart ๐Ÿ”ด The move: ten things you never had the capacity for, and one you hand to an agent Effort is getting cheap. Attention is the thing to budget now. ๐ŸŽ™๏ธ Stream on : โ–ถ๏ธ Youtube: https://www.youtube.com/@SMBAIHUB โ–ถ๏ธ Spotify: https://open.spotify.com/show/03455lXXM29joyuucQkkyq โ–ถ๏ธ Amazon Music: https://music.amazon.in/podcasts/b93fd52f-bc53-4ee9-98d7-3b9e10ea0e6f/ai-breakdown โ–ถ๏ธ Apple Podcast: https://podcasts.apple.com/in/podcast/ai-breakdown/id6799578599 โ–ถ๏ธ iHeart Radio : https://www.iheart.com/podcast/1333-ai-breakdown-340815159/ โ–ถ๏ธ Web: smbaimagazine.com โ–ถ๏ธ Web: smbaipodcast.com Disclaimer: The information shared in this podcast is for general informational purposes only and should not be considered as direct financial or business advice. Always consult with a qualified professional for advice specific to your situation. This is an Independent commentary. Third-party excerpts are credited on screen or in the show notes. Some voices in this program are AI-generated.

Oct 22, 2026

๐Ž๐ง๐ž ๐ž๐ฌ๐ญ๐ข๐ฆ๐š๐ญ๐ž ๐Ÿ๐จ๐ซ ๐ฅ๐ž๐ญ๐ญ๐ข๐ง๐  ๐ก๐ข๐ฌ ๐€๐ˆ ๐š๐ ๐ž๐ง๐ญ๐ฌ ๐ฎ๐ฌ๐ž ๐ฌ๐จ๐Ÿ๐ญ๐ฐ๐š๐ซ๐ž ๐ก๐ž ๐š๐ฅ๐ซ๐ž๐š๐๐ฒ ๐ฉ๐š๐ฒ๐ฌ ๐Ÿ๐จ๐ซ: ๐š๐ฌ ๐ฆ๐ฎ๐œ๐ก ๐š๐ฌ $๐Ÿ๐Ÿ’๐ŸŽ,๐ŸŽ๐ŸŽ๐ŸŽ ๐š ๐ฒ๐ž๐š๐ซ. ๐Ÿ˜ณ Jason Lemkin of SaaStr asked the question. His revenue agent alone makes between 35,000 and 40,000 API calls a day, and a price per call that looks trivial turns into a large number by month end. This week on ๐“๐ก๐ž ๐€๐ˆ ๐๐ซ๐ž๐š๐ค๐๐จ๐ฐ๐ง: ๐’๐ฆ๐š๐ฅ๐ฅ ๐๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ. ๐๐ข๐  ๐€๐ฆ๐›๐ข๐ญ๐ข๐จ๐ง๐ฌ. ๐‹๐ž๐š๐ง ๐›๐ฎ๐๐ ๐ž๐ญ. Your agent is a new kind of customer, and vendors have noticed. The next line in your software budget may be one nobody has written yet. Inside the episode: ๐Ÿ”ด That $240,000 against the $5 Postgres instance the agent itself suggested, and why the contract and the security review come before the saving

Oct 21, 2026

๐Ÿ–๐Ÿ% ๐จ๐Ÿ ๐Ÿ๐ข๐ซ๐ฆ๐ฌ ๐ฐ๐ข๐ญ๐ก ๐Ÿ๐ž๐ฐ๐ž๐ซ ๐ญ๐ก๐š๐ง ๐Ÿ๐ข๐ฏ๐ž ๐ฉ๐ž๐จ๐ฉ๐ฅ๐ž ๐ฌ๐ญ๐ข๐ฅ๐ฅ ๐›๐ž๐ฅ๐ข๐ž๐ฏ๐ž ๐€๐ˆ ๐ข๐ฌ ๐ง๐จ๐ญ ๐Ÿ๐จ๐ซ ๐ญ๐ก๐ž๐ฆ. ๐Ÿ‘€ This week Kree and Varun sit down in studio with Mehnaz Tabassum, social entrepreneur and one of the founders of CogniCo AI Consulting, which exists to help nonprofits, lean teams and changemakers adopt AI on tight budgets. This week on ๐“๐ก๐ž ๐€๐ˆ ๐๐ซ๐ž๐š๐ค๐๐จ๐ฐ๐ง: ๐’๐ฆ๐š๐ฅ๐ฅ ๐๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ. ๐๐ข๐  ๐€๐ฆ๐›๐ข๐ญ๐ข๐จ๐ง๐ฌ. ๐‹๐ž๐š๐ง ๐›๐ฎ๐๐ ๐ž๐ญ. Named Atlantic Canada's most inspiring immigrant, she has built four purpose driven ventures from the ground up, and was once one of the youngest senior IT project managers in the Government of Canada. She knows the technology, the mission, and the reality of doing a great deal with very little. Inside the conversation: ๐Ÿ”ด The adoption gap between small and large businesses shrank from 1.8x in 2024 to about 1.2x in 2025, and 91% of small businesses using AI say it lifted revenue

Oct 20, 2026

๐๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ๐ž๐ฌ ๐›๐จ๐ฎ๐ ๐ก๐ญ ๐ฆ๐จ๐ซ๐ž ๐€๐ˆ ๐š๐ง๐ ๐ฉ๐š๐ข๐ ๐ฅ๐ž๐ฌ๐ฌ ๐Ÿ๐จ๐ซ ๐ข๐ญ. ๐๐จ๐›๐จ๐๐ฒ ๐ข๐ง๐ฌ๐ข๐๐ž ๐ญ๐ก๐ž๐ฆ ๐๐ž๐œ๐ข๐๐ž๐ ๐ญ๐ก๐š๐ญ. ๐Ÿ‘€ Ramp's latest reading shows token spend down 5.2% while the number of tokens used went up. The explanation on offer is price competition between the big labs, which means the saving arrived from outside the business entirely. This week on ๐“๐ก๐ž ๐€๐ˆ ๐๐ซ๐ž๐š๐ค๐๐จ๐ฐ๐ง: ๐’๐ฆ๐š๐ฅ๐ฅ ๐๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ. ๐๐ข๐  ๐€๐ฆ๐›๐ข๐ญ๐ข๐จ๐ง๐ฌ. ๐‹๐ž๐š๐ง ๐›๐ฎ๐๐ ๐ž๐ญ. A discount you did not plan for is a discount you will not keep, unless somebody is watching the bill. KPMG surveyed more than 2,100 senior leaders across 20 countries and found which habits separate the organisations with an established return from the ones still experimenting. Inside the episode: ๐Ÿ”ด 77% of the established group track AI costs on a dashboard, against 43% of the experimenters

Oct 19, 2026

๐…๐จ๐ฎ๐ซ๐ญ๐ž๐ž๐ง ๐ญ๐จ๐จ๐ฅ๐ฌ. $๐Ÿ๐Ÿ‘๐ŸŽ ๐š ๐ฆ๐จ๐ง๐ญ๐ก. ๐…๐จ๐ฎ๐ซ ๐จ๐Ÿ ๐ญ๐ก๐ž๐ฆ ๐ ๐ž๐ญ ๐จ๐ฉ๐ž๐ง๐ž๐ ๐ข๐ง ๐š ๐ง๐จ๐ซ๐ฆ๐š๐ฅ ๐ฐ๐ž๐ž๐ค. ๐Ÿ˜ณ Which is a team of fourteen where ten have never turned up. Most owners have never added that column up, because every line was small enough to ignore and they arrived one at a time. This week on ๐“๐ก๐ž ๐€๐ˆ ๐๐ซ๐ž๐š๐ค๐๐จ๐ฐ๐ง, we open a theme that runs all seven days: ๐’๐ฆ๐š๐ฅ๐ฅ ๐๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ. ๐๐ข๐  ๐€๐ฆ๐›๐ข๐ญ๐ข๐จ๐ง๐ฌ. ๐‹๐ž๐š๐ง ๐›๐ฎ๐๐ ๐ž๐ญ. Output stopped being tied to headcount. For most of business history, doing more meant hiring more. That equation has quietly come apart, and the gap between what a lean team can attempt and what it can afford narrowed sharply in about eighteen months. Inside the episode: ๐Ÿ”ด Solo founded US startups rose from 23.7% in 2019 to 36.3% by the first half of 2025

See all episodes โ†’