LiveKit’s Tom Shapland: “I never want to do B2B sales again.” His last startup failed. His first, the weird one he deeply believed in, worked. Build something that doesn’t need to be sold. Full video is out on Youtube. @hi_angelinayang

“Don’t sell to enterprise as a solo founder”? One startup built AI agents to patch 5,000 machines at once and got acquired in ~10 weeks. Boring problems pay. Full video is out on Youtube. @hi_angelinayang

Mark Hay, CTO of TextQL, on why their take-home allows AI: the skill isn’t writing code, it’s directing it and checking its work. Now on YouTube: TwoSetAI @hi_angelinayang

Before you let an AI agent act for you, ask: if it goes wrong, how fast can you fix it? 5 min → delegate A day → reconsider Harmful → don’t Full video is available on TwoSetAI@Youtube. @hi_angelinayang

CS freshmen asking if they just made a huge mistake. Ofer Mendelevitch: “junior engineer = new grad” isn’t a law. Graduate at mid-level instead. Full video is on TwoSetAI @ YouTube. @hi_angelinayang

Pricier model ≠ better results. Nicole Königstein found some top models burned 4x the tokens overthinking, and still lost to a small open-source model. Full interview is live on TwoSetAI@Youtube. @hi_angelinayang

Mark Hay, CTO of TextQL, on why their take-home allows AI: the skill isn’t writing code, it’s directing it and checking its work. Full video is on YouTube: TwoSetAI. @hi_angelinayang

Engineers aren’t dead — they’re moving from actors to directors. Agents write the code; you own architecture and the non-obvious calls. The full video with Ofer Mendelevitch is on TwoSetAI @ YouTube. @hi_angelinayang

CAPTCHA was built to keep bots out. Now we want agents in — and the internet still blocks them all. Full episode with Zach Meltzer of VeryAI is live on the TwoSetAI channel. @hi_angelinayang

Face ID: 1 in 1 million false acceptance rate. Two palms: 1 in 100 trillion. Zach Meltzer of VeryAI on why the palm beats the face. Full episode is live on the TwoSetAI channel. @hi_angelinayang

Gold tables for everything. A semantic layer for every column. Mark Hay, CTO of TextQL, on why overbuilding your data stack first is backwards. Now on YouTube: TwoSetAI @hi_angelinayang

Your agent knows the answer but you're not cleared to see it. Does it refuse — and leak that something's there? Or play dumb? Wiley Jones, CEO of DOSS, on the red wire problem in agent design. Full episode on the TwoSetAI channel. @hi_angelinayang

Facebook has one of the world's largest face databases — because we hand it over without thinking twice. Zach Meltzer of VeryAI on biometric privacy. Full episode is live on the TwoSetAI channel. @hi_angelinayang

AI is great at exploring, not so great on rails. Mark Hay, CTO of TextQL, on why heavy guardrails fight its strengths. Now on YouTube: TwoSetAI @hi_angelinayang

Knowledge graphs excite everyone who's never built one. If it solves 0.1% of queries, is it worth the team and upkeep? Ofer Mendelevitch on graph ROI. Full video: TwoSetAI @ YouTube. @hi_angelinayang

Trillions going into AI generation. Barely billions into AI detection. Zach Meltzer of VeryAI on why that gap is the real deepfake problem. Full conversation on the TwoSetAI channel. @hi_angelinayang

A 40-person company. No data team. Mark Hay, CTO of TextQL, on why sales, the CRO, marketing, and finance all own the data. Now on YouTube: TwoSetAI @hi_angelinayang

"Never press this button." Transcribe that and the meaning vanishes — which button? Ofer Mendelevitch on the red button problem in multimodal RAG. Full video: TwoSetAI @ YouTube. @hi_angelinayang

Effort reads as need. The harder you argue your business is good, the more you signal you need them to agree. Leave a gap in the story. Let them close it themselves. Full conversation with Jay Hack on the TwoSetAI channel. @hi_angelinayang

Today's "autonomous" agents aren't. Nicole Königstein: real autonomy means an agent can redesign itself—spot its errors, rework the architecture, cut the agent that adds nothing. Full episode on the TwoSetAI channel. @hi_angelinayang