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Claude Engineering Lead: "Stop Using Claude Like It’s 2024"

*📩 Your first AI agent in 20 minutes* — get the guide through my free newsletter: https://siliconvalleygirl.beehiiv.com/p/your-first-autonomous-agent-in-20-min-5429?utm_source=youtube&utm_medium=video&utm_campaign=futureproof-sub&utm_content=first-agent&utm_term=felix-rieseberg 📌 Explore ask-dig by @dig.AIOffical to discover what real people are saying across social video: https://www.dig.ai/influencers-campaign?utm_source=youtube&utm_medium=silicon+valley+girl&utm_campaign=influencer+campaign Felix Rieseberg has led engineering for Claude.ai, Cowork, and Claude Code Desktop at Anthropic. He thinks many of us are still giving AI tasks it has already outgrown. If you’re only asking Claude to summarize emails, what are you missing? How to hand AI bigger goals. Why “you’re an expert” isn’t enough аnd how to catch mistakes when the answers sound convincing. Felix shares how to start trusting AI with more – and stop being the bottleneck in your own company. *Timestamps:* 00:00 — You are asking too little of AI 03:04 — What Felix’s workday looks like now 05:44 — Using AI to do things you couldn’t do before 07:13 — How do you judge AI’s creative work? 12:57 — How to catch AI’s confident mistakes 17:36 — Are we overcomplicating AI agents? 22:47 — “I’m just a conveyor belt for Claude” 23:27 — Your first AI agent in 20 minutes 24:06 — Felix’s advice for getting started with Claude 25:08 — Why “you’re an expert” isn’t enough 29:39 — How to stop being your company’s bottleneck 37:34 — The gap between AI’s capabilities and how we use it 38:37 — Give Claude the goal beyond the task 39:51 — What to build and learn to stay valuable 43:24 – What children should learn in the AI age *📌 Help shape what’s next on Silicon Valley Girl!* Take our quick survey: https://docs.google.com/forms/d/e/1FAIpQLSdQEqUy3wiE7TlzM_haWLEcgV8eJUeSBIVaK2QjDsAVEsXm3w/viewform?usp=publish-editor *Links:* 🔗 My Instagram: https://www.instagram.com/siliconvalleygirl/ ⁠⁠⁠𝕏 : ⁠⁠https://x.com/siliconvalleymm⁠ 📌 My Companies & Products: https://partnerships.marinamogilko.co

Felix RiesebergguestMarina Mogilkohost
Oct 20, 202649mWatch on YouTube ↗

At a glance

WHAT IT’S REALLY ABOUT

Use Claude ambitiously: redesign workflows, validate outputs, avoid role-play agents

  1. Felix Rieseberg argues that many people underuse AI by treating it as a 2024-style helper for small tasks instead of pushing it toward ambitious outcomes and new capabilities.
  2. He describes his current work as rapid prototyping with Claude—generating many variations quickly—then relying on human attention, taste, and user “click” moments to decide what’s worth pursuing.
  3. He explains that for creative and knowledge work, “good” is hard to define, so better evaluation often comes from mirroring expert processes and checking methods rather than demanding a perfect final output.
  4. He shares practical reliability techniques—adversarial reviews and separate “judge” sessions—because a single session is often poor at evaluating its own work.
  5. He contends that the biggest remaining opportunity is building empathetic, high-value products (especially replacing clunky legacy software), since execution is now cheap but understanding real needs is still hard.

IDEAS WORTH REMEMBERING

5 ideas

Aim beyond small tasks; use AI for higher-level outcomes and new capabilities.

He argues that simple uses like summarizing emails don’t tap into “new intelligence,” and that the bigger gains come from reframing work around outcomes and letting the model help reach them in ways you might not have been able to do manually.

The real leverage is workflow redesign, not isolated prompts.

He says the main change is not just what the tool can do, but how you redesign the process around it—starting from defining what “good” looks like and building evaluation into the workflow.

Evaluate AI outputs by process quality, not just result quality.

He suggests judging AI work by the quality of its method (e.g., reputable sources, correct steps) rather than only whether the final answer is correct, using the weather example to show why a lucky guess shouldn’t “pass.”

Use adversarial reviews to catch hallucinations and overconfidence.

To protect against confident mistakes, he recommends running adversarial reviews: generate the output with one session, then spin up multiple other sessions whose job is to find flaws and prove it wrong.

Separate creation, critique, and judging into different sessions.

When adversarial feedback is noisy or conflicting, he describes using a separate “judge” session to validate whether criticisms are legitimate, and optionally routing valid feedback back to the original session.

WORDS WORTH SAVING

5 quotes

If all we're doing is, like, summarize this email for me, or like, make this email sound less angry, you're not really, like, benefiting from the new intelligence.

— Felix Rieseberg

I'm just a conveyor belt for Claude, right? Like, I go look at our crashes, pick one up, move it over, drop it off in front of Claude, and I'm like, "Please fix this."

— Felix Rieseberg

Adversarial reviews basically boil down to the idea of you've given, given one Claude a task- Spin off another 10 that try to, like, break this down. Their whole task is to attack this and prove to you why it's wrong.

— Felix Rieseberg

I rarely want the current session to judge itself. That I think is still really iffy.

— Felix Rieseberg

I think the secret to building a good product has actually not changed, and I believe it's empathy.

— Felix Rieseberg

Underusing AI vs ambitious usePrototyping velocity and attention limitsAutomation vs augmentationDefining and evaluating “good” outputExpert process imitation (tools/techniques) vs role-playAdversarial review and “judge” patternsTool access, data access, and reducing human bottlenecks

High quality AI-generated summary created from speaker-labeled transcript.

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