Canvas & Ratio
Choose your destination platform format
Layout Template
Choose a content structure for your slides
Preset Themes
Typography & Sizing
Brand Kit Customization
AGENCYConfigure brand assets for headers & footers
Outro Slide CTA
Customize your closing call-to-action slide
Background Pattern
Build Your Carousel
Drag and drop any post card below onto a slide, or use the quick buttons to insert content/images instantly!
After an interview with @karpathy, everyone is talking about what AI agents can/can't do. But an opinion without data is just a hypothesis. So, I tested 3x185 workflow executions for a market researcher agent. The results have shocked me🧵
I tested three variants: I. LLM Workflow: No agency, the entire logic carefully orchestrated. What was expected: - An LLM workflow was 2x faster (the same model) compared to an AI Agent. - An LLM workflow consumed 12x less tokens to an AI Agent. 3/185 "errors" are minor formatting results.
II. Agentic Workflow: Deterministic logic moved to the orchestration layer. More time, more tokens. 100% task success. GPT-5 (a reasoning model) consumed less tokens than GPT-4o due to better compression. None of this was surprising. But then:
III. AI Agent: Full autonomy without steps to take, just an objective I were staring at the screen. An AI agent without predefined reasoning steps succeeded 185/185 times (100%).
This is different from my previous observations for the same models: <a target="_blank" href="https://x.com/PawelHuryn/status/1953785262611284469" color="blue">x.com/PawelHuryn/sta…</a>
Conclusions & learnings: 1. For simple use cases, we can already achieve 99%+ reliability 2. A verifier agent with a high TPR would push it even further 3. For complex or critical processes, you still need orchestration 4. Orchestration is faster, cheaper, and more reliable
@karpathy might be right. We might need 10 years to achieve true AI intelligence. But autonomy and reliability for most processes seem more like ~12 months away. Agree? Disagree? Let me know in the comments. P.S....
A. Free n8n templates I used for testing: <a target="_blank" href="https://www.productcompass.pm/p/the-ultimate-guide-to-n8n-for-pms" color="blue">productcompass.pm/p/the-ultimate…</a>
B. Enjoy this? - Follow me @PawelHuryn for deep researched AI & PM - Share this thread with others I appreciate it! <a target="_blank" href="https://x.com/PawelHuryn/status/1981036301060096371" color="blue">x.com/PawelHuryn/sta…</a>