Overall read
Christopher, your pitch for AI Showcase Night received an average audience reaction score of 4.4/5 from 13 responses. The overall reception was highly positive, with the vast majority of attendees indicating they want to talk to you. Your core concept was described as a powerful, unique, and exciting idea [Feedback 6, Feedback 11, Feedback 13]. However, there was a notable split regarding your presentation style. While some audience members praised your "Strong delivery" [Feedback 5] and "Speaking skill" [Feedback 4], others found the presentation "Confusing" [Feedback 3] and felt you need to "Work on your narrative" [Feedback 13] to make the idea feel fully baked.

Product and demo strengths
The core concept and vision of your product are highly appealing to the audience [Feedback 3, Feedback 7, Feedback 9, Feedback 13]. Attendees specifically highlighted "The graphs" [Feedback 1] and "The graph dataset and storyboard" [Feedback 2] as promising signals. Additionally, even for those who found the presentation flow difficult to follow, the demo itself was noted as a strength that "helped" clarify the product [Feedback 3]. 

Business clarity and credibility gaps
Several gaps in your business model and product workflow were identified by the audience:
- Manufacturing connection: Multiple attendees were unclear on how the tool transitions from concept to physical creation, asking if it connects to "potential manufacturers or a 3D printer" [Feedback 7], "Where is the product made?" [Feedback 5], and requesting to see "a full end to end with manufacturing" [Feedback 10].
- Financials and competition: There is currently "No idea on cost" [Feedback 1] and a lack of clarity around your "Competitive advantage" [Feedback 13].
- Technical complexity: One attendee flagged "Dense pipelines" as a risky or hard-to-believe element of your presentation [Feedback 2].

Representative feedback
- "The concept and the vision" [Feedback 9]
- "Stop reading the slides. I can tead" [Feedback 3]
- "Would love to see a full end to end with manufacturing" [Feedback 10]
- "Work on your narrative. You have a great idea but it didn't sound fully baked because of your delivery." [Feedback 13]

Suggested next experiments
- Practice presenting without reading directly from your slides [Feedback 3]. Write out your core story, learn it by heart, and use it to guide a smoother delivery [Feedback 13].
- Add more practical demonstrations to your pitch, including "More shown outputs and workflows" [Feedback 4] and "more examples on how it can work" [Feedback 1, Feedback 2].
- Clarify the post-design phase of your product. Address whether the tool acts as a "think partner" for design improvements [Feedback 7] or if you can visually show a "step by step guide" on how to build the product after gathering parts [Feedback 9].
- Prepare clear, concise talking points regarding your pricing model [Feedback 1] and your defensible competitive advantage [Feedback 13].

Christopher Da Silva presented Hylos Labs' new platform, Impulse, an agentic IDE designed for physical product engineering. Impulse bridges the gap between natural language concepts and manufacturable hardware. While traditional physical product development requires extensive CAD training or expensive engineering resources, Impulse allows users to describe what they want to build in plain English or upload reference images to generate