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Apr 6, 2017 · 29m · mad

AI-Powered Music // Drew Silverstein and Cole Ingraham, Amper Music (FirstMark's Data Driven)

Drew Silverstein · 11m spoken Cole Ingraham · 8m spoken Matt Turck · 40s spoken
0:00 / 0:00
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gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions

Drew Silverstein and Dr. Cole Ingraham of Amper Music present at FirstMark's DataDrivenNYC event, explaining the theoretical frameworks behind computational creativity and demonstrating their platform's ability to generate custom, royalty-free music in real time.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Matt holds 2.6% of the talking time here. How this is scored →

Matt as informed peer 1.0 Guest teaching 0.6 Guest disagreement 0.1 Matt pushing back 0.6
05100:0010:0020:000:00–3:00 · Matt as informed peer 0/10 FirstMark Data Driven NYC Event Opening and Speaker Roster This is an opening presentation monologue by Drew Silverstein and Cole Ingraham introducing Amper Music. The host does not speak in this segment, so all host-side scores are set to 0.3:00–7:20 · Matt as informed peer 0/10 Top-Down vs Bottom-Up Approaches in AI Development Cole Ingraham delivers a technical presentation monologue comparing top-down structural approaches with bottom-up data-driven machine learning models. Because the host is absent from this segment, all host metrics remain at 0.7:20–10:24 · Matt as informed peer 0/10 Managing Novelty, Variance, and Deterministic System Design Cole Ingraham continues his solo presentation on managing novelty, text generation rules, and deterministic system architecture. The host is not involved, requiring 0s for host engagement metrics.10:24–14:08 · Matt as informed peer 0/10 Translating Architectural Principles into Amper Music Drew Silverstein returns to the presentation to explain speed, quality, and control as key pillars of Amper's product design. The host does not participate in this segment.14:08–16:25 · Matt as informed peer 0/10 Live Product Demonstration of the Amper Music Platform Drew Silverstein conducts a solo live demonstration of the Amper web app, generating epic driving cinematic music. The host does not intervene or comment during this segment.16:25–19:53 · Matt as informed peer 3/10 Interactive Audience Demonstration and Real-Time Music Generation Host Matt Turck jumps in to request an interactive live demonstration, challenging the team to try a harder combination. He playfully pushes for 90s pop with full bongos, which the guest enthusiastically accepts.19:53–29:24 · Matt as informed peer 4/10 Audience Question and Answer Session on AI Music and Outlook During the Q&A session, Matt Turck moderates and interjects, demonstrating domain knowledge by immediately identifying hit composer Max Martin and asking about Bach's counterpoint structure. Cole Ingraham educates on why avant-garde jazz is easier for AI than Bach due to listener expectations.0:00–3:00 · Guest teaching 0/10 FirstMark Data Driven NYC Event Opening and Speaker Roster This is an opening presentation monologue by Drew Silverstein and Cole Ingraham introducing Amper Music. The host does not speak in this segment, so all host-side scores are set to 0.3:00–7:20 · Guest teaching 0/10 Top-Down vs Bottom-Up Approaches in AI Development Cole Ingraham delivers a technical presentation monologue comparing top-down structural approaches with bottom-up data-driven machine learning models. Because the host is absent from this segment, all host metrics remain at 0.7:20–10:24 · Guest teaching 0/10 Managing Novelty, Variance, and Deterministic System Design Cole Ingraham continues his solo presentation on managing novelty, text generation rules, and deterministic system architecture. The host is not involved, requiring 0s for host engagement metrics.10:24–14:08 · Guest teaching 0/10 Translating Architectural Principles into Amper Music Drew Silverstein returns to the presentation to explain speed, quality, and control as key pillars of Amper's product design. The host does not participate in this segment.14:08–16:25 · Guest teaching 0/10 Live Product Demonstration of the Amper Music Platform Drew Silverstein conducts a solo live demonstration of the Amper web app, generating epic driving cinematic music. The host does not intervene or comment during this segment.16:25–19:53 · Guest teaching 1/10 Interactive Audience Demonstration and Real-Time Music Generation Host Matt Turck jumps in to request an interactive live demonstration, challenging the team to try a harder combination. He playfully pushes for 90s pop with full bongos, which the guest enthusiastically accepts.19:53–29:24 · Guest teaching 3/10 Audience Question and Answer Session on AI Music and Outlook During the Q&A session, Matt Turck moderates and interjects, demonstrating domain knowledge by immediately identifying hit composer Max Martin and asking about Bach's counterpoint structure. Cole Ingraham educates on why avant-garde jazz is easier for AI than Bach due to listener expectations.0:00–3:00 · Guest disagreement 0/10 FirstMark Data Driven NYC Event Opening and Speaker Roster This is an opening presentation monologue by Drew Silverstein and Cole Ingraham introducing Amper Music. The host does not speak in this segment, so all host-side scores are set to 0.3:00–7:20 · Guest disagreement 0/10 Top-Down vs Bottom-Up Approaches in AI Development Cole Ingraham delivers a technical presentation monologue comparing top-down structural approaches with bottom-up data-driven machine learning models. Because the host is absent from this segment, all host metrics remain at 0.7:20–10:24 · Guest disagreement 0/10 Managing Novelty, Variance, and Deterministic System Design Cole Ingraham continues his solo presentation on managing novelty, text generation rules, and deterministic system architecture. The host is not involved, requiring 0s for host engagement metrics.10:24–14:08 · Guest disagreement 0/10 Translating Architectural Principles into Amper Music Drew Silverstein returns to the presentation to explain speed, quality, and control as key pillars of Amper's product design. The host does not participate in this segment.14:08–16:25 · Guest disagreement 0/10 Live Product Demonstration of the Amper Music Platform Drew Silverstein conducts a solo live demonstration of the Amper web app, generating epic driving cinematic music. The host does not intervene or comment during this segment.16:25–19:53 · Guest disagreement 0/10 Interactive Audience Demonstration and Real-Time Music Generation Host Matt Turck jumps in to request an interactive live demonstration, challenging the team to try a harder combination. He playfully pushes for 90s pop with full bongos, which the guest enthusiastically accepts.19:53–29:24 · Guest disagreement 1/10 Audience Question and Answer Session on AI Music and Outlook During the Q&A session, Matt Turck moderates and interjects, demonstrating domain knowledge by immediately identifying hit composer Max Martin and asking about Bach's counterpoint structure. Cole Ingraham educates on why avant-garde jazz is easier for AI than Bach due to listener expectations.0:00–3:00 · Matt pushing back 0/10 FirstMark Data Driven NYC Event Opening and Speaker Roster This is an opening presentation monologue by Drew Silverstein and Cole Ingraham introducing Amper Music. The host does not speak in this segment, so all host-side scores are set to 0.3:00–7:20 · Matt pushing back 0/10 Top-Down vs Bottom-Up Approaches in AI Development Cole Ingraham delivers a technical presentation monologue comparing top-down structural approaches with bottom-up data-driven machine learning models. Because the host is absent from this segment, all host metrics remain at 0.7:20–10:24 · Matt pushing back 0/10 Managing Novelty, Variance, and Deterministic System Design Cole Ingraham continues his solo presentation on managing novelty, text generation rules, and deterministic system architecture. The host is not involved, requiring 0s for host engagement metrics.10:24–14:08 · Matt pushing back 0/10 Translating Architectural Principles into Amper Music Drew Silverstein returns to the presentation to explain speed, quality, and control as key pillars of Amper's product design. The host does not participate in this segment.14:08–16:25 · Matt pushing back 0/10 Live Product Demonstration of the Amper Music Platform Drew Silverstein conducts a solo live demonstration of the Amper web app, generating epic driving cinematic music. The host does not intervene or comment during this segment.16:25–19:53 · Matt pushing back 2/10 Interactive Audience Demonstration and Real-Time Music Generation Host Matt Turck jumps in to request an interactive live demonstration, challenging the team to try a harder combination. He playfully pushes for 90s pop with full bongos, which the guest enthusiastically accepts.19:53–29:24 · Matt pushing back 2/10 Audience Question and Answer Session on AI Music and Outlook During the Q&A session, Matt Turck moderates and interjects, demonstrating domain knowledge by immediately identifying hit composer Max Martin and asking about Bach's counterpoint structure. Cole Ingraham educates on why avant-garde jazz is easier for AI than Bach due to listener expectations.

speaking balance: gold is Matt, purple is the guest (3 minute bins)

0:00 · Matt 0% · guest 100%0:00 · Matt 0% · guest 100%3:00 · Matt 0% · guest 100%3:00 · Matt 0% · guest 100%6:00 · Matt 0% · guest 100%6:00 · Matt 0% · guest 100%9:00 · Matt 0% · guest 100%9:00 · Matt 0% · guest 100%12:00 · Matt 0% · guest 100%12:00 · Matt 0% · guest 100%15:00 · Matt 6.1% · guest 93.9%15:00 · Matt 6.1% · guest 93.9%18:00 · Matt 9.1% · guest 90.9%18:00 · Matt 9.1% · guest 90.9%21:00 · Matt 3.5% · guest 96.5%21:00 · Matt 3.5% · guest 96.5%24:00 · Matt 7.5% · guest 92.5%24:00 · Matt 7.5% · guest 92.5%27:00 · Matt 0.8% · guest 99.2%27:00 · Matt 0.8% · guest 99.2%
Sharpest disagreement ▶ 20:48 Drew Silverstein rejects feature request due to legal copyright constraints

Drew firmly reframes an audience member's request to feed YouTube links into Amper, noting that their lawyers would have a heart attack and explaining why Amper intentionally avoids direct copyright references.

 Hardest push from Matt ▶ 17:50 Matt Turck pushes for a harder interactive live demonstration

Matt interrupts the transition to demand a live collaborative demo and asks to test the platform on a harder musical prompt rather than a standard one.

 Biggest teaching moment ▶ 24:09 Cole Ingraham reframes ML difficulty through Deep Jazz vs Bach

Cole corrects the assumption that structured music like Bach is simple for AI, explaining that avant-garde jazz is actually easier because humans lack rigid expectations of what it should sound like.

 Matt holds his own ▶ 25:15 Matt Turck instantly identifies pop mastermind Max Martin

When an audience member struggles to recall the name of the mega-hit pop composer, Matt immediately interjects with 'Max Martin', demonstrating sharp industry knowledge.
the scores for every segment, with the reasoning behind each
ChapterTopicMatt as informed peerGuest teachingGuest disagreementMatt pushing backWhy
FirstMark Data Driven NYC Event Opening and Speaker Roster 0000 This is an opening presentation monologue by Drew Silverstein and Cole Ingraham introducing Amper Music. The host does not speak in this segment, so all host-side scores are set to 0.
Top-Down vs Bottom-Up Approaches in AI Development 0000 Cole Ingraham delivers a technical presentation monologue comparing top-down structural approaches with bottom-up data-driven machine learning models. Because the host is absent from this segment, all host metrics remain at 0.
Managing Novelty, Variance, and Deterministic System Design 0000 Cole Ingraham continues his solo presentation on managing novelty, text generation rules, and deterministic system architecture. The host is not involved, requiring 0s for host engagement metrics.
Translating Architectural Principles into Amper Music 0000 Drew Silverstein returns to the presentation to explain speed, quality, and control as key pillars of Amper's product design. The host does not participate in this segment.
Live Product Demonstration of the Amper Music Platform 0000 Drew Silverstein conducts a solo live demonstration of the Amper web app, generating epic driving cinematic music. The host does not intervene or comment during this segment.
Interactive Audience Demonstration and Real-Time Music Generation 3102 Host Matt Turck jumps in to request an interactive live demonstration, challenging the team to try a harder combination. He playfully pushes for 90s pop with full bongos, which the guest enthusiastically accepts.
Audience Question and Answer Session on AI Music and Outlook 4312 During the Q&A session, Matt Turck moderates and interjects, demonstrating domain knowledge by immediately identifying hit composer Max Martin and asking about Bach's counterpoint structure. Cole Ingraham educates on why avant-garde jazz is easier for AI than Bach due to listener expectations.

Statements from this episode (7)

Assertion Supported
Drew Silverstein: Amper Music generates unique music tailored to content in seconds
“Amper which is an AI composer, performer, and producer that creates unique music tailored to any content in a matter of seconds.”
Drew Silverstein Apr 6, 2017 ▶ 0:15
Insight
Cole Ingraham: Generative AI relying solely on datasets produces homogeneous outputs
“The result of that that you're gonna get is usually things are somewhat homogenous. They will look like your data set. You're not going to get things that are not in the data set because you got everything from the data set.”
Cole Ingraham Apr 6, 2017 ▶ 5:45
Insight
Cole Ingraham: Build generative AI with deterministic components, not pure randomness
“I find it's much better and easier to focus on writing writing systems which are deterministic in their individual components and putting them together in a way that it's complex and seems non-deterministic, but that way you can actually reason about what it d…”
Cole Ingraham Apr 6, 2017 ▶ 9:57
Insight
Drew Silverstein: Human-coded explicit rules often execute faster than neural networks
“When something can be done with a human created process then factually, oftentimes it's faster than a neural network.”
Drew Silverstein Apr 6, 2017 ▶ 11:04
Assertion Not checkable as stated
Drew Silverstein: Amper generates music in real-time without loops or licensed material
“There's no loops. There's no licensed material. This has been generated in real time out of thin air using proprietary sample libraries, proprietary logic, and this is epic driving cinematic music composed by Ampere.”
Drew Silverstein Apr 6, 2017 ▶ 14:55
Assertion Supported
Drew Silverstein: Amper Music grants royalty-free, perpetual licenses for generated tracks
“Eventually you download the music, you get a royalty free perpetual license to use it, ah, and you're good to go.”
Drew Silverstein Apr 6, 2017 ▶ 16:17
Prediction Not checkable as stated
Drew Silverstein: Amper Music will eventually power all of the world's music
“We think Ampere's going to power all of the world's music.”
Drew Silverstein Apr 6, 2017 ▶ 21:36
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