Helical Brew

🎙 Hosts: Sura Hadi & Mike Ouren

After 55 episodes of Helical Brew, we’re cracking open an Unfiltered Brew - a candid, behind-the-scenes conversation about what’s actually working, what’s changed, and what growing a technical podcast really looks like.

From YouTube algorithms and Shorts strategy to why professionals rarely leave LinkedIn, this episode is an honest check-in on content, platforms, and the reality of building an audience in science and lab automation — plus SLAS prep, tech culture, and conference chaos along the way.

This isn’t a how-to guide. It’s context between episodes.

🎯 What We Cover
Why Shorts changed everything for Helical Brew
How YouTube behaves once you hit consistency
Why LinkedIn engagement ≠ listens
Algorithms, visibility, and feedback loops
CES, humanoid robots, and hype vs reality
SLAS Boston prep and logistics

🎬 Chapters
00:00 – Cold Open
00:35 – YouTube After 55 Episodes
05:20 – Why Shorts Matter
07:55 – Tech Culture & Humanoid Robots
12:00 – Travel & Conference Reality
17:45 – SLAS Prep & Recording in the Wild
28:10 – Wrap-Up

🔔 Subscribe
We explore automation, AI, and the future of science — from real labs to real conversations.

👉 YouTube: /
👉 All platforms: www.helicalbrew.com

📩 Want to collaborate or be a guest? [email protected]




https://youtu.be/7oKLwGlv_wQ?si=vqS0jApRDopfW6Dh

Episode 56 | Shorts, Algorithms & the Reality of Growing a Science Podcast #helicalbrew #viral 🎙 Hosts: Sura Hadi & Mike OurenAfter 55 episodes of Helical Brew, we’re cracking open an Unfiltered Brew - a candid, behind-the-scenes conversation about wh...

Guests:
🎙️ Lukas Bromig - Co-CEO & Founder at UniteLabs (Munich), building infrastructure for AI-ready labs
👩‍🔬 Hosts: Sura Hadi & Mike Ouren

🎧 Episode Title:
“Standardization Before Intelligence: Building the AI-Ready Lab Stack”

AI is moving fast - but labs are still stuck in the interface gap.

In this episode, Lukas Bromig joins Helical Brew to explain why standardization is the real bottleneck before AI can safely and reliably run anything in the lab.

If every instrument speaks a different protocol, orchestration becomes faith-based. If your workflows live inside black boxes, AI can generate intent — but it won’t generate executable reality.

We break down what “AI-ready” actually means, why “just integrate it” is a dangerous phrase, and why the future lab needs an operating system — not another stack of point solutions.

🎯 What You’ll Learn
• The “non-controversial” standard labs still argue about endlessly (and why).
• Why Bluetooth/USB-level interoperability doesn’t exist in labs (yet).
• The 3 layers of standardization: device interface → data structure → workflow language.
• Why most automation projects stall because of just a few instruments.
• What “AI-ready” means in practical terms inside the lab (not the boardroom).
• Why AI-generated code is often pseudocode that won’t run — and what fixes that.
• Where AI should NOT execute in robotics workflows (and why you need a “compiler layer”).
• Why “no black boxes” + full visibility is the core requirement of a Lab OS.
• How buyers can force change: making open interfaces a procurement requirement.

💡 Picks of the Week
🧠 Lukas — Claude Code for rapid prototyping + fountain pens (bring handwriting back)
🧰 Mike — SLAS Boston + Passport to Prizes (win a trip to SLAS Europe Vienna 2026)
👩‍🔬 Sura — Making interoperability + ownership a first-class requirement in lab design

👇 Discussion Prompt
If AI exposes weak foundations faster than it creates new capability…
what should labs standardize first: device protocols, data structures, or workflow language?
Drop your take — we’ll pin the best answers.

🎬 Chapters
00:00 – Cold Open: Standardization Before Intelligence
00:18 – Welcome to Helical Brew + Introducing Lukas Bromig
01:10 – Icebreaker: The lab standard that shouldn’t be controversial
03:00 – Why every instrument interface is different
05:05 – “Just integrate it” is a dangerous phrase
07:10 – The black box problem in lab automation software
10:00 – Rebuilding the same integrations over and over
13:10 – Why standardization is the real bottleneck
15:30 – The three layers of lab standardization
19:10 – Data structure vs data format (why context matters)
22:40 – Why AI-generated SOP code doesn’t actually run
26:10 – The missing compiler layer: validation + error handling
29:40 – Why AI should never directly control instruments
32:30 – What a real Lab Operating System enables
36:10 – Scientists vs automation engineers: future roles
39:40 – Standardization without killing flexibility
43:00 – Procurement leverage: demanding open interfaces
46:00 – Infrastructure decisions that matter in 5 years
49:10 – Picks of the Week
53:20 – SLAS Boston, UniteLabs & Wrap-Up

🔔 Subscribe to Helical Brew
We explore the intersection of AI, automation, and the future of science.
Subscribe →  /

📩 Want to promote or be a guest? [email protected]

🌐 Easy link hub: helicalbrew.com
📍 TikTok/IG + more:

📌 SHORTS (Quick Clips from the Episode)
▶️  • Why Lab Automation Sti...
▶️  • Where AI Should NOT To...



https://youtu.be/Bd90-f5Ggxo?si=N1voex8fcwBZqjHu

Episode 55 | Standardization B4 Intelligence: Building the AI-Ready Lab Stack #helicalbrew #viral Guests:🎙️ Lukas Bromig - Co-CEO & Founder at UniteLabs (Munich), building infrastructure for AI-ready labs👩‍🔬 Hosts: Sura Hadi & Mike Ouren🎧 Episode Titl...

This week on Helical Brew, Mike Ouren takes the mic solo for a deep dive into Apple — from the early PowerBook days to today’s M4 Macs, iPhone evolution, and the massive shift coming with iPadOS 26.

From the “every-year iPhone upgrader” cycle to the future of Mac silicon and the return of Apple’s glassy aesthetic, Mike breaks down how Apple got here, what they’re getting right, and what’s around the corner.

KEY TAKEAWAYS:
• The PowerBook G3 era and why buying “the last model” is a risk
• OS X’s glassy origins and why Apple brought that look back in 2026
• What the 20-year anniversary iPhone means for Apple’s roadmap
• Mike’s upgrade confession — why every-other-year just works
• How the M4 changed everything for Macs, especially the Mac Mini
• Apple Silicon, yield strategy, and why Intel Macs are effectively done
• Why the M1 MacBook Air at $599 is still a powerhouse
• GPU changes in M4 and whether Apple will ever get AAA games
• iPadOS 26 and the biggest UI change since the original iPad
• Why MacRumors is still Mike’s go-to for buying decisions
• The real economics of a 5–6 year Mac ownership cycle
• SLAS 2026 preview and what’s next for Helical Brew

If you're deep into the Apple ecosystem — or just trying to figure out when the right time is to upgrade your gear — this is the episode for you.

Subscribe to Helical Brew for more conversations at the intersection of science, tech, and automation:
 /

CHAPTERS
00:00 Cold Open
00:05 Welcome to Helical Brew
00:25 MotorWeek & John Davis Tribute
03:30 Mike’s First Mac (1998)
06:00 Jobs-Era PowerBook & Early OS X
08:20 iPhone’s Upcoming 20-Year Anniversary
09:35 Breaking the Yearly iPhone Upgrade Cycle
11:05 Mac Announcements & the M4 Jump
12:00 Leaving the iMac Behind
12:45 Dual-Monitor Setup (240 Hz + 60 Hz)
13:20 The Mac Mini M4 is Incredible
14:20 Apple Silicon Evolution (M1 → M4)
16:10 End of Intel Macs
16:45 $599 M1 MacBook Air
17:40 Memory, Neural Engine & Local AI
18:50 GPU Jump in M4 & Gaming Reality Check
20:35 iPadOS 26: Windowed Apps & Liquid Glass UI
22:25 Why Mike Uses an iPad for Work & Travel
23:15 MacRumors: Best Place to Compare M-Chips
24:30 The 5–6 Year Mac Ownership Strategy
25:05 Wrapping Up Apple Talk
25:25 SLAS 2026 Preview
26:40 Where to Find Helical Brew
27:10 Final Sign-Off

Helical Brew Website: https://helicalbrew.com
Helical Brew Spotify: https://open.spotify.com
Helical Brew Apple Podcasts: https://podcasts.apple...
SLAS 2026 Information: https://slas.org


https://youtu.be/MeCnhmW_zvE?si=C7k5_Nu4sX5NxlaI

Episode 53 | Mac Brew with Mike Ouren #helicalbrew #viral #viralvideo #viralshorts #podcast #apple This week on Helical Brew, Mike Ouren takes the mic solo for a deep dive into Apple — from the early PowerBook days to today’s M4 Macs, iPhone evolution, and...

Guests:
🎙️ Masaki Yamada — Head of Product at Invert, helping biomanufacturing teams quantify trust in AI.
👩‍🔬 Hosts: Sura Hadi & Mike Ouren

🎧 Episode Title:
“Beyond the Algorithm: Measuring AI Confidence in Biomanufacturing”

Hallucinations, trust, and the space between - that’s where the future of science is being written.

From NASA’s microbial fuel cells to AI-native bioprocessing, Masaki Yamada joins us to unpack how Invert is helping scientists measure something once thought unquantifiable: confidence in AI.

This episode dives deep into the evolving relationship between humans and algorithms in the biomanufacturing world — exploring trust, reproducibility, and what it means to build a digital scientist that actually knows when it’s wrong.

🎯 What You’ll Learn
• Why “hallucinations” in AI aren’t always bad — and when they definitely are.
• How Invert uses evals to measure model reliability in real-world biotech settings.
• The difference between objective vs. subjective AI benchmarking.
• How digital transformation is really going inside major biopharma labs.
• What the “AI-native scientist” of the future looks like.

💡 Picks of the Week
📚 Masaki Yamada – The Stormlight Archive by Brandon Sanderson
🧰 Mike Ouren – The MagSafe Grip & “The Ticket” Seatbelt Gadget
🧠 Sura Hadi – KDP self-publishing exploration for indie creators

👇 What’s the right balance between creativity and control when it comes to AI in science? Drop your thoughts in the comments — we’ll feature the best takes next episode.

🎬 Chapters
00:00 – Cold Open
00:15 – Welcome to the AI Thought Leaders Series
01:00 – The Hallucination Debate: Creativity vs. Accuracy
03:16 – What “Trust” Means in Biomanufacturing
07:16 – Defining Confidence in AI Outputs
10:06 – Human Benchmarking & Evals
11:34 – NASA Origins: From Space Fuel Cells to Biotech
15:04 – Inside Invert: Structuring Data for Transparency
19:44 – From Paper to Platform: Digital Transformation Realities
24:21 – Are Labs Really Digitized?
25:46 – Adoption, Resistance & Culture Change
27:55 – Security, IP & Data Trust
28:28 – Designing the Future: People-in-the-Loop Automation
33:05 – Digital Cognition: The Next Phase of AI Integration
37:51 – The AI-Native Scientist
40:01 – Picks of the Week
46:56 – Wrap-Up

🔔 Subscribe to Helical Brew
We explore the intersection of AI, automation, and the future of science.
Subscribe & never miss an episode →  /

📩 Want to promote or be a guest? Email us: [email protected]
📍 TikTok, Shorts & more:

📌 SHORTS (Quick Clips from the Episode)
▶️  • “Hallucinations, On Pu...
▶️  • Measure Trust, Not Hyp...

Episode 52 | Beyond the Algorithm: Measuring AI Confidence in Biomanufacturing #helicalbrew #viral Guests:🎙️ Masaki Yamada — Head of Product at Invert, helping biomanufacturing teams quantify trust in AI.👩‍🔬 Hosts: Sura Hadi & Mike Ouren🎧 Episode Title...

Hosts: Sura Hadi & Mike Ouren
Series: Unfiltered Brew – Helical Brew Podcast

Bold summary:
After a few weeks abroad, Mike’s back — jetlagged, caffeinated, and ready to unpack everything from the Munich SLAS meetup to airplane fuel stats, Aurora Borealis sightings, and why Sura’s dog might just be her emotional support animal.

It’s an unfiltered catch-up episode filled with travel stories, food debates, and the kind of chaos only Helical Brew can deliver.

🎙 Highlights:
• Aurora Borealis at 38,000 feet 🌌
• Dark vs Milk Chocolate showdown 🍫-
• Why Detroit pizza deserves more respect 🍕
• Emotional support dogs & airline rants ✈️
• Gaming talk & what’s next for Helical Brew 🎮

👋 Join the conversation:
Comment below with your travel pet stories — or your most controversial pizza opinion.

📌 Subscribe for weekly episodes →  /

📩 Want to promote or be a guest? Email us: [email protected]

📍 TikTok, Shorts & more:

⏱️ EPISODE CHAPTERS – NAVIGATE THE EPISODE
0:00 Cold Open – Emotional Support Animal 🐾
0:06 Welcome to the Unfiltered Brew
0:40 Aurora at 38,000 ft
2:28 iPhone vs Android
4:22 Chocolate Debate
5:46 Pizza & Craft Beer
6:54 Turbo Talk & Cars
8:56 Airlines: Southwest vs Emirates
11:38 Favorite Cuisines
12:43 Street Food Around the World
14:11 Walmart Adventures
15:57 Dogs or Cats?
17:02 Airline Policies & Fairness
18:16 Gaming Showdown
20:34 Stream Plans & Outro

📌 SHORTS (Quick Clips from the Episode)
▶️  • Milk vs Dark Chocolate...
▶️  • Seat-Saving 101 (Do No...

Unfiltered Brew: Dogs, Planes & Pizza Slices – Helical Brew Goes Off-Script 🐶🍕✈️ #helicalbrew #viral Hosts: Sura Hadi & Mike OurenSeries: Unfiltered Brew – Helical Brew PodcastBold summary:After a few weeks abroad, Mike’s back — jetlagged, caffeinated, and r...

🎙️ Hosts: Sura Hadi, Mike Ouren
🎧 Episode Title: ISPE Boston at Gillette Stadium – Robots, Enclosures & Boston Energy

From Rockwell rails to Germfree enclosures (and a field-goal after-party), Sura and Mike unpack what went down at ISPE Boston 2025 — hosted inside Gillette Stadium.
This Helical Brew episode brings the perfect mix of automation insights, event chaos, and Boston flavor.

🔍 We cover:
• ISPE Boston recap from the field-level after-party 🏟️
• Vendor tech that mattered: Rockwell MagneMotion, Germfree enclosures & 3D motion pucks
• When not to bring a robot arm - reading the room at vendor shows
• Zdeno Chara’s surprise appearance 👀
• Pick of the Week: Orchard Skate Shop deck (Castle Island Brewery collab)
• GORUCK gear + road-warrior travel talk

💡 If you’ve ever packed for a conference, debated bringing a demo robot, or tried to kick a field goal in dress shoes - this one’s for you.

📌 Subscribe for weekly episodes →  /

📩 Want to promote or be a guest? Email us: [email protected]
📍 TikTok, Shorts & more:

⏱️ EPISODE CHAPTERS – NAVIGATE THE EPISODE
00:00 Cold Open – After-party field goals
00:19 Welcome back! Travel & time zones
01:00 E Tech podcast & LAIR lair
04:19 ISPE Boston @ Gillette Stadium
05:19 Zdeno Chara cameo
09:46 Vendor tech: Siemens, Rockwell & Germfree
12:31 Enclosure math & integration talk
15:41 Why we didn’t bring a robot arm
16:43 Picks of the Week – Orchard deck & GORUCK shoes
27:11 Tunnel prank in Boston
30:39 Boston culture & seafood stories
32:44 Outro – Wrap up & subscribe

🔗 Mentions & Shoutouts
🌐 ISPE Boston: https://ispeboston.org
🌐 Rockwell MagneMotion: https://www.rockwellau...
🌐 Germfree Enclosures: https://www.germfree.com
🌐 Orchard Skate Shop: https://orchardshop.com

📌 SHORTS (Quick Clips from the Episode)
▶️ Boston Tunnel Prank →  • 🚗 “Boston’s Underwater...
▶️ ISPE @ Gillette Stadium Reveal →  • 🏟️ “Wait… ISPE Boston ...



https://youtu.be/AtmJxxbLjiE?si=2QYcRYVw0RNgdj_X

Episode50 | ISPE Boston at Gillette Stadium – Robots, Enclosures & Boston Energy.#helicalbrew #viral 🎙️ Hosts: Sura Hadi, Mike Ouren🎧 Episode Title: ISPE Boston at Gillette Stadium – Robots, Enclosures & Boston EnergyFrom Rockwell rails to Germfree enclosu...

🎙️ Hosts: Sura Hadi, Mike Ouren, Elizabeth Rodziewicz

🎧 Episode Title: Unfiltered Brew - Class Rings, Metric Fails & Why Women’s Pockets Still Suck

From class rings and college debt to metric vs. imperial hardware fails, McMaster wins, and a Theranos throwback — this Unfiltered Brew episode is all chaos, caffeine, and comedy. We even end with the rant of 2025: women’s pockets.

🔍 We cover:
• College rings, EU free tuition, and student debt
• Metric vs. imperial IRL — Lowe’s fail → McMaster saves the day
• Space program sidebar: when NASA mixed units
• Theranos mini-lab slides (“images not to scale”)
• ISPE Boston shoutout + road time updates
• Ferrari fandom, Le Mans flips & streaming fatigue
• Phone fails and the ultimate rant: women’s pockets in 2025

💡 If you’ve ever fought with hardware store parts, side-eyed Theranos, or cursed fake jacket pockets — this one’s for you.

📌 Subscribe for weekly episodes →  /

📩 Want to promote or be a guest? Email us: [email protected]

📍 TikTok, Shorts & more:

⏱️ EPISODE CHAPTERS – NAVIGATE THE EPISODE
00:00 Cold Open – Warzone banter + class ring
01:07 Metric vs. Imperial IRL
02:11 McMaster saves the day
04:49 Space program sidebar → Theranos flashback
07:24 ISPE Boston + Road time
08:11 Ferrari, Formula 1 & Le Mans
09:03 Streaming wars & Schitt’s Creek
12:01 Phone fails → Women’s pockets rant
14:14 Outro – Wrap up & socials

🔗 Mentions & Shoutouts
🌐 ISPE Boston: https://ispeboston.org
🌐 McMaster-Carr: https://www.mcmaster.com

📌 SHORTS (Quick Clips from the Episode)
▶️ McMaster Saves the Day →  • McMaster always wins 😂...
▶️ Women’s Pockets in 2025 →  • Why are women’s pocket...



https://youtu.be/e_yMgubWmPc?feature=shared

Episode49 | Class Rings, Metric Fails & Why Women’s Pockets Suck #helicalbrew #viral #viralvideo 🎙️ Hosts: Sura Hadi, Mike Ouren, Elizabeth Rodziewicz🎧 Episode Title: Unfiltered Brew - Class Rings, Metric Fails & Why Women’s Pockets Still SuckFrom clas...

🎙️ Hosts: Mike Ouren, Sura Hadi, Elizabeth Rodziewicz
🎧 Episode Title: The 2025 Hiring Curve: Biotech, Automation & What’s Next (Part 2)

Ghosting. Bottlenecks. Myths about hiring made easy.
In Part 2 of our Science Means Business conversation with Ian Cooper and Chris Gaetani of BioMed Recruitment, we dig into the hard truths shaping biotech and automation jobs in 2025.

🔍 We cover:
• Ghosting & bottlenecks in the hiring process
• How recruiters can (and should) give feedback
• Strategies for candidates stuck in a stalled job search
• The myth of “easy hiring” in a talent-rich market
• Why hiring managers need partners, not more resumes
• Networking, adaptability, and building pipelines without burnout
• Picks of the Week: tools, tea, travel pillows & more

💡 If you’re hiring in biotech or automation - or job hunting in 2025 - this one’s packed with real talk.

📌 Subscribe for weekly episodes →  /

📩 Want to promote or be a guest? Email us: [email protected]
📍 TikTok, Shorts & more:

⏱️ EPISODE CHAPTERS – NAVIGATE THE EPISODE
00:00 Cold Open - Cane’s Tea vs Cane’s Sauce?
00:42 Intro & Recap of Part 1
02:05 Ghosting & Bottlenecks Era
07:18 Why Feedback Matters
10:16 Stalled Job Searches & What to Do
15:29 Adaptability & Startups
19:34 Networking Events (LRIG, Lab Automators, Europe)
27:10 Hiring Managers: What to Stop Doing
34:39 Recruiters as Partners, Not Vendors
41:17 Busting Hiring Myths in Biotech
47:01 Picks of the Week (Tools, Tea & Travel Pillows)
55:00 Wrap Up & Outro

🔗 Guest & Company Links:
🌐 BioMed Recruitment: https://biomedrecruitm...

👤 Ian Cooper on LinkedIn:  / ian-cooper17
👤 Chris Gaetani on LinkedIn:  / chris-gaetani-586a3a129

📌 SHORTS (Quick Clips from the Episode)
▶️  • 👻 Ghosting Candidates ...
▶️  • 🚨 Hiring Myth Busted: ...

Episode 48 | The 2025 Hiring Curve (Part 2):Ghosting, Myths & Biotech Recruiting #HelicalBrew #viral 🎙️ Hosts: Mike Ouren, Sura Hadi, Elizabeth Rodziewicz🎧 Episode Title: The 2025 Hiring Curve: Biotech, Automation & What’s Next (Part 2)Ghosting. Bottleneck...