Cruise

• Directed a team of 5 FTEs and managed over 1,500 offshore employees across three vendors to support autonomous vehicle machine learning model development.
• Owned the roadmap and development of advanced labeling tools for autonomous vehicle machine learning models, directly improving model performance.
• Led a cross-functional team of engineers, designers, and vendors to deliver scalable solutions that labeled billions of data points.
• Established and optimized a New Product Introduction (NPI) framework, accelerating time-to-market for labeling data products.
• Conducted user research and stakeholder alignment sessions to define product requirements and prioritize features.
• Reduced operational costs by $1M through streamlined workflows and capacity planning.
• Awarded the Operations Visionary Award for groundbreaking contributions to AV data labeling operations.

Staff Product Manager - Machine Learning Data Labeling / Ground Truth

Brunk Industries

• Transformed organizational culture by defining and implementing data analytics dashboards (Power BI, SQL), enabling informed decision-making across the organization.
• Partnered with cross functional product teams to optimize internal tools, reducing inefficiencies by 20%.
• Developed strategies to improve product reliability/uptime saving >1,000 hours annually.

Director of Operational Excellence

Amcor

• Managed operations at a $100M revenue medical packaging facility with ~200 employees.
• Directed end-to-end product lifecycle management by commercializing new products and programs and implementing operational roadmaps to ensure profitability. 
• Spearheaded $4MM in new product launches by collaborating with R&D, sales, and engineering teams to ensure on-time delivery and market success.
• Restructured operations to optimize talents, improve teamwork and communication, and increase throughput
• Identified and implemented cost-saving initiatives with customer feedback that reduced expenses by 10% for core products.

Sr. Operations Manager

• Oversaw engineering and EHS functions, managing a $4M budget and 20 direct reports.
• Introduced automation technologies, saving $500K annually.
• Established the facility’s first preventive maintenance program, defining requirements to enhance product quality and reliability.
• Led a team of customers, sales, product management, R&D for new product development

Technical Engineering Manager

Tier 1 Automotive Supplier
• Established first capacity model to better improve manpower and quote new business
• Led engineering and maintenance teams, managing a $1.5M annual expense budget.
• Managed a portfolio of capital projects totaling $1M, enhancing plant capacity by 12%.
• Designed and implemented a new plant layout, achieving improved efficiency and reduced overhead.

Engineering Manager

The Dow Chemical Company

Lead mechanical engineer for commissioning and startup of a world-scale polyethylene plant ($500MM + project), Lead engineer for Salt Mining and Hydrocarbon Distribution Plant
• Commissioned and started up a $500M+ polyethylene facility, collaborated with product teams to optimize operations and reduce costs.
• Leveraged advanced and predictive analytics to identify improvement opportunities and enhance product output and profitability.

Lead Manufacturing Engineer

Caterpillar Inc.

• Completed Leadership and Technical Development Program (LTDP) which included stints in software development, Cat Proving Grounds, and manufacturing engineer at the Cat I6 Engine plant.
• Home group in Mechatronics where I spent my time developing, modifying, and validating control strategies for CAT engines at the global tech center in Mossville IL.

Systems Engineer - Mechatronics

Engineering Leader Sharing Stories | Loves Complexity and Chaos | Real Estate Investor | Technical Program Manager | Addicted to Diet Coke

In my day job I lead amazing individuals building AI products for Machine Learning Engineers in the Autonomous Vehicle space. 

On the side, here on Linkydoink I love talking about Airbnb investing. I love helping others on their investing journey. 

Send me a DM if you ever have any questions I can help answer.

Nick Korwin🥤

Danielle Aime 

Intuitive Life Coach + Spiritual Teacher

Authenticity Coaching for High Achievers: From Doubt to Destiny. Intuitive Guide & Mentor

You’re not here by accident.

You can feel it...that inner nudge that life is meant to feel more aligned, more abundant, more you.
But no matter how many routines, rituals, or journaling prompts you try… something still feels stuck.

The truth?
Manifestation isn’t about doing more. It’s about becoming who you actually are underneath all the programming.

That’s where I come in.

I’m Danielle and I help purpose-driven humans unhook from the fake-fix-yourself cycle and shift into the version of themselves that actually attracts what they desire.
This isn’t fluffy affirmation culture or bypassing the messy parts of growth.
It’s identity-first manifestation. Nervous-system-aware. Rooted in energy. Guided by truth.

No vision boards required (unless you actually love them).
No pretending to be “high vibe” when your life feels heavy.
No spiritual ego games. Just grounded transformation that actually works.

Here’s how we can begin together:
→ You don’t need another routine—you need a reset that actually hits your energy system.
→ You don’t need more mindset hacks—you need a deeper shift in who you’re being.
→ You don’t need more doing—you need to become the version of you who naturally receives.

Choose your next step:
🙏🏼 Manifestation Reset – A quick 10-minute energy shift to get you back into your body, your power, and your presence:
https://authenticevolution.net/manifestation-reset/

🎙️ The Identity Shift Sessions – A powerful, soul-grounded 7-part audio series to help you shift from chasing to becoming:
https://authenticevolution.net/the-identity-shift-sessions/

💌 Aligned & Activated Newsletter – Real talk, energy drops, and soul-first insights straight to your inbox (no fluff, no fake light):
https://alignedandactivated.beehiiv.com/subscribe

And if you’re feeling the nudge to go deeper…
✨DM me the word quantum and I’ll send you the info for private 1:1 work—no pressure, no push, just clarity.

You’re not broken. You’re just becoming.
Let’s make it real—one aligned, embodied step at a time.

taplio

The Battle

Nick Korwin🥤

Danielle Aime 🔮

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