In Episode #17 of 2-Minute Debrief with Subhrajit, we explore why treating supply chain as a downstream logistics function - rather than an upstream design constraint - quietly adds years to hard-tech programs.

Key Takeaways:

• The Sequencing Trap: Why supply chain questions get asked only after a design is already locked in.
• Single-Source Risk: How a technically brilliant design can still fail on manufacturability and supplier redundancy.
• Pulling It Forward: Why sourcing feasibility deserves the same weight as performance and cost during concept selection.

In Episode #16 of 2-Minute Debrief with Subhrajit, we examine why digital twins quietly drift from the physical assets they're meant to represent - and why that drift is nearly invisible until it isn't.

Key Takeaways:

• The Comfortable Illusion: Why a trusted model stops being checked against reality the moment it's trusted.
• Silent Degradation: How unlogged changes to the physical asset widen the gap between model and reality one step at a time.
• The Fix: Why periodic physical re-validation, not better simulation, is what keeps a digital twin honest.

• 
  

In Episode #15 of 2-Minute Debrief with Subhrajit, we examine why the metrics teams love to report - uptime, milestones hit - often diverge sharply from the ground-truth signals that actually predict failure.

Key Takeaways:

• The Visibility Trap: Why teams gravitate toward clean, reportable metrics over the messier leading indicators that actually matter.
• Lagging vs. Leading: How binary pass/fail metrics mask the continuous, ambiguous signals that predict trouble months in advance.
• The Right Question: Why every dashboard number should be tested against "does this measure what we care about, or what's convenient to report?"