Palo Alto, California, United States
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Articles by Paul
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How Reinforcement Learning is Changing the World
How Reinforcement Learning is Changing the World
By Paul Grewal
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What do you do if your portfolio companies are underperforming?
1. Mandate executive coaching to the C-suite and perhaps other managers. 2. Ask for the team to pitch you a new corporate strategy, this will force them to align to what's possible. 3. Determine whether the market for the product/service is still viable for this company. If not, fire sale.
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What do you do if your decision-making as a leader is causing conflicts within your team?
Move from inward, self-seeking behavior to an Outward Mindset that considers the needs of those around you. Get your team together and write down your overall strategic objective. For example, Grow the business, or deliver a product. They write down all the direct and indirect stakeholders and list each of their needs, challenges and objectives in context of the strategic objective. Ask the stakeholders to confirm or adjust their needs, challenges and objective. Why this works? You have been using people as vehicles to use, objects to blame, etc. This exercise makes them people with needs in your mind. More info: search "Outward Mindset" by Arbinger institute.
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We had a great time during #seattletechweek! thank you to all our partners and to Alexandria Real Estate Equities, Inc. for co-hosting during our…
We had a great time during #seattletechweek! thank you to all our partners and to Alexandria Real Estate Equities, Inc. for co-hosting during our…
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Publications
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Duration of CTL activation regulates IL-2 production required for autonomous clonal expansion
European Journal of Immunology
The extent and magnitude of CD8+ T lymphocyte (CTL) clonal expansion in vivo depends on the duration of stimulation provided during primary activation, whereas expansion under conventional in vitro conditions fails to reveal this. The molecular details of this differential programming are unclear. We developed a low-density culture system that recapitulates in vivo conditions and enables analysis of both proliferation and survival/apoptosis during primary expansion. We found that CTL given a…
The extent and magnitude of CD8+ T lymphocyte (CTL) clonal expansion in vivo depends on the duration of stimulation provided during primary activation, whereas expansion under conventional in vitro conditions fails to reveal this. The molecular details of this differential programming are unclear. We developed a low-density culture system that recapitulates in vivo conditions and enables analysis of both proliferation and survival/apoptosis during primary expansion. We found that CTL given a prolonged stimulus produced more IL-2 and for a longer period than briefly activated CTL, and the IL-2 produced during the expansion phase was essential for cell proliferation and accumulation at low densities. CTL given a short stimulation and plated at low density followed the fate of briefly stimulated cells in vivo and underwent an abortive expansion and apoptosis, unless IL-2 was exogenously provided. Inhibition of apoptosis did not replace the requirement for IL-2 to drive clonal expansion. CTL primed for prolonged periods but in the absence of costimulation similarly behaved as though “partially programmed”, undergoing abortive expansion at low densities. These results indicate that the nature and duration of antigenic stimulation regulate the autonomy of CTL expansion via the production of autocrine IL-2.
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