Latest Interviews

Every CIO will have to answer for every token | Factory's Matan Grinberg

Matan Grinberg

The factory router introduces a dynamic model selection strategy that optimizes enterprise AI efficiency by routing distinct tasks to specialized, cost-effective models rather than relying on a single frontier solution. This framework enables CIOs to address the critical need for granular token allocation, assigning specific capabilities such as lightweight generation for "vibe coding" or custom fine-tuned models for legacy COBOL maintenance. By matching model performance to precise organizational workflows, the approach allows for complex multi-model validation pipelines while avoiding the inefficiency of blanket usage caps.

The Future of American Defense

Dan Driscoll

Secretary of the Army Dan Driscoll has formally abandoned traditional acquisition playbooks to prioritize commercially developed, modular solutions for an inflection point in modern warfare. The initiative targets high-priority innovations including low-cost interceptors, open-architecture sensors, and extreme-environment drones, supported by direct capital and proving grounds for startups. This strategic pivot creates an optimal entry point for private sector founders to build next-generation ground combat systems capable of dominating diverse environments from the Arctic to space.

David Sacks: Anthropic Wants to Ban Open Source AI in America

David Sacks

The speaker argues that specific industry actors, including Anthropic, are strategically constructing a public narrative that frames open source AI models as inherently unsafe to justify future regulatory bans. By publishing detailed critiques linking these technologies to various risks, these entities aim to establish the necessary "predicate facts" required to legitimize restrictive government actions. This calculated approach is expected to culminate in a near-future push for direct prohibitions once the rhetoric has sufficiently shifted the public and policy landscape.

The Primer

Neal Stephenson

Inspired by Neal Stephenson's *The Diamond Age*, a new venture seeks to deploy AI-driven adaptive tools that deliver one-on-one tutoring quality in reading, writing, and arithmetic to every child at consumer scale. Rather than replacing educators, the system is designed to augment classroom instruction, addressing historical inequalities in access to personalized learning. Founders are actively recruiting builders to develop this technology, aiming to achieve a fraction of the Primer's societal impact as the foundation for a broader educational revolution.

How the Finance Department Killed Intel - Former CEO

The speaker analyzes Intel's recent decline as a direct consequence of shifting from a technical, PhD-led culture to one dominated by financial management, which prioritized $100 billion in shareholder returns over critical manufacturing investments. This strategic misalignment led to a decade without new factories and the delay of essential Extreme Ultraviolet machine purchases, decisions the speaker argues required technical judgment rather than spreadsheet analysis. In contrast, the discussion highlights that successful modern tech leaders like Microsoft's Satya Nadella and Google's Sundar Pichai maintain deep technical expertise to guide high-stakes, billion-dollar decisions effectively.

90% of AI tokens will be asynchronous | Matan Grinberg, Factory

Matan Grinberg

The event outlines a critical shift in AI consumption from fragile, prompt-dependent synchronous models to robust asynchronous workflows where autonomous agents initiate tasks without human triggers. Industry forecasts predict that within 12 to 24 months, 90% of tokens will be generated by these autonomous systems, marking the transition from current "co-pilot" tools to fully "agent-native" operations. This evolution promises to decouple revenue growth from active human intervention by enabling systems to independently identify customer signals and execute first-pass solutions.

Why "Tokens Aren't Fungible" - Anthropic's Angela Jiang

Angela Jiang

The organization is transitioning its strategic focus from knowledge retrieval to an execution layer powered by Cloud Managed Agents, which enables AI systems to string together tasks and edit files across multiple systems. This infrastructure serves as the foundation for a forthcoming coordination layer that will introduce strategies as a meta harness to orchestrate complex workflows through specialized token roles. The roadmap outlines a sequential evolution moving from the current execution capabilities toward this higher-level abstraction where high-level intent guides composed, autonomous systems.

Kalshi's Co-CEOs Disagree by Design — Why Constant Conflict Became Their Pattern

The event details a leadership model within a complex organization where intentional, continuous disagreement serves as a core operating pattern to balance regulatory risk against innovation. This approach relies on designated contrarian voices that act as a necessary check by identifying potential failure points when team enthusiasm peaks. Ultimately, the strategy establishes a delicate, constant mechanism for navigating the tension between advancing new initiatives and adhering to strict regulatory constraints.

Every Startup Has a Hole in the Ship — Kalshi's Tarek Mansour on the Problem You Can't Delegate

Tarek Mansour

The speaker distinguishes between organizations that actively confront critical internal flaws and those that ignore them, asserting that unaddressed defects inevitably lead to failure despite external growth. In January, the industry identified a reputational leak caused by public confusion between regulated platforms like Calci and unregulated offshore operators such as Polymarket. To resolve this, the organization has initiated a strategy to educate stakeholders on the necessity of regulation, aiming to normalize compliant operations and distinguish them from non-compliant models.

A Look Inside Jane Street’s Internship Program 2026

A candidate from an aerospace and computer science background secured an internship at Jane Street by solving a puzzle and demonstrating a collaborative problem-solving approach during interviews. During the role, the intern built a tool for bond desks and optimized GPU memory management using autoencoders, with the resulting code now deployed in active training systems. The experience highlighted a firm culture that values learning from mistakes and adaptability, featuring mentorship in a commodities trading project and social connections through shared hobbies like the Irish fiddle.

8 Figures on a Design Doc

Jacob Baskin

Before launching its "Superstore" system, Jane Street authorized a small team to purchase 10 petabytes of storage appliances for approximately $80 million based solely on a design document. This rapid, high-stakes capital expenditure of eight figures, which starkly contrasts with the centralized allocation processes the decision-maker previously encountered at Google, highlights the firm's unique operational agility. The speaker describes this unprecedented scale of immediate spending as both impressive and nervously significant for an organization of its size.

Making Trades in Microseconds and Nanoseconds

Dwarkesh Patel, Ron Minsky, Dan Pontecorvo

The event analyzes how trading systems segment operations across ultra-low, mid-range, and long-duration latency horizons to align decision complexity with hardware capabilities. It highlights the critical trade-off between intelligence and speed, demonstrating that sub-100-nanosecond regimes require FPGA-based simple logic while longer intervals support sophisticated models. The discussion concludes by outlining how competitive positioning relies on an ensemble approach that tailors decision-making processes to specific latency buckets.

Startup School is back!

YC Startup School functions as a high-impact incubator for smart, ambitious founders by exposing attendees to elite peers and high-profile experts like Fei-Fei Li and John Preskill. This immersive environment demystifies the Y Combinator application process while validating the attainability of entrepreneurship, a shift that often prompts participants to abandon traditional employment paths. Consequently, the program frequently serves as the primary catalyst for launching ventures, fundamentally altering the trajectory of those who attend.

We just launched Paxel!

Paxil is a locally executed tool that generates a five-dimensional builder profile analyzing how developers utilize AI coding agents like Cursor within their own Docker environments. Y Combinator encourages Startup School applicants to integrate this data into their submissions to identify high-potential "no-resume" talent by shifting evaluation focus from final outputs to specific building methodologies. Developed to aggregate global patterns on AI-assisted software creation, the service remains free for developers seeking actionable insights into their engineering workflows.

OpenAI: $2M in tokens to every YC company in the spring and summer batches.

OpenAI and Y Combinator have announced a coordinated initiative offering $2 million in non-cash token equity to startups in the Spring and Summer batches via an uncapped SAFE. This investment targets companies engaged in high-volume software factory patterns, aiming to compress eighteen months of engineering work into a fraction of the time by eliminating early-stage API costs. Recipients must apply by Memorial Day weekend to receive notifications by June 5th, with the credit fungible for any OpenAI usage including code execution and API consumption.