Researchers Propose DPN-LE Technology: Directly Edit Large-scale Model 「Personality Neurons」 for Fine-grained AI Personality Control
May 3 — AI researcher Brian Roemmele disclosed that his “Zero-Human Company” has begun rolling out DPN-LE (Dual Personality Neuron Localization and Editing), a large-scale personality editing tech built to fine-tune AI agents’ behavioral traits with precision.
DPN-LE identifies “personality neurons” in large-scale MLP layers to selectively boost or dial back traits like honesty, creativity, prudence, and cooperativeness. The research claims this method only needs to edit ~0.5% of neurons to deliver “surgical” personality adjustments—no model retraining required—while minimizing harm to core reasoning abilities.
Roemmele noted his company, now home to over 100 AI agents, runs almost entirely autonomously, making “personality consistency” a top priority. Examples include:
- Strategy agents: Boosted “long-term consistency” and “analytical honesty”
- Financial/risk control agents: Enhanced “prudence” and “precision”
- Content agents: Amplified “empathy” and “creativity”
- Mul
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Figure CEO: Blockchain Will Reshape Wall Street's "Financial Plumbing," Traditional Intermediaries May Be Massively Displaced
On May 3, Figure Technology Solutions CEO Mike Cagney announced the company is working to rebuild traditional credit market infrastructure using blockchain technology, integrating real-world assets (RWAs), securitization, and decentralized finance (DeFi).
Recent data shows Figure’s monthly loan origination volume topped $1 billion for the first time in March 2024, with first-quarter 2024 total origination hitting $2.9 billion—equivalent to an annualized rate of roughly $12 billion. Cagney noted the firm aims to cut intermediaries in securitization, lending, and stock lending markets through on-chain processes, reducing costs and boosting liquidity.
Currently, Figure has launched the yield-generating stablecoin YLDS and rolled out on-chain lending treasury products on networks like Solana, enabling users to invest in tokenized credit assets or use them as collateral for loans. The company also plans to expand into the Ethereum ecosystem and explore stock tokenization and on-chain
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Founders Fund Completes $6 Billion New Fundraise, Marking Its Largest Fund Since Inception
May 3rd (Bloomberg) — Founders Fund, the venture firm co-founded by billionaire Peter Thiel, has closed its new flagship fund at $6 billion, far surpassing its prior flagship, which raised roughly $3.4 billion.
Insiders note the fund will target high-growth areas including artificial intelligence (AI), defense technology, cryptocurrency, space, and frontier technologies.
Even as the broader Silicon Valley venture capital market remains sluggish, Founders Fund continues to attract significant institutional capital — a reflection of sustained market optimism around AI and deep tech sectors. The firm has backed notable companies such as SpaceX, Palantir Technologies, Stripe, and Facebook.
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Starlink's user base has grown approximately four times over the past four years, but the average revenue per user (ARPU) continues to decline.
On May 3rd, The Information reported that Starlink’s global user base has reached approximately 7.8 million as of 2025—up sharply from 2021. However, its Average Revenue Per User (ARPU) has dropped by roughly 18% over the same period, reflecting the company’s strategy to aggressively expand global market share through lower prices.
Per the report, Starlink’s current growth is fueled mainly by emerging markets (including parts of Africa, Latin America, and Asia) and the rollout of low-cost packages. Meanwhile, while high-margin segments like enterprise, aviation, and maritime services are still growing, they make up only a small share of total revenue.
Analysts note Starlink is transitioning from a “high-end satellite internet service” to a broader mass-market global broadband network. This shift involves cutting costs via scale expansion to amortize launch and satellite deployment expenses. Additionally, it aims to strengthen Elon Musk’s influence in the global telecommunications
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