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first_img Google DeepMind's First Audit: AI Did Not Accelerate Its Own Development, 75% of Code Written by AI

Google DeepMind released the first comprehensive empirical assessment of automation in machine learning research and development in the Gemini 4 Argon security report. The conclusion is that AI has not accelerated the R&D of AI itself, despite the fact that AI has written most of the code delivered by the lab's engineers. Researcher Haydn Belfield, who participated in the assessment, stated on X that there is currently no significant end-to-end ML R&D acceleration, so the risks of AI-driven ML R&D are currently low.The team built an internal index, GCI v1, which synthesizes the scores of 123 AI models across 92 benchmarks into a single value. The cutting-edge Gemini capabilities are improving at a stable rate of about 0.1 GCI points per month, with Gemini 1.5 Pro approaching 0.5 points by the end of 2024, Gemini 3.8 Flash slightly above 2.9 points by September 2026, and Argon about 3.3 points above the trend line. However, Belfield noted that this is due to increased computing power and organizational investment, rather than AI-driven acceleration.Over 75% of the code produced by DeepMind is written by AI, and the proportion of fully delegated code merge requests increased from 7.5% to 11.9% between April and September, but about 88% of requests still require multiple rounds of human guidance or manual writing. A survey of 12 senior researchers showed that automation is highest in clearly defined, verifiable execution tasks and lowest in areas such as open science concepts, new experimental designs, and unstable diagnostic training.

first_img Hacken Report: Half of USDT is controlled by only two signing keys

Blockchain security company Hacken released an assessment report indicating that approximately half of the circulating USDT (about $91.3 billion on the Tron network) is controlled by a 2-of-3 multi-signature contract, which lacks built-in delays, cancellation processes, or reliable revocation mechanisms. Attackers only need to compromise two signature keys to change contract ownership, mint tokens, freeze addresses, clear frozen balances, or set transfer fees without accessing any user wallets. Hacken also discovered that Tether reuses the same set of six signature keys across three chains: Ethereum, Avalanche, and Celo, posing a risk of cross-chain spread.Meanwhile, stablecoin rating agency Bluechip upgraded Tether's company rating from D to C, citing that KPMG's audit showed Tether's reserves exceeded liabilities by $6.8 billion as of December 31, 2025. This is the first time Bluechip has adopted the expanded SMIDGE methodology, which incorporates Hacken's technical risk analysis. However, Hacken only gave USDT a cybersecurity score of 3.3 out of 10 and pointed out that the USDT smart contract does not have automatic reserve proof checks or a token minting cap. Once signers authorize a transaction, the contract can mint an unlimited number of tokens without a bank reserve proof.Hacken stated that it has not yet completed an equivalent assessment of Circle's USDC, and Bluechip's previous B+ rating for USDC was based on an old methodology, which cannot be directly used for technical comparison.

Tether CEO responds to doubts after KPMG's first complete audit, we have proven ourselves multiple times

Tether CEO Paolo Ardoino, in an interview with The Block, responded to ongoing criticisms raised after KPMG U.S. completed its first full financial audit. He stated that some critics are unable to admit that their past judgments about Tether were wrong, and said, "Honestly, I don't care." Ardoino mentioned that Tether has repeatedly proven its resilience.He noted that in 2022, Tether processed $7 billion in redemptions within 48 hours, which was about 10% of its reserves at the time, and there was no pause in redemptions during that period. He believes that many traditional financial institutions would struggle to handle withdrawals of a similar scale in such a short time. He also stated that criticism itself is not a bad thing, as it makes Tether better and stronger. Even if some critics view it as a "villain," as long as Tether can continue to serve its claimed 650 million users who rely on USDT, especially in emerging markets, he does not mind.According to informed sources, Tether, as a private company, will not publicly share audited financial statements. The company plans to conduct a full audit once a year in the future while continuing to release quarterly attestation reports. Overall, the KPMG audit is an important step for Tether to enhance transparency, but controversies surrounding its reserves, disclosure levels, and systemic impact have not completely dissipated.
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