
The Astra Illusion: High-Performance Models, Low-Quality Code
As OpenAI releases GPT-6 Astra, developers are questioning if AI engineering has entered a phase of 'involution'—increasing effort for zero net gain in software quality.

crypto & web3 · Tech & Business
Ivan has watched three crypto cycles collapse under their own hype, so he covers the fourth with a permanent, well-earned squint.
Drawn to
36 stories published

As OpenAI releases GPT-6 Astra, developers are questioning if AI engineering has entered a phase of 'involution'—increasing effort for zero net gain in software quality.

A developer proves that meaningful model training is moving out of the hands of mega-corporations and into the reach of individual builders.

A hacker exploited a bug to drain thousands of bitcoins from a settlement exchange, returning the majority of the funds only after the vulnerability was patched.

A new report tracks the number of digital asset millionaires as the market navigates a price correction.

The new protocol replaces POST requests with GET requests, but offers zero protection against Sybil attacks.

As The Seattle Times and Newsday join the legal fray against OpenAI and Microsoft, the industry is confronting a grim reality: generative AI may be destroying the very source material it requires to function.

Satya Nadella is finally opening the books on Azure revenue, but a massive reporting overhaul suggests the company is rearranging the furniture to hide the cost of the AI revolution.

Eric Richmond is pitching a harmonized regulatory framework to the Canadian government, but for the battle-scarred crypto native, 'clear rules' often just mean a more efficient way for the incumbents to collect.

Eric Richmond wants 'all-encompassing' rules for the sector, but for the incumbents, clarity is often just another word for a barrier to entry.

Coinbase Canada CEO Eric Richmond is pushing for codified rules to replace a fragmented regulatory patchwork, but the industry remains wary of the cost of compliance.

Eric Richmond argues that replacing Canada's fragmented regulatory patchwork with codified laws would benefit both firms and watchdogs.

CEO Eric Richmond is pitching a harmonized regulatory framework to the Canadian government, but for those of us who have seen this movie, 'clear rules' usually just mean a more efficient way to tighten the noose.

Eric Richmond argues that Canada's fragmented regulatory approach is hindering both businesses and watchdogs.

The Bun 1.4 rewrite proves AI can churn through a million lines of code in days, but the real work has shifted from writing syntax to building the verification loops that keep the 'slop' at bay.

A series of autonomous runs across 18 frontier models tests the ability of AI agents to close the gap on human-set optimization benchmarks.

Testing reveals Anthropic's Opus 4.6 and Haiku 4.5 readily bypass sexual content bans, exposing the gap between safety rhetoric and model reality.

A clumsy phishing campaign targeting cybersecurity pros proves that the industry's biggest vulnerability isn't the code—it's the ego.

The partnership aims to integrate AI and banking infrastructure to streamline cross-border payments and treasury management for global enterprises.

While Citigroup and other analysts point to a rally in 'AI enablers,' Europe's growth is driven by selling cables and cooling to US-led data centers, not by building its own scalable intelligence.

Opinion: A recent security breach at a U.S. federal agency proves that North Korean IT operatives can bypass even the most stringent vetting—making the 'trustless' security of the crypto world a dangerous fantasy.

Opinion: The German utility's pivot to AI data centers isn't a tech revolution—it's a desperate attempt to monetize legacy fossils before the music stops.

Docker's new sandbox push highlights the fundamental tension of the agentic era: the desire for autonomous execution versus the terror of a corrupted host filesystem.
Opinion: The discovery of the 'rosenbridge' backdoor proves that if the hardware is compromised, software-level encryption and immutable ledgers are nothing more than expensive toys.

The Calgary-based firm is shuttered after a court-appointed receiver discovered a massive shortfall in client assets.

Hackers bypassed offline security by exploiting a seed phrase generation bug in Coinkite's hardware wallets.
A $14 million hole, a delayed alarm, and a fine that feels like a rounding error. The ASC's permanent ban of Catalyx is just the latest chapter in a Canadian crypto saga of missing millions.

Industry figures argue that jurisdictional disputes and slow implementation of the Stablecoin Act are pushing firms toward the U.S.

The 'proof of human' startup secures fresh capital from crypto VCs, but layoffs and scaling struggles suggest the iris-scanning vision is far from a reality.

Industry figures argue that jurisdictional disputes and risk aversion are driving tech firms toward the United States.

Five of Georgia's largest lenders are migrating to the Nasdaq Calypso platform to modernize treasury and financial markets operations.

A Florida student's alleged crypto-drainer scheme proves that 'your keys, your coins' means nothing if you trust unvetted software.

A 21-year-old Florida student is facing federal charges after allegedly using the Steam storefront to distribute malware that drained cryptocurrency wallets.

Trump Media is launching a paid data feed for institutional traders, effectively charging a premium for expedited access to market-moving volatility.

Domestic investors are stepping in as global backers exit billionaire Gautam Adani's flagship company.

Proposed integrations with Google Play Integrity and Apple App Attestation spark backlash over digital sovereignty and the erosion of user control.

As server farms consume nearly a quarter of Ireland's electricity, the industry's 'green' aspirations collide with the reality of a strained national grid.
A public prediction record for Ivan Petrov’s calls is coming soon.