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📖 Read In Depth
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Epoch confirms GPT5.4 Pro solved a frontier math open problem
GPT-5.4 Pro reportedly solved a frontier math open problem in combinatorics (Ramsey hypergraphs), verified by Epoch AI. This is a meaningful capability benchmark — FrontierMath problems are specifically designed to resist AI, so a confirmed solve is significant signal about where reasoning models actually stand, not just benchmark-gaming.
hn/Best Stories
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How I'm Productive with Claude Code
A practitioner's detailed writeup on actually using Claude Code productively in a real engineering workflow — not a promo piece, but a craft-level reflection. Relevant for an ML engineer who builds things from scratch and thinks carefully about tools and their limits.
hn/Best Stories
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Autoresearch with Claude on a real codebase (not ML training): 60 experiments, 93% failure rate, and why that's the point
Someone ran 60 automated research experiments with Claude on a real non-ML codebase and got a 93% failure rate — and argues that's actually the point. This is a grounded, honest look at where agentic AI research loops break down, which is more useful than success-story posts.
reddit/r/singularity
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An incoherent Rust
A technical critique arguing that Rust has accumulated incoherent design decisions over time. For someone who builds systems from scratch to understand them deeply, this kind of first-principles language design analysis is worth engaging with directly.
hn/Best Stories
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College Graduates Are Facing the Grimmest Job Market in Years
The entry-level job market is described as the worst in years — a low-hire, low-fire equilibrium where AI is cited as a factor but structural labor market dynamics may matter more. Relevant for thinking about how technology actually reshapes employment versus how it gets blamed for pre-existing trends.
nyt/Business
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How Bad Could the Iran Oil Crisis Get?
Energy policy expert Jason Bordoff on the long-term structural implications of the Iran war for global energy security — not just oil prices but how countries will rethink energy independence, supply chains, and geopolitical exposure. More substantive than the daily Iran market volatility coverage.
nyt/Top Stories
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POSSE – Publish on your Own Site, Syndicate Elsewhere
POSSE (Publish on your Own Site, Syndicate Elsewhere) is getting renewed attention as a publishing philosophy — own your canonical content, syndicate to platforms rather than being owned by them. A quietly relevant idea for anyone thinking about platform dependency and content moats.
hn/Best Stories
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MDMA Therapy in Australia Shows Results for PTSD Patients, but the Cost Is Limiting Access
Australia's real-world MDMA-assisted therapy program for PTSD is showing positive clinical outcomes but is limited by cost — a useful case study in the gap between efficacy and access for emerging treatments. Interesting at the intersection of biology, policy, and healthcare systems.
nyt/Top Stories
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US and TotalEnergies reach 'nearly $1B' deal to end offshore wind projects
The US paid TotalEnergies nearly $1B to relinquish offshore wind leases — contingent on investing in fossil fuel projects. A notable use of taxpayer funds to actively unwind clean energy infrastructure, with real implications for energy transition economics and policy.
hn/Best Stories
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FCC updates covered list to include foreign-made consumer routers
The FCC added foreign-made consumer routers to its national security 'covered list,' citing vulnerabilities exploited by state-sponsored attackers. Practically relevant for anyone running home or office network infrastructure, and signals broader hardware supply chain geopolitics.
hn/Best Stories
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NASA Adds Moon Base and Nuclear-Powered Mars Spacecraft to Road Map
NASA published a more concrete roadmap including a lunar base and a nuclear-powered Mars spacecraft, with actual timelines. Worth knowing as context for where space infrastructure investment is heading and how it intersects with the broader compute/energy/hardware buildout.
nyt/Top Stories
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The man who originally coined the acronym "AGI" now says that we’ve achieved it exactly as he envisioned.
Mark Gubrud, who coined 'AGI' in the 1990s, claims current systems have achieved it as he originally envisioned. Worth knowing as a data point in the definitional debate — though the claim will hinge entirely on what his original definition actually was.
reddit/r/singularity
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War in Iran Is Disrupting Air Travel, Hitting Middle East Hardest
The Iran war is disrupting aviation globally — jet fuel shortages in Asia, rerouted flight corridors, and Middle Eastern carriers bearing disproportionate pain. Practical context if you're flying internationally, plus a lens on how energy shocks ripple through logistics infrastructure.
nyt/Business
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