Clarity
Rotate articles to amplify signal, minimise noise.
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Pluralis: The Last Revolutionary AI Protocol.
~1 min readPluralis is building a decentralized AI training protocol — running live on consumer GPUs with weights no single party can extract — as a structural alternative to a corporate AI oligopoly that would otherwise lock in permanent control over intelligence.
XDeepSeek's 10 trillion USD grand strategy
~1 min readDeepSeek is engineering its models around extreme KV cache compression and hardware-portable kernels so Chinese chipmakers can route around HBM and CUDA, with the payoff being a $10T domestic AI hardware ecosystem and a $1T valuation for DeepSeek itself.
XSundar Pichai on AI, the future of search, and what’s happening to the web
~1 min readSundar Pichai concedes that ChatGPT forced Google into an aggressive reorganization while publishers like Condé Nast now plan as if Google search referrals will go to zero, against a backdrop where the pace of AI progress — not the AGI label — is what actually matters and where public anxiety is a rational response to real disruption.
The VergeProject Glasswing: what Mythos showed us
~2 min readMythos Preview can now chain primitives like use-after-frees, arbitrary read/writes, and ROP into working exploits at senior-researcher level and prove them by running code, which shifts the defensive priority from patching speed to architecture that makes bugs unreachable.
The Cloudflare BlogHow AI Affects Your Brain According to the Studies: A (Very Big) Compilation
~2 min readAcross 30+ studies, AI chatbots reliably improve immediate output quality while degrading the underlying cognition, knowledge retention, and independent judgment of the people using them — but design choices that force active rather than passive use can prevent or reverse the harm.
The Algorithmic BridgeImport AI 455: AI systems are about to start building themselves.
~1 min readFully autonomous AI R&D — models end-to-end training their own successors — has a better-than-60% chance of arriving before the end of 2028, with a first proof-of-concept on non-frontier models likely within a year or two.
Import AISolve Everything
~1 min readArtificial superintelligence turns cognition into a commodity and theoretically solves most domains, but capturing that abundance requires aiming it through mission-driven Moonshots and breaking the institutional 'Muddle' that now blocks the final stage of a four-step revolution.
solveeverything.orgAI as Normal Technology
~1 min readTreat AI as a normal general-purpose technology like electricity or the internet — a frame that reorients work toward keeping humans in control, preventing dangerous concentrations of power, and confronting systemic harms rather than chasing superintelligence scenarios.
AI as Normal Technology