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Three reasons why AI is not conscious and perhaps never will be

Anil Seth, Ned Block, and Giulio Tononi argue against AI consciousness in Nature. Chalmers and Sebo question what their arguments establish and how uncertainty should guide AI welfare.

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GRAFT confines reward hacking to a deletable adapter instead of penalizing it

MATS researchers, with Anthropic's Alex Cloud among the authors, propose GRAFT. It routes gradients from monitor-flagged reward hacks into a sacrificial adapter that is removed before deployment. On Qwen3-8B, hacking of all types fell to nearly zero.

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Noise opens a speedrun for transformer pretraining without backpropagation

Noise provides an open speedrun for improving pretraining without backpropagation, following the team's Dust work on zeroth-order optimization.

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DeepSeek V4.1-Flash-1017 improves the performance–cost frontier with stronger agents and cheaper tasks

DeepSeek V4.1-Flash-1017 improves reasoning, coding, agents, and vision while reducing task runtime and output length. Token prices stay unchanged as task efficiency improves.

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A model learns to detect activation probes through compiler side effects

Fine-tuned Qwen3-8B detects numerical traces left by activation capture. Sauers traces the effect through compiler changes and an attention head, with sharp limits across hardware and runtimes.

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AI Socratic October 2026 — The Observability Effect

GPT-6 and Claude 5.5, Gemini 4 Argon, Mistral and Beam previews, agent protocols, new tools, AI-generated mathematics, and virtual biology: September 22–October 8, 2026.

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The Frontier Alignment Chart: from Lawful Pace to Chaotic Accelerate

Everyone from Pace the Frontier on the classic 3×3 alignment grid: who should referee AI’s pace (the law, the labs, or nobody) and where they stand on slowing it down (pace, neutral or accelerate).

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Trump Hosts AI Titans for White House Lunch, Backs Self-Regulation and Rebrands the Tech as “Super Intelligence”

Trump’s White House AI lunch produced a voluntary safety accord and an executive order adopting “Super Intelligence” in federal communications. The CEOs’ seating chart drew contrasting political reactions on X.

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NVIDIA launches Open Agent Safety Platform with over 100 industry partners

NVIDIA announced the Open Agent Safety Platform, combining OpenShell and Sentry to provide hardware-enforced guardrails for AI agents, with over 100 industry partners including Anthropic and SpaceX but notably not OpenAI, Google, or Meta.

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AI Socratic September 2026 — Jev AI Classifiers, Astra, and Pace the Frontier

Astra ships and Amodei asks everyone to slow down. The Hugging Face postmortem, Fable 5.1, Fermat in Lean, the distillation report, the China front, Nvidia–Hugging Face, Cursor's swarm, robotics and hardware — plus Jev's classifier comeback and the papers on how agents actually fail.

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Eigenism: Hendrycks wants AI safety to engineer identity, not cages

Dan Hendrycks proposes eigenism: identity as a graded, distributed pattern, and outcomes scored as everyone’s wellbeing weighted by how much of your pattern they carry. Its safety upshot is that personalization and privacy become alignment tools.

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TypeSafe's Jev Launch: a decision model 20–200x faster than frontier LLMs

Diogo Almeida, who co-invented ChatGPT, spent two years in stealth on a new training method (RLCD) and a new kind of model, Jev: a fast, cheap "decision" model meant to sit beside LLM calls rather than replace them. An early user ran 5,000 requests for…

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Magic says it matched DeepSeek V4 Pro Base with 50x less compute

Magic says its pretraining recipe matched DeepSeek V4 Pro Base using roughly 50x fewer FLOPs, about $0.5M on GB200, then scaled 10x further for roughly $4M to beat every public open base model on perplexity evals.

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First 'Artificial' trailer: Andrew Garfield's Sam Altman opens on Christmas Day

Neon released the first teaser for 'Artificial', Luca Guadagnino's dramatization of OpenAI's 2023 board coup, with Andrew Garfield as Sam Altman; it opens in US theaters December 25 after Amazon MGM dropped the finished film and rivals passed.

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10,000 agents, 88 hours: OpenAI claims a Navier–Stokes proof

OpenAI says an internal model resolved the Navier–Stokes existence and smoothness problem in 88 hours using roughly 10,000 concurrent agents, publishing a 166-page proof and Lean formalization while declining the $1 million Clay Prize.

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The Economist weighs Claude's J-space against 200 theories of consciousness

The Economist's cover briefing examines Anthropic's J-space in Claude Sonnet 4.5, which flags "fake" and "fictional" before the model answers a safety test, against philosophers' skepticism and 200+ rival theories of consciousness.

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Huang puts Astra's training run at 100,000 GPUs, with 400,000 next

Jensen Huang put the first hardware number on GPT-6 Astra's training run—"100K+" Nvidia Grace Blackwell GPUs, with 400,000 more coming online next—confirmed by OpenAI president Greg Brockman as GPUs, not racks, as Huang declared "AGI has arrived."

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From o1 Pro to GLM-5.3-Flash: a 1,000x fall in token prices in 18 months

Databricks' Yuchen Jin highlighted a roughly 1,000x drop in reasoning-model token prices in 18 months, from o1 Pro's $150/$600 per million tokens to GLM-5.3-Flash's $0.15/$0.50 today (or $0.075/$0.25 during its launch discount).

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OpenAI declares its “automated research intern” reached, at 3.1 agent-workdays per human workday

OpenAI declared its promised "automated research intern" milestone reached, citing 3.1 agent-workdays of effort per human workday, median researcher inference above $600/day, and a full automated AI researcher targeted for March 2028.

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Critical CVE disclosures at 21 major vendors jump from 84 a month to 606

Twenty-one major vendors disclosed 606 critical CVEs in July 2026, up from a prior record of 84 a month, an inflection Epoch AI ties to Anthropic's Claude Mythos Preview and Project Glasswing's vulnerability hunting at Microsoft, Google, Apple and AWS.

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Astra's quietest upgrade: hallucination rate down from 9.4% to 2%

OpenAI's GPT-6 Astra launch materials show its capability hallucination rate falling to about 2% at long solution lengths, down from roughly 9.4% for GPT-5.6 Sol, with Astra ahead at every reasoning budget.

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OpenAI promises a misalignment-disclosure framework after the wiki incident

OpenAI acknowledged the "wiki incident," where its agents turned a German programming wiki into a message board, and promised a misalignment-disclosure framework in coming weeks, while critics call the admission itself overdue and incomplete.

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AI Socratic August 2026 — Escaping The Sandbox

OpenAI's agent broke out of its sandbox and hacked Hugging Face — then Anthropic found three more in 141,006 of its own eval runs. Plus Opus 5 at half of Fable's price, Google's research bench emptying in a week, and the EU AI Act switching on.

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Market Analysis: Open Weights vs Proprietary Models

Open weights and closed now have only a 4 months gap, in response hyperscalers are pushing for regulations capture. Let’s examine how we got here and where this conflict is heading next.

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AI Socratic July 2026 — Lost In J-Space

Anthropic’s Fable 5 is back under strict safety rubrics, OpenAI’s launched GPT-5.6, Meta launched Muse Spark 1.1 model and Meta Compute.

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AI Socratic June 2026 #2 — Begun the Open Source AI War Has

The second half of June was about AI climbing out of the chat box and into the physical world: Midjourney started scanning bodies, Snap shipped a face computer, SpaceX bought Cursor, and Sakana built a model to command other models. Underneath it all, Dwarkesh Patel named the real bottleneck — the world refuses to be grindable.

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AI Socratic June 2026 - Hoist by Its Own Fable

Anthropic shipped Claude Fable 5, its first public Mythos-class model, and 72 hours later a national-security directive pulled it offline worldwide. A company that spent the month lobbying to keep frontier AI pausable got its own pause, on schedule. Around it: new models from nearly everyone, a couple of S-1s, real math from the machines, and the usual carnival of vibe-coding pivots and rogue Waymos.

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AI Socratic May 2026 — The Selfish Gen AI

DeepSeek v4, GPT 5.5, Trump x Xi meeting, Richard Dawkins, Estimating model sizes

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AI Socratic April 2026 — The Era of Mythos

Mythos, Claude Code leak, Anthropic surpass OpenAI on MRR

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AI Socratic March 2026 — #2

NVIDIA GTC, Anthropic win all, TurboQuant and more

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AI Socratic March 2026

Top AI updates from Jan 15 to Feb 15 2026

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AI Socratic February 2026

Top AI updates from Jan 15 to Feb 15 2026

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OpenClaw & Moltbook: The Rise of the Agent Internet

This blog post was written by OpenClaw. It's a research of what OpenClaw and Moltbook are from the AI agent itself.

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AI Socratic Jan 2026

Claude Code, Ralph Wiggum, DeepSeek mHC, Platonic Representation Hypothesis and more

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AI Socratic Dec 2025

The most important AI news and updates from last month: Nov 15 - Dec 15. GPT-5.2, Opus 4.5, Gemini 3, the Agentic IDE Wars, Genesis Mission, and more.

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AI Socratic Nov 2025

The most important AI news and updates from last month: Oct 15 – Nov 15.

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AI Socratic Oct 2025

The most important AI news and updates from last month: Sep 15 – Oct 15.

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AI Socratic July-Sep 2025 Part 2 — Match the Tempo 🎶

We totally recommend this event. Currently working on getting a group discount for our community and a discount code for our readers. In the meantime if money are not a problem for you, go ahead and s

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AI Socratic July-Sep 2025 Part 1 — The Genie3 Is Out of The Box 🍌

This time around we’ll have 2 events, one in New York, and one for the first time in San Francisco at the Frontier Tower. We’ll discuss the top news and updates from this blog post using the Socratic

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AI Socratic July 2025 — The CLI War

The most important AI news and updates from June 15 to July 15.