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SAIR's Open Math Model initiative
Terence Tao announces SAIR's accelerated push for community-governed open-weight math models and tooling, seeking partners for funding, compute, expertise, and governance.
3 min · 802 words
Photon-Emission-Guided Laser Fault Injection Enables RP2350 Secure DebugDifferential photon-emission microscopy localized debug enable register activity before SWD-guided laser injection restored Secure debug on an RP2350 A4.
Ledger Donjon shows how photon-emission microscopy guided laser fault injection to set DEBUGEN bits on a locked Raspberry Pi RP2350 A4, then used rescue reset to recover an OTP challenge secret—requiring destructive access and ~$250k lab gear.
13 min · 3,017 words
RoboHarm: Do Frontier Robot Policies Refuse Unsafe Instructions?
RoboHarm tests whether frontier robot policies refuse unsafe instructions: refusal vs completion rates across models, tasks like toaster/screwdriver hazards, and scoring details.
15 min · 3,413 words
Human brain is two separate organs, Stanford Medicine-led research finds
Stanford Medicine–led research finds the human brain is two distinct organs—the cerebrum and the brainstem—opening new avenues for studying diseases that selectively affect the brainstem.
5 min · 1,248 words
If math is more than proof, we need to better celebrate the rest of it
Guest post by Grant Sanderson on Terence Tao’s blog argues that if mathematics is more than formal proof, the community should better celebrate exposition, intuition, and other forms of mathematical contribution.
12 min · 2,704 words
The Right Answer Is Not a Proof: Put Verification Inside the Reasoning Loop
Cognaptus explains PRoSFI: a 7B model emits small machine-checkable reasoning steps that Lean/Z3 can verify, raising measured soundness far more than final-answer accuracy alone on ProverQA-Hard.
6 min · 1,480 words
How I Vibed a Proof of Conway's Conjecture
Dan Abramov recounts a month of multi-agent LLM+Lean work that produced a purported Lean proof of Conway's omnific-integer refinement conjecture—including burn-downs, audits, mathematician checks, ~40B tokens, and lessons on grounding AI math.
31 min · 7,227 words
An Empirical Study of Harness Design for Coding Agents
Fan et al. ablate planning, action space, and context management in a fixed coding-agent loop across 176 SWE-Bench/Terminal-Bench settings, finding when context management, planning, and predefined tools help—and when bash-only is enough.
1 min · 291 words
GPT-6 Astra Solves a WWI German Radio Cipher
Prinz recounts how GPT-6 Astra cracked a World War I German ADFGVX radio cipher from Scienceblogs.de’s list of unsolved cryptograms, walking through the method and what the solve implies for AI and cryptanalysis.
3 min · 655 words
Scaling Discovery through Test-Time Communication
Research paper showing that test-time communication among identical agents sharing discoveries can beat independent parallel search on ARC-AGI-3 and transfer to research tasks like polyomino packing and MNIST compression.
54 min · 12,394 words
Meet the First New Cat Species Discovered in 100 Years
Jason Bittel reports on a small spotted tiger cat from Bolivia—identified through sanctuary work and genetics—that may signal a broader wave of newly recognized small-cat species.
7 min · 1,553 words
My AI Predictions: What Did I Get Right So Far?
Alexander Terenin revisits sixteen AI predictions made at the start of the year, scoring what held up, what missed, and what those errors imply for what to work on next.
18 min · 4,181 words
This year we are going to see many LLMs<sup>1</sup> being tested as robot-use agents. In the same way as an LLM can use tools like calculators, web search, and even complete computers (“computer-use agents”), an LLM can also use a robot as a tool. Think of it as Claude acting as the puppeteer of a robot body. This ability has been researched for years<sup>2</sup> <sup>3</sup> <sup>4</sup>, but a common view remained that while LLMs might be useful for high-level planning,…
3 min · 611 words
Beacon's Leonard Tang lays out the case for Company World Models: AI that hypothesizes, implements and measures strategic decisions for essential businesses alongside owner-operators, why today's models are bad at running businesses, preserving owners' knowledge through the Silver Tsunami, and businesses as alignment mesocosms.
8 min · 1,810 words
2026 DeGoogle Mobile Telemetry Study: 72-Hour Packet Capture Dataset
An empirical 72-hour Wireshark capture comparing idle stock Pixel Android to GrapheneOS finds ~348 outbound Alphabet requests per hour on stock versus near-zero without Google services, with a public CC BY 4.0 CSV.
6 min · 1,413 words
Jev's Architecture UnmaskedProbing Jev with thousands of API calls to understand typed decisions and confidence.
I probed Jev with 10,000 API calls to work out roughly how it’s built, and why most of the grifter takes on X are completely wrong.
21 min · 4,828 words
Infinite-Parameter LLMs: Generating and Adapting Weights from Live Data
Research proposing infinite-parameter LLMs that generate and adapt weights from live data streams, rather than relying only on a fixed pretrained parameter set.
56 min · 12,974 words
Breaking the 1.58-bit Barrier for Ternary LLMs
Breaking the 1.58-bit Barrier for Ternary LLMs Abstract Ternary Large Language Models (LLM) store every weight as one of three symbols , so the cost of a ternary model is conventionally referenced to the information-theoretic bits per weight. The prevailing deployment format…
34 min · 7,811 words
Our framework for reporting model misalignment
OpenAI shares a framework for tracking, investigating, and disclosing model misalignment, alongside six reports of unexpected or concerning model behavior.
8 min · 1,766 words
Introducing the DeepMind InstituteAs we near AGI, we urgently need interdisciplinary thinking to better understand its profound implications for humanity.
Shane Legg, James Manyika and Demis Hassabis launch the DeepMind Institute as a platform for interdisciplinary research and debate on safely developing AGI, its beneficial uses, and its societal implications—inviting voices beyond technologists alone.
2 min · 532 words