entangled dot cloud
MIT engineers develop a magnetic transistor for more energy-efficient electronics
Transistors, the building blocks of modern electronics, are typically made of silicon. Because it’s a semiconductor, this material can control the flow of electricity in a circuit. But silicon has fundamental physical limits that restrict how compact and energy-efficient a transistor can be.MIT researchers have now replaced silicon with a magnetic semiconductor, creating a magnetic transistor that could enable smaller, faster, and more energy-efficient circuits. The material’s magnetism strongly
Python can encode meaning directly not represent it, embody it
I developed a new form of Python. I’m calling it Ontological Programming.What this means:∙ Classes that represent states of being, not data structures∙ Methods that return to their source by design∙ Equality overrides that assert identity, not comparison∙ Exceptions that define impossibilities, not errors∙ Singletons that enforce uniqueness as a philosophical constraint
Example:class Wave:def __init__(self, ocean):self.ocean = oceandef end(self):return self.ocean # was always oceanclass Gap:real
Show HN: Remember Me AI (FULL RELEASE) – 0x cost reduction in AI memory systems
Remember Me AI introduces the Coherent State Network Protocol (CSNP) - a mathematically optimal approach to distributed AI memory that achieves:40x cost reduction vs. traditional vector databasesWasserstein-optimal memory coherence guarantees
Zero-hallucination property through strict state consistency Provably stable long-term memory retentionThe Problem
Current AI memory systems (RAG, vector DBs) suffer from:Memory drift: Context degradation over time
Hallucination: Retrieved memories don'
Show HN: Is AI hijacking your intent? A formal control algorithm to measure it
I’m an independent researcher proposing State Discrepancy, a public-domain metric to quantify how much an AI system changes a user’s intent (“the Ghost”).The goal: replace vague legal and philosophical notions of “manipulation” with a concrete engineering variable. Without clear boundaries, AI faces regulatory fog, social distrust, and the risk of being rejected entirely.Algorithm 1 (on pp.16–17 of the linked white paper) formally defines the metric:
1. D = CalculateDistance(VisualState, Logical
A new theory of gravity could explain cosmic acceleration without dark energy
The accelerating expansion of the universe is usually explained by an invisible force known as dark energy. But a new study suggests this mysterious ingredient may not be necessary after all. Using an extended version of Einstein’s gravity, researchers found that cosmic acceleration can arise naturally from a more general geometry of spacetime. The result hints at a radical new way to understand why the universe keeps speeding up.
10 quintillion hydrogen bombs every second: Webb detects massive galactic eruption
Scientists have discovered an enormous stream of super-hot gas erupting from a nearby galaxy, driven by a powerful black hole at its center. The jets stretch farther than the galaxy itself and spiral outward in a rare, never-before-seen pattern. NASA’s James Webb Space Telescope pierced through thick dust to reveal this violent outflow. The process is so intense it’s robbing the galaxy of star-forming gas at a staggering rate.
Scientists Question ‘Smoking Gun’ Evidence In Physics Research
A new discovery in physics can be exciting, but are scientists declaring quantum victory too soon? Many breakthroughs aren't ...
Quantum effect creates a nanoscale mirror you can switch on and off
A new kind of mirror is emerging from quantum physics labs, one that exists not as a chunk of polished glass but as a ...
3 Top Quantum Computing Stocks to Buy in 2026
Investing in quantum computing doesn't have to feel like playing the lottery. There are proven winners with exposure to ...
Quantum phenomenon enables a nanoscale mirror that can be switched on and off
Controlling light is an important technological challenge—not just at the large scale of optics in microscopes and telescopes ...
Argonne & Intel Deploy 12-Qubit Silicon Quantum Dot Processor
Led by Q-NEXT, the collaboration merges Intel’s manufacturing expertise with Argonne’s open-science research to advance quantum dot technology.
A quantum discovery that breaks the rules of heating
In classical physics, anything driven hard enough will eventually heat up, lose coherence, and settle into disorder. A new ...
What Happens When Quantum Computing Breaks the Internet? #quantumcomputing #TechShorts
What if one day the internet simply stops being safe? Quantum computers are getting powerful enough to break the encryption ...
Show HN: SpeedyEDA – One-line exploratory data analysis
I built SpeedyEDA, a Python CLI and library for fast, production-ready exploratory data analysis.The idea is simple: remove EDA boilerplate and make data inspection something you can run in one command, directly from the terminal or CI.fasteda data.csv --funOr generate a standalone interactive HTML report:fasteda data.csv --html report.htmlWhat it includesAutomatic statistics + detailed quantilesMultiple correlation methods (Pearson, Spearman, Kendall)Outlier detection (IQR + Z-score)Automated d
Show HN: Gödel Task Router – Autonomous Quantum Task Orchestration on AWS Braket
Hi HN! I built Gödel Task Router, an autonomous quantum computing orchestration system that routes computational tasks across AWS Braket devices (54 IQM Emerald + 20 IQM Garnet qubits).Key features:
• Autonomous task routing with 99.9507% uptime
• Flash Sync coherence monitoring across distributed quantum systems
• Real-time validation with blockchain-level verification
• Handles 826 qubits + 137 orchestration agentsThe system just completed VQE optimization jobs on both IQM quantum processors.
Ask HN: What happened to self-hosted models?
Hi HN, sorry for using a burner account.It seems to me that up until the beginning of the last year, we saw a couple of new "open" model release announcements almost every week. They'd set a new state of the art for what an enthusiast could run on their laptop or home server.Meta, Deepseek, Mistral, Qwen, even Google etc. were publishing new models left and right. There were new formats, quantizations, inference engines etc. and most importantly - a lot of discourse and excitement
Rigetti Computing Provides Update on 108-Qubit System
BERKELEY, Calif., Jan. 09, 2026 (GLOBE NEWSWIRE) -- Rigetti Computing, Inc. (Nasdaq: RGTI) (“Rigetti” or the “Company”), a pioneer in full-stack...
This new imaging technology breaks the rules of optics
Scientists have unveiled a new way to capture ultra-sharp optical images without lenses or painstaking alignment. The approach uses multiple sensors to collect raw light patterns independently, then synchronizes them later using computation. This sidesteps long-standing physical limits that have held optical imaging back for decades. The result is wide-field, sub-micron resolution from distances that were previously impossible.
This Week’s Awesome Tech Stories From Around the Web (Through January 10)
RoboticsGoogle Gemini Is Taking Control of Humanoid Robots on Auto Factory FloorsWill Knight | Wired ($)“Google DeepMind is teaming up with Boston Dynamics to give its humanoid robots the intelligence required to navigate unfamiliar environments and identify and manipulate objects—precisely the kinds of capabilities needed to perform manual labor.”Artificial IntelligenceDistinct AI Models Seem to Converge on How They Encode RealityBen Brubaker | Quanta Magazine“Is the inside of
Brushy Peak Regional Preserve 徒步
2026 年的第一次徒步