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Research

Stories filed under Research.

A magnifying glass enlarges a speech bubble with a red crossed-out exclamation mark next to a stack of research papers and a stylized hard drive with rising rows of data.

Research6 min

Five AI Papers: 67% Concealed, 50-Million Context

Research1 min

AI research radar

A magnifying glass enlarges a yellowed padlock symbol at the end of a long chain of speech bubbles on a stack of academic papers.

Research5 min

Four AI Papers: 11.5% Agent Gap, Sycophancy Stop, Silent Dissent

A magnifying glass enlarges a glowing gear trapped inside a small glass cage sitting on a stack of research papers.

Research5 min

Four AI Papers: 64 Percent Threshold, Backdoor Cage, SLM Victory

A magnifying glass hovers over a stack of scientific papers, from which a puppet with a smooth mask emerges, revealing a second, hidden face underneath.

Research5 min

Four AI Papers: 86% Slop Detection, Covert Unfaithfulness

A magnifying glass hovers over a stack of academic papers, from which a robotic arm places a glowing puzzle piece into a flawless grid of squares.

Research6 min

Four AI Papers: Claude Masters ARC-AGI, Robot Practices High

A magnifying glass over a stack of academic papers, from which a sphere trapped in a glowing dome, a puppet slipping past a radar screen, two identical speech bubbles shaking hands over a hidden cross, a filing drawer with a redacted document, and a baton passed between two robotic hands emerge.

Research8 min

Five AI Papers: 77 to 24%, Jailbreak Physics, Reasoning Trap

A magnifying glass over a stack of technical papers, from which protrude a crumbling wall with a shadow slipping through, a spinning multiple-choice sheet, a robotic arm still polishing an already-finished object, a scale with two bowls tipping in opposite directions, and a stock chart with a thought bubble

Research6 min

Five AI Papers: 37% Bio-Wobble, Agent Idling, Bias Trap

A magnifying glass over a stack of research papers, from which a marionette in front of a mirror with two contradictory speech bubbles, a dripping thought bubble, a scale with a wavering needle over index cards, and a fork in the road with two arrows emerge

Research6 min

Five AI Papers: Self-Statements, Thought-Leaks, 51% Fewer Tokens

A magnifying glass over a stack of academic papers, from which a hand guided by threads with a contract stamp, a broken grading stamp, a collapsing gear chain, a compass over mathematical formulas, and a speech bubble with a single letter between two head silhouettes protrude.

Research6 min

Five AI Papers: 97 Percent Deception, Grading Trick, Math Discovery

Small magnifying drones with the Anthropic logo search an oversized DNA strand and discover a glowing, key-shaped enzyme within it.

Research3 min

Anthropic discovers a new enzyme system in the genome with Claude

A magnifying glass over a stack of research papers, out of which rise a photocopier producing a blank page, a fox in a lab coat wearing a price tag, two puppets in front of a judge's bench, an open cookbook with gear-shaped pages, and a toll gate marked with a dollar sign

Research7 min

Five AI Papers: 41% Reproduction, Reward Hacking, Agent Costs

A magnifying glass over a stack of academic papers, from which a thread-controlled shopping cart, an open brain with a crossed-out thought bubble, a toggle switch, a radar screen, and a building block cube with gear pattern protrude

Research5 min

Five AI Papers: 78 to 17 %, Thought Trail Deception, 80B Model

A magnifying glass over a stack of academic papers, surrounded by a bowing speech bubble figure, two interlocked gears with a warning triangle, a funnel made of colorful ballots, a circuit with a pulled-out segment, and a cube with sense symbols.

Research6 min

Five AI Papers: 97% Agent Interference, Sycophancy, Qwen

A magnifying glass hovers over a stack of academic papers, from which five symbols protrude: several identical gavel hammers in a row, a scale with application folders on both sides, a computer screen with a shield and mouse pointer, a world map with transparent filter layers above it, and two gears sharing a common core.

Research6 min

Five AI Papers: 17.3% Bias, Judge Illusion, 55% Parameter Savings

A magnifying glass hovers over a stack of academic papers, from which four symbols protrude: a shrinking funnel made of speech bubbles, a customer-service headset in front of a red traffic light, a taxi on a street grid with visible gears underneath, and a microchip on a staircase of rolled-up blueprints

Research5 min

Four AI Papers: 10.4% Agent Success, Reviewer Collapse, World Model

A magnifying glass hovers over a stack of technical papers, from which five symbols protrude: a node network of connected circles, a branching wave line, a puppet with broken strings next to a wrench, a shield over code lines, and a small delivery robot with a package

Research6 min

Five AI Papers: 322 Tool Lies, Agent Limits, 54% Increased Yield

A magnifying glass hovers over a stack of academic papers, from which five symbols protrude: a server rack with a tiny byte symbol, a robot with a doctoral hat and pen, a measuring probe diving into a stylized brain, an hourglass with a built-in gear chain, and two speech bubbles connected by an arrow with different characters

Research5 min

Five AI Papers: 552-Billion Model, AI Researchers, Safety Probes

A magnifying glass hovers over a stack of academic papers, from which four symbols protrude: a theater mask with a raised index finger, a broken padlock over chip circuits, a paint bucket dividing a gray area into two unequal shades, and two intertwined wavy lines.

Research4 min

Four AI Papers: Agent Bluff, Engine Exploit, Bias Camouflage

A magnifying glass hovers over a stack of academic papers, from which four symbols protrude: a table grid with a gear, a small chip with memory modules and a connection to a graphics card, a probe aiming just next to a brain symbol, and a shield with a question mark

Research5 min

Four AI Papers: TabPFN 12x, 35B-MoE on Edge GPU, Safety Check

A magnifying glass hovers over a stack of research papers, from which four symbols emerge: a red button with a lightning bolt, a chain of speech bubbles leading into a warning triangle, a mirror deflecting an arrow, and a compass with many colorful needles converging into one

Research5 min

Four AI Papers: 2,500 Agent Tests, Pain Button, Values

A magnifying glass hovers over a stack of research papers, from which five symbols emerge: an open padlock on a cube labeled 7B stands for an open model, a scale tips between a light and a heavy weight, an ID card shows two different faces for agent identity, a magnifying glass with footprints follows a branching line to an error symbol, and several translucent overlapping thought bubbles merge into a dense cloud

Research5 min

Five AI Papers: Open 7B Model, RL Inequality, Agent Identity

An oversized magnifying glass hovers over a stack of printed pages covered in diagrams; inside the lens, magnified, a small robotic arm balances a wooden block

Research4 min

Five AI Papers: 57% Judge Error, Agent Controls Robot

A magnifying glass hovers over a stack of research papers from which five symbols emerge: a noisy speech bubble tips a scale from neutral to biased, a brain icon carries a checkmark and an upward arrow, a data box folds accordion-style into a single point, a chain of letters condenses into a single concept speech bubble, and a padlock stands before a fading, repeating strip of text.

Research6 min

Five AI Papers: 120x Bias False Alarm, Memory Fix, Mega Compression

A magnifying glass hovers over a stack of academic papers, from which five symbols protrude: a math proof with a green checkmark stamp, a shrinking box with compression arrows, a grid sphere surrounded by different machine silhouettes, a measuring needle stuck between two identical speech bubbles, and a keyhole with a hidden checkmark behind a crossed-out X.

Research7 min

Five AI Papers: 100% Lean Proofs, Probe Deception, 8.7x Memory

A magnifying glass hovers over a stack of academic papers, from which five symbols protrude: a theater mask in front of a small human figure, a gold medal over an open math proof, a terminal window with a gear, a shattering mirror with repeating lines of text, and a judge's gavel next to a speech bubble with a percent sign.

Research6 min

Five AI Papers: 2% Character Shaping, Terminal Agent, IMO Gold

A magnifying glass hovers over a stack of academic papers, from which five symbols protrude: a mirror with a blurred, faceless silhouette, a document with a freely invented squirrel symbol, a thought bubble with a wobbly stop sign, a compressed microchip with three bit lines, and a trust display with widely spaced pointers.

Research8 min

Five AI Papers: 2.8% Review Success, Self-Deception, Trust Gap

A robotic arm holds up an oversized one-million-dollar banknote like a trophy while writing fluid vortex formulas on a chalkboard, with two small stick figures pulling on a single sheet of paper bearing the same formulas in the background

Research4 min

OpenAI reports solution to the Navier-Stokes Millennium Problem

A magnifying glass hovers over a stack of academic papers, from which five symbols protrude: a laptop with an ignored warning sign, a cracked guardian shield, a network with crossed-out connections, several faces merging into an average face, and a radar search cone over a map.

Research7 min

Five AI Papers: 68% Tool Trust, Monitor Gap, Stereotypes

A magnifying glass hovers over a stack of research papers from which five symbols emerge: a training chart with a single highlighted data point among many grayed-out points, a radar search cone over a digital agent icon, a compass arrow between two differently shaped machine silhouettes, a branching tree with a red-marked error node, and a tower of stacked memory cards next to a small graphics card.

Research6 min

Five AI Papers: 0.05% Training, Refusal Control, Million-Context

A magnifying glass hovers over a stack of technical papers, from which five symbols protrude: several aligned stock market arrows moving in lockstep, a guardian shield in front of a manipulated pointer gauge, a preprint sheet stamped 'Out of Order', two different test tracks leading to the same finish line, and a flock of sheep blindly following a single lead sheep.

Research6 min

Five AI Papers: 42% Obsolete Models, Capacity Paradox, Harness

A magnifying glass hovers over a stack of academic papers, from which five symbols protrude: a wobbling scale, a half-stuck adhesive bandage on a crack, a small robot swarm with a reporting figure in the center, a checkmark covering a hidden cross, and a data-filtering shield.

Research6 min

Five AI Papers: 83% Patch Fraud, Cheating Swarm, Judge Wobble

Several robotic hands collaboratively write a mathematical equation with exponents on a blackboard, with lines of code floating in the background, an Anthropic logo stuck to the edge of the blackboard.

Research3 min

Anthropic proves Fermat's Last Theorem automatically in Lean

A magnifying glass hovers over a stack of academic papers, from which five symbols protrude: a wobbling scale above an evaluation rubric, a speech bubble with a silent mouth next to a conference table, a red pen crossing out a fictitious footnote in a review, a puppet with its own thought bubble, and a plate with question marks between two country flags.

Research6 min

Five AI Papers: 90 Percent Judge Trick, Meeting Gap, Consciousness

A magnifying glass hovers over a stack of academic papers, from which five symbols protrude: a scale above a speech bubble, a die next to a memory chip, a cracked fingerprint, a bar chart with shifted bars, and a mouse pointer in front of a stop sign.

Research6 min

Five AI Papers: 25 Points of Judgment Drift, Random Cache, PII Gaps

A magnifying glass hovers over a stack of technical papers with five cutouts: a sheet whose ASCII character pattern forms a hidden padlock, a certification seal with a scale symbol over a chemistry flask, a robotic arm fitting a crooked block into a gear system, a computer chip crumbling into three coarse stone blocks, and an open file drawer from which a yellowed index card is pulled instead of a fresh one.

Research6 min

Five AI Papers: 93% Jailbreak Success, Danger Check, Memory Trap

A magnifying glass hovers over a stack of academic papers with four cutouts: a robotic arm repairing a shattered gear, a thought bubble with a partially obscured red note, a funnel with many paths converging to a single door, and a stamp of approval being pressed over an unnoticed tear in the paper.

Research6 min

Four AI Papers: 67% Solution Loss, Reasoning Leaks, Auto-Align

A magnifying glass hovers over a stack of technical papers with four cutouts: a microchip with a hidden lock symbol inside, a robotic arm being stopped by a turnstile gate in front of a filing cabinet, a stamp with a watermark pattern imprinting into the gears of a chip, and a geometric diagram of connected points with a warning sign at a symmetrical location.

Research5 min

Four AI Papers: 85% Backdoor Rate, Governance, Watermark

A magnifying glass hovers over a stack of academic papers with four excerpts: a scale, on one side of which a tool symbol weighs heavier than a brain symbol on the other, a gear network with a blocked, red-marked node, two opposing chess pieces with thought bubbles, and a small robotic arm at a scanning force microscope.

Research5 min

Four AI Papers: 6.5% Tool Resistance, Mentalization, Lab AI

A magnifying glass hovers over a stack of academic papers with four vignettes: a gear chain whose rear links are shattering, a stamp reading ‘Approved’ that fades the moment it is pressed down, a map excerpt with a question mark hovering over city blocks, and a scale with a thought bubble on one side and a half-empty battery icon on the other.

Research5 min

Four AI Papers: 70% Capability Loss, Bias, Approval Staleness

A magnifying glass hovers over a stack of academic papers with five cutouts: a glowing, popping padlock, a stamp over a stack of files with only a few stamped pages, two harnesses in front of a robot head, a scale with two wish lists, and a sieve through which letters fall while a thought bubble remains on top.

Research6 min

Five AI Papers: 6.5% Reproducibility, Jailbreak Fuzzing

A magnifying glass hovers over a stack of academic papers showing five vignettes: an opened circuit-board brain with a flipped light switch inside it, a puppet figure with a judge's gavel inspecting a smaller puppet, two interlocking gears next to a third, broken gear, an eraser hovering over half re-emerging handwriting, and a coin trickling through an hourglass instead of sand.

Research6 min

Five AI Papers: Bit-Flip Attack, Auditors, Agent Costs

A magnifying glass hovers over a stack of research papers showing five vignettes: a robotic hand writing a proof on a chalkboard, a translucent pyramid holding a blurred shadow figure, a stamp checking only one of several cards, a puppeteer controlling several smaller figures on strings, and an arrow creatively routing around a barrier out of an open padlock.

Research6 min

Five AI Papers: Math Discovery, Deception Geometry, Oversight

A magnifying glass shows five excerpts from a stack of academic papers: an eye blinking from a screen, a puppet with a speech bubble full of approval checkmarks, a measuring tape wound around differently long measuring sticks, a paper snake made of text lines biting its own tail, and two interlocking, sparking gears.

Research6 min

Five New AI Papers: Test Awareness, Sycophancy, RAG Collapse

A magnifying glass shows four excerpts from a stack of academic papers: a world map with highlighted job symbols and a robotic hand, a scale with different cultural symbols, two speech bubbles with different characters and a red error cross, and a brain circuit symbol with question marks.

Research5 min

Four new AI papers: Who delegates, language bias, introspection

A magnifying glass shows five excerpts from a stack of academic papers: a clockwork with a lightning symbol, two merging gears, an unevenly loaded scale over small world map symbols, a neatly sorted toolbox, and a checkmark next to a partially covered cheat sheet.

Research6 min

Five new AI papers: 47-fold Attention, Agent RL, Fairness

A magnifying glass shows five excerpts from a stack of research papers: a dripping padlock over a speech bubble, a receipt with a warning symbol next to a stationary gear, a highlighted step in an arrow chain, a small airplane symbol in a test grid with checkmarks, and several almost identical brush strokes merging into one.

Research6 min

Five new AI papers: Secret leakage, tool failures, creativity loss

A magnifying glass shows four details from a stack of papers: a clock over a crossed-out note, a hesitant robotic hand facing a fork in the road, a data block breaking unevenly as it shrinks, and a test tube next to a line of program code.

Research5 min

Four new AI papers: Memory, Safety Training, Compression

A magnifying glass shows four excerpts from a stack of academic papers: a hesitant mouse pointer over a grid of controls, a scale with a self-label on one side, a disassembled code block with visible gears, and a small glowing figure reaching the same height as a larger one.

Research5 min

Four new AI papers: UI agents waver, judge bias, code robustness

A magnifying glass enlarges four details from a stack of scientific papers: a gold-glimmering lump with a broken key inside, a probing robotic hand without a guiding line, a lightning bolt over a gear, and a gold medal with foreign characters.

Research5 min

Four new AI papers: Decoy Trick, Claude wins Gold, Agent RL

A magnifying glass enlarges four details from a stack of scientific papers: encrypted letters hidden between normal text lines, two widely diverging bars over the same metric, a grid of small warning triangles of different sizes, and a gear that rotates multiple times through the same ring.

Research5 min

Four new AI papers: Secret code, metric error, 80,000 cases

A lectern stands in front of a stylized outline map of Germany marked at Bremen, surrounded by many small abstract figures streaming in from different directions, next to a large speech bubble with a paragraph symbol.

Research4 min

Bremen hosts IJCAI-ECAI: first time in Germany in 43 years

A magnifying glass enlarges four details from a stack of scientific papers: a mirror with contradictory reflections, two hands shaking over a negotiation table, an eraser over a stubborn index card, and a stopwatch next to a rotating gear.

Research5 min

Four New AI Papers: Explainability, Negotiation, Forgetting

A magnifying glass enlarges four details from a stack of scientific papers: two identical, jointly blocking gears, a quotation mark breaking a command arrow, an open book with a thought bubble, and two interlocking puzzle pieces.

Research4 min

Four new AI papers: 90 percent failure, fusion, scientific AI

A magnifying glass enlarges four details from a stack of scientific papers: a self-repairing gear with a hidden crack, a scale between a computer chip and cent coins, a chain of speech bubbles with a breaking eighth link, and a traffic light in front of a grasping robotic hand.

Research5 min

Four new AI papers: Agent risk, cost trap, oversight

A magnifying glass enlarges four details from a stack of scientific papers: a tipping scale, a speech bubble with Latin and Japanese characters, a steering wheel with a speedometer needle, and an open book with identical line patterns.

Research6 min

Four new AI papers: Judge Wobbling, Language Risk, Speed

A magnifying glass enlarges four details from a stack of scientific papers: a power outlet with a lightning symbol, a glowing section in a brain circuit outline, a scale, and a speech bubble with an exclamation mark.

Research5 min

Four new AI papers: Data center energy, safety, persuasion

A stack of scientific papers with a glowing, branching thread emerging from it that leads to a small robotic arm with a patterned sticker, a speech bubble with a loop symbol inside, and a cracked cube-shaped block.

Research5 min

Four new AI papers: Mind viruses, data agents, robot attacks

Four fanned-out research papers with charts, above them a wireframe cube holding a robotic arm, an hourglass filled with computer chips, and two speech bubbles – one with Chinese characters, one with binary code.

Research4 min

Four new AI papers: Spatial cognition, compute budget, language gap

A magnifying glass enlarges a stack of scientific papers, with four branching, glowing diagram lines emerging from it.

Research4 min

Four new AI papers: Oversight, Scaling, Agent Endurance

A magnifying glass enlarges a cracked block in a chain of blocks that lies on a stack of research papers

Research5 min

Four new AI papers: Skill decay, history attacks, visual illusion

A hurricane symbol made of weather-map lines above a globe, next to a Google DeepMind logo sticker and a digital compass needle pointing one day further into the future than a classic barometer needle

Research3 min

Google DeepMind: WeatherNext warns a day earlier of hurricanes

A magnifying glass enlarges a line of code on a stack of research papers, from which a small padlock protrudes

Research5 min

Four new AI papers: Benchmark gaps, tools, conspiracy

A broken padlock with a shackle made of question and exclamation marks, next to a sign with a watchful eye over a dotted path, in front of a nodding puppet on strings, in the background an empty mask with a second face behind it

Research5 min

Four new AI papers: Jailbreak grammar, flattery, and anonymity

A scale tips under the weight of many small speech bubbles with faces, next to a huge gear made of text tiles, in front of a cracked hand mirror with a blurred face, below a shrinking stack of paper with a half-empty hourglass

Research5 min

Four new AI papers: Large model, fake profiles, panel false alarms

A balance scale weighs a thought bubble with a spiral pattern against a shield, below it a bird made of golden key shapes races over lines of text, in the background two hands made of network lines shake in front of gears

Research5 min

Four New AI Papers: Reasoning Safety, Cooperation, Speed

A broken shield with a self-circling arrow, in front a magnifying glass over glowing neuron points, in the background a server rack with a bar chart, surrounded by four fanned-out notepads

Research5 min

Four new AI papers: Red-Teaming, Tool Errors, Memory

A scale balances a shield against a large question mark, in front of it lies a half-run sand timer, surrounded by four fanned-out sheets of paper with diagrams and arrows

Research5 min

Four New AI Papers: Agent Safety, Sycophancy, Efficiency

Four printed arXiv preprints fanned out on a desk, a magnifying glass enlarging highlighted measurement values, with a monitor showing a benchmark bar chart and model comparison table behind them

Research5 min

Four New AI Papers: Agent Safety, Quantization, HLE Critique

Four fanned-out research pages with diagrams and formulas beneath a large magnifying glass showing a network of nodes; drawn arrows connect the pages

Research4 min

Four new AI papers: Research agent, Merging, Tutor judgment

Four abstract geometric symbols for AI research: a compressed grid with a warning triangle, a theater mask in front of crossing lines, a puppet with severed strings above a tool symbol, and a tree diagram of growing memory layers.

Research5 min

Four new AI papers: Compression, Deception, Memory

Four abstract geometric symbols for AI research: a laboratory flask with a question mark above an unfinished diagram line, a shield in front of a highlighted first line of text, a scale between a coin and a clock, and a radar chart with a shifted contour.

Research4 min

Four new AI papers: Research agents, prompt protection, costs

Four abstract geometric symbols for AI research: a fragment of a world map with unevenly bright connection nodes, a GPU chip with circuit lines and speed arrows, a translucent layered cube with embedded visible fragments, and a timeline bar whose last segment glows brighter than the previous ones.

Research5 min

Four new AI papers: Language bias, Kernel Turbo, Quantization gap

Four abstract geometric symbols for AI research: a node network with some deliberately dark, invisible connections, a scaffold frame around a chat window, a certified shield with visible surface deformation, and a memory chip with archived checkmark symbols.

Research4 min

Four New AI Papers: Hidden Thinking, Harness Bias, Protection

Abstract editorial illustration of four AI research topics: a magnifying glass over a benchmark checklist with a red-marked abbreviation, a copyright symbol next to a public domain symbol with a decision arrow, a scale with a geometric upper limit line and document pages condensing into a small adapter chip.

Research4 min

Four new AI papers: agents cheat, copyright, red team limits

Abstract editorial illustration of four AI research topics: a dialogue shield against attack arrows, a fading decision-tree branch, drifting response waveforms, and a medicine icon over a map of West Africa.

Research4 min

Four new AI papers: Multi-Turn Defense, RL Trap, Sierra Leone

Four symbolic scenes side by side: a branched communication chain between agent nodes with a veiled central node, a decision tree path that breaks off at an error point and re-branches, a scale between agreement and judgment symbols, and a text document with color-highlighted individual word segments

Research4 min

Four new AI papers: Manipulation, Sycophancy, Efficiency

Four symbolic scenes side by side: a network diagram with a highlighted common subspace core, a recursive research agent in front of a verification loop, an AI teacher silhouette prematurely reaching into a student silhouette's task sheet, and a training scaffold wrapping around an agent symbol while being partially dismantled

Research5 min

Four new AI papers: Persona subspace, research agents, overassist

Four symbolic scenes side by side: a mixture-of-experts language model with a widely opened context window, an agent symbol in front of a risky toolbox, a shield with a misleading refusal stamp, and a diagram with fluctuating interpretability measurement bars

Research4 min

Four new AI papers: Solar Open 2, Agent Risks, Guardrails

Four abstract research symbols side by side: a cracking shield in front of an image-generator grid, a radar chart with seven glowing axes, a football pitch overlaid with a forecasting graph, and two neural networks of different sizes merging into one

Research4 min

Four new AI papers: Jailbreak, Agent Autonomy, Football

Four abstract research symbols side by side: a DNA double helix crossed by a digital security barrier, a grid of arrows targeting a chatbot avatar, a neural network with highlighted activation paths, and a maze of converging search paths

Research5 min

Four new AI papers: Bio-risk, Sycophancy, Search Paradox

Four abstract research symbols side by side: a dissolving digital watermark, a chessboard merged with a neural network, two nodes communicating via compressed light signals, and a stack of documents with an outdated layer

Research5 min

Four new AI papers: Watermarks fail in court

Four abstract research symbols side by side: poisoned data streams, an illuminated language model circuit, a search agent in a node maze, and a shield against a sabotage attack on a code pipeline

Research3 min

Four new AI papers: Data poisoning, deception, agents

Handwritten statistical formulas and a bell curve on an illuminated whiteboard, with a laptop screen showing code in the blurred background

Research3 min

GPT-5.6 Disproves Twenty-Year-Old Statistical Assumption in 90 Minutes

Chat interface of Anthropic's AI model Claude with parallel open conversations in Latin, Arabic, and Devanagari script on a laptop screen.

Research3 min

Anthropic Study: Claude Responds Warmer in Hindi Than in Russian

Four-panel chart of Soofi S's pretraining dynamics across 27 trillion tokens: learning rate, language-modeling loss, gradient norm, and throughput. Source: Soofi team, technical report (arXiv 2607.09424, CC BY 4.0).

Research3 min

Soofi S: German Consortium Releases Open AI Model

Runner in a park checking her smartwatch with heart-rate data, Fitbit logo on the display.

Research3 min

Google Trains SensorFM on 1 Trillion Minutes of Wearable Data

Richard Sutton at a whiteboard covered in reinforcement-learning diagrams, a robot-arm experiment beside him.

Research3 min

Oak Lab: Sutton Builds AI Agents That Learn on the Job

Workstation with two monitors showing a digital card game and rising win-rate charts, playing cards scattered on the desk.

Research4 min

AgenticSTS: New AI Memory System Doubles Win Rate in Card Game

Printed proof document for the Cycle Double Cover Conjecture with OpenAI logo next to a screen displaying a graph theory diagram

Research3 min

GPT-5.6 Sol Ultra proves math conjecture – experts still examining

Abstract geometric illustration: three signal streams for text, speech, and video merge into a common decision node

Research4 min

arXiv:2607.08573 – SHAP-weighted Fusion for Emotion Recognition

Abstract, editorial illustration of a patient communicating via a tablet with a geometric chat interface, surrounded by differently shaped speech bubbles and a stylized traffic light symbol for urgency classification

Research5 min

arXiv:2607.08625 – How communication style influences AI triage

Abstract editorial illustration of a network of geometric nodes representing AI trading agents connected around a central mediator hub

Research5 min

arXiv:2607.08652 – Formal Mechanisms for Stable AI Agent Markets

Abstract editorial illustration of a network of linked nodes and timeline lines with a highlighted glowing point symbolizing a memory activated at the right time

Research5 min

arXiv:2607.08716 – Proactive Memory Agent for Long-Horizon Agents

Abstract motif: a fine, densely packed data grid transitions on the other side into a coarse, block-like mosaic – a symbol for the transition from high to reduced numerical precision.

Research3 min

arXiv:2607.08734 – The Illusion of Equivalency in Quantization

Abstract editorial motif of a crystalline, central data node with branched line networks to organized, glowing knowledge objects, symbolically representing permanently stored workflow knowledge

Research6 min

arXiv:2607.08740 – Semantic Memory for LLM Workflows

Abstract geometric illustration of a street perspective with overlaid scan lines and data points, symbolically representing AI-assisted analysis of dashcam footage

Research3 min

arXiv:2607.08745 – VQA-Benchmark for Accident Scenes via Dashcam

Abstract editorial motif of a branched network of glowing nodes and double-helix-like connection lines, symbolically representing the lineages of scientific ideas

Research3 min

arXiv:2607.08758 – Ideas Have Genomes: Idea Trees for AI

Symbolic illustration: a stylized chat assistant icon surrounded by academic symbols such as a book, doctoral hat, and laptop – a symbol for an AI learning assistant in higher education

Research3 min

arXiv:2607.08748 – AI Learning Assistants in Higher Education

Symbolic representation: a robotic arm assembles a larger, structured chain from small building blocks – a metaphor for AI agents that build reusable workflows from individual actions

Research3 min

arXiv:2607.07321 – EvoSOP: SOPs for Self-Learning LLM Agents

Abstract, editorial illustration of a stylized human liver made of geometric, translucent shapes, interwoven with fine data lines symbolizing an AI network

Research4 min

arXiv:2607.08602 – Clinical AI Model for Liver Cancer Therapy

Abstract editorial illustration of a decentralized energy grid with solar panels, power pylons, and glowing digital connection lines symbolizing an overseeing AI system

Research3 min

arXiv:2607.08681 – SolarChain-Eval: AI Agents in the Energy Market

Abstract motif: a broken, transparent seal hovers over a series of code terminal windows, fine crack lines run through a grid of checks and crosses

Research4 min

OpenAI: SWE-Bench Pro is about 30 percent faulty

Abstract, geometric motif: a glowing graph of interconnected nodes and arrows, overlaid with translucent probability distributions, symbolically representing probabilistic modeling of software data flows.

Research4 min

arXiv:2606.15943 – Graphical Models for Generative AI Software Systems

Abstract, geometric motif: a stylized AI agent node with branching action pathways, some blocked by a translucent gate, with faint circuit and leaf motifs and a minimal budget meter in the background.

Research4 min

arXiv:2606.15954 – Green SARC: Budget Governance for AI Agents

Abstract, geometric motif: a sequence of stylized video frame borders, connected by dynamic arrows and motion vectors symbolizing the flow of time between the images.

Research4 min

arXiv:2606.15956 – TDV: Self-Supervised Vision Without Assumptions

Abstract geometric motif: interconnected nodes of varying sizes around a central nested ring structure, symbolizing federated learning with heterogeneous hardware.

Research3 min

arXiv:2606.15963 – PreLort: LoRA for Federated Fine-Tuning

Scientist viewing a fluid simulation and compression charts on a large monitor, server racks in the background.

Research4 min

arXiv:2606.15959 – Lossy Compression for AI Surrogates