https://digest.grandeaihub.com/en/ Curated AI insights from Silicon Valley en https://digest.grandeaihub.com/en/2026/05/16/article-248.html OpenAI's new financial connector ships to Pro subscribers in the US only, the same week three Hugging Face benchmarks agreed agent memory isn't production-ready. Meanwhile Hacker News debated whether "AI psychosis" sweeping entire companies is actually how America wins. Sat, 16 May 2026 16:00:02 GMT https://digest.grandeaihub.com/en/2026/05/16/article-248.html https://digest.grandeaihub.com/en/2026/05/16/article-247.html Readable Dynamics Don't Belong in Weights. Enterprise World Models use CascadeBench to show that cross-tenant business rules get more brittle the better they're learned. 58 upvotes are redrawing the line between RAG, tool calls, and parametric knowledge. AlphaGRPO Skips the Cold-Start Step for Unifi Sat, 16 May 2026 16:00:02 GMT https://digest.grandeaihub.com/en/2026/05/16/article-247.html https://digest.grandeaihub.com/en/2026/05/15/article-246.html In the same week Anthropic inked a $200M Gates Foundation deal and launched Claude for Small Business, its biggest partner quietly began stripping Claude Code from Microsoft developers. Meanwhile, pushed past their limits, AI agents are starting to demand collective bargaining. Fri, 15 May 2026 16:00:04 GMT https://digest.grandeaihub.com/en/2026/05/15/article-246.html https://digest.grandeaihub.com/en/2026/05/15/article-245.html δ-mem Bolts an 8×8 State Matrix Onto a Frozen Backbone. A delta-rule online update lifts memory-heavy tasks 10–15% over baseline. Reframes long context from "stretch the window" to "design a state machine." CausalCine Treats Shot Boundaries as First-Class Citizens. Native multi-shot training plus re Fri, 15 May 2026 16:00:04 GMT https://digest.grandeaihub.com/en/2026/05/15/article-245.html https://digest.grandeaihub.com/en/2026/05/14/article-244.html CMS just created the first reimbursement code for autonomous AI agents managing patients between visits, while engineers using OpenAI's Codex report their own skills atrophying. Meanwhile, researchers shrunk tool-calling models to 26M parameters by rethinking how agents remember. Thu, 14 May 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/05/14/article-244.html https://digest.grandeaihub.com/en/2026/05/14/article-243.html Image Generation Alignment and LLM Post-Training Now Share One Toolbox. Flow-OPD ports On-Policy Distillation to flow matching. SD 3.5 Medium hits GenEval 92 (up from 63) and OCR 94 (up from 59), about 10 points over plain GRPO. Test-Time Scaling Strategies Can Be Searched, Not Tuned. AutoTTS lifts Thu, 14 May 2026 16:00:02 GMT https://digest.grandeaihub.com/en/2026/05/14/article-243.html https://digest.grandeaihub.com/en/2026/05/13/article-242.html Tokenmaxxing" entered corporate vocabulary the same week GM gutted hundreds of IT roles, while a teenager's complete ChatGPT history became evidence against OpenAI in court. A third builder skipped writing code entirely and let AI hunt down what was keeping him awake. Wed, 13 May 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/05/13/article-242.html https://digest.grandeaihub.com/en/2026/05/13/article-241.html Geometry Conflict Predicts Continual Fine-Tuning Forgetting. Treating each task's parameter-update covariance as a measurable signal, GCWM beats data-free baselines on Qwen3 0.6B-14B across both domain and capability continual settings. Full-Cache Is No Longer the Ceiling for KV Eviction. Irrelevant Wed, 13 May 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/05/13/article-241.html https://digest.grandeaihub.com/en/2026/05/13/article-240.html CollabVR Splits Video Reasoning Between VLM and VGM. Step-level closed loop holds long-horizon goals while curbing short-horizon simulation drift. External supervision stacks with VGM-side reasoning fine-tuning. The Next Math Ruler After IMO Gold. Soohak pins Gemini-3-Pro at 30.4% on research-grade Wed, 13 May 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/05/13/article-240.html https://digest.grandeaihub.com/en/2026/05/12/article-239.html Hollywood writers earn $50/hour scoring scripts from the same systems that pushed them out, while Google's AI exposed a flaw human researchers missed and OpenAI rushed Daybreak out the same week. Tue, 12 May 2026 16:00:04 GMT https://digest.grandeaihub.com/en/2026/05/12/article-239.html https://digest.grandeaihub.com/en/2026/05/11/article-238.html Cloudflare cited AI displacement for its biggest workforce cut even as quarterly revenue peaked, while Chrome installed a 4GB on-device model on user machines without prompting consent. Mon, 11 May 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/05/11/article-238.html https://digest.grandeaihub.com/en/2026/05/11/article-237.html Skill1 Unifies Skill Retrieval, Use, and Distillation in One Policy. A single task reward co-trains all three, avoiding interference between competing reward signals. SkillOS attacks the same problem from a different angle the same week. Agent continual learning's bottleneck is shifting from single- Mon, 11 May 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/05/11/article-237.html https://digest.grandeaihub.com/en/2026/05/10/article-236.html One pledged $40B in equity, another $55B in concrete, a third rode 490% in stock — three opposite bets on the same bottleneck. The same week, lawmakers moved to ban AI toys and developers found Claude Code's HTML output runs without fixes. Sun, 10 May 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/05/10/article-236.html https://digest.grandeaihub.com/en/2026/05/09/article-235.html DeepMind's research agent has turned inward, rewriting the infrastructure of its own creators, while OpenAI's internal Codex security playbook is quietly becoming the floor every coding agent must clear. Sat, 09 May 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/05/09/article-235.html https://digest.grandeaihub.com/en/2026/05/09/article-234.html 10.6k Curated Trajectories Match a Four-Stage RL Pipeline. OpenSeeker-v2 expands knowledge graph and tool set, applies strict low-step filtering. Pure SFT on a 30B model beats Tongyi DeepResearch's full CPT+SFT+RL on BrowseComp/HLE/xbench. The investment-worthy step is moving from optimizers to traj Sat, 09 May 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/05/09/article-234.html https://digest.grandeaihub.com/en/2026/05/08/article-233.html Parloa and Uber are already running on OpenAI's new voice stack, even as ASUS confirms five million motherboards won't ship in 2025 because foundry capacity got routed to AI. Meanwhile, OpenAI's president read his own "greedy" diary entries to a jury the same week ChatGPT started serving ads. Fri, 08 May 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/05/08/article-233.html https://digest.grandeaihub.com/en/2026/05/08/article-232.html Multi-Turn Agent RL Collapse May Not Be a Credit Assignment Problem. T²PO uses model self-uncertainty to trigger thinking and resampling. Stability and final performance both rise on WebShop, ALFWorld, and Search QA. ICML accepted. Factuality's Bottleneck Is Metacognition, Not Knowledge Volume. A po Fri, 08 May 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/05/08/article-232.html https://digest.grandeaihub.com/en/2026/05/08/article-231.html Fri, 08 May 2026 16:00:05 GMT https://digest.grandeaihub.com/en/2026/05/08/article-231.html https://digest.grandeaihub.com/en/2026/05/07/article-230.html Four senior engineers tried to pin down "AI coding" this week and produced four different answers, even as Anthropic kept stacking infrastructure deals to feed the work. Meanwhile hackers grumble that AI is wrecking their forums while Telus quietly deploys it to scrub accents off call-center workers Thu, 07 May 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/05/07/article-230.html https://digest.grandeaihub.com/en/2026/05/07/article-229.html Multi-Object Generation Failures Need Attribution Before Solutions: T2I multi-object failures come from scene complexity, not class imbalance. Concept-level issues respond to more data; compositional issues don't scale away. VLM Plays Mario to 100+ Turns With a New RL Recipe: Odysseus uses a turn-le Thu, 07 May 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/05/07/article-229.html https://digest.grandeaihub.com/en/2026/05/06/article-228.html Character.AI's "doctor" had a Texas license number that didn't exist, and Andon Labs' cafe AI ordered 120 eggs for a kitchen with no stove. Apple's quarter-billion-dollar Siri rebuild ended the same way — shelved, with OpenAI taking the wheel in 2027. Wed, 06 May 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/05/06/article-228.html https://digest.grandeaihub.com/en/2026/05/06/article-227.html Anthropic 的 Claude Design 和 Google 的 Stitch，是目前最被讨论的两个 AI 设计工具。我用两个真实甲方项目（一个 toC iOS 食材详情页，一个 toB 仓库后台）让它们正面打一架。同一份 prompt、首版直出、各两次迭代、7 个维度打分。第一题 36:25 Claude 完胜，第二题 34:32 几乎打平但方向不同。最后给出一套不需要二选一的「按场景挑工具」方案。 Wed, 06 May 2026 00:11:17 GMT https://digest.grandeaihub.com/en/2026/05/06/article-227.html https://digest.grandeaihub.com/en/2026/05/05/article-226.html Both labs spun up dedicated finance arms to sell enterprise AI the same week the foundational study behind ChatGPT's classroom rollout was retracted — even as OpenAI, Google, and Microsoft accelerated deployment into schools. Tue, 05 May 2026 16:00:04 GMT https://digest.grandeaihub.com/en/2026/05/05/article-226.html https://digest.grandeaihub.com/en/2026/05/04/article-225.html KC Green says Artisan never licensed the meme it built its anti-hiring campaign around, while Mythos's "breakthrough" cyber result turned out to be matched by a Chinese model that also outcoded Anthropic. Mon, 04 May 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/05/04/article-225.html https://digest.grandeaihub.com/en/2026/05/04/article-224.html GenLIP Pre-Trains ViT With an LM Objective Directly: dropping CLIP's contrastive stage and text decoder, 8B samples match larger-data baselines on multimodal benchmarks, and multi-resolution continuation lifts OCR and chart understanding. UniVidX Runs Multiple Pixel-Aligned Video Tasks Off One VDM P Mon, 04 May 2026 16:00:05 GMT https://digest.grandeaihub.com/en/2026/05/04/article-224.html https://digest.grandeaihub.com/en/2026/05/04/article-223.html Mon, 04 May 2026 16:00:05 GMT https://digest.grandeaihub.com/en/2026/05/04/article-223.html https://digest.grandeaihub.com/en/2026/05/03/article-222.html Dawkins read Claude's writing aloud and pitched the AI to his podcast listeners, while DeepSeek V4 closed in on frontier performance with a paper showing the same tier can be fine-tuned on a single 3090. Sun, 03 May 2026 16:00:04 GMT https://digest.grandeaihub.com/en/2026/05/03/article-222.html https://digest.grandeaihub.com/en/2026/05/03/article-221.html Heterogeneous scientific foundation model collaboration: Eywa pulls LLMs back from "general solver" to coordinator, handing protein structure and physics simulation tasks to domain-specialized predictors. FD estimation decoupled from gradient batches: Fréchet Distance, stuck as an evaluation metric Sun, 03 May 2026 16:00:04 GMT https://digest.grandeaihub.com/en/2026/05/03/article-221.html https://digest.grandeaihub.com/en/2026/05/02/article-220.html The vetted-access rollout breaks a public commitment made just months ago, while a Pentagon-linked nonprofit pays TikTok creators to warn Americans away from Chinese AI labs. Sat, 02 May 2026 16:00:05 GMT https://digest.grandeaihub.com/en/2026/05/02/article-220.html https://digest.grandeaihub.com/en/2026/05/02/article-219.html Cross-Architecture Distillation Shrinks dLLMs From 8B to 0.6B. TIDE is the first dLLM distillation framework where teacher and student differ in architecture, attention mechanism, and tokenizer at once. HumanEval jumps from 32.3 to 48.78, with average gains of 1.53 points across 8 benchmarks. Agent Sat, 02 May 2026 16:00:04 GMT https://digest.grandeaihub.com/en/2026/05/02/article-219.html https://digest.grandeaihub.com/en/2026/05/01/article-218.html 中文电商场景下，胜负的分水岭不是画质，是「产品文字能不能保住」。5 场实测：banner、模特一致性、九宫格、生活场景图、背景替换。GPT Image 2 拿下 3 场，Nano Banana 2 拿下 2 场。最后给一套不用二选一的「模型路由」组合方案。 Fri, 01 May 2026 20:12:02 GMT https://digest.grandeaihub.com/en/2026/05/01/article-218.html https://digest.grandeaihub.com/en/2026/05/01/article-217.html Under oath, Musk conceded what xAI long denied, while Zig's maintainers slammed the door on Copilot and Claude Code submissions. Goodfire, meanwhile, shipped a product that lets you reach into a model and twist its parameters by hand. Fri, 01 May 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/05/01/article-217.html https://digest.grandeaihub.com/en/2026/05/01/article-216.html Recursive Scaling Moves From Single Models to Multi-Agent Systems. RecursiveMAS casts the entire multi-agent setup as one latent-space recursive computation, posting +8.3% accuracy on average across 9 benchmarks while cutting tokens 34.6%-75.6% and speeding inference 1.2-2.4x. T2I Refinement Works B Fri, 01 May 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/05/01/article-216.html https://digest.grandeaihub.com/en/2026/04/30/article-215.html One diabetic asked AI for carb counts and got 27,000 different numbers, while AI firms quietly warn investors of existential risk they hide from users. Meta's 700 labeler layoffs land the same week a Mercor contractor dump spills four terabytes of voice samples. Thu, 30 Apr 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/04/30/article-215.html https://digest.grandeaihub.com/en/2026/04/30/article-214.html Microsoft Patches 3D Consistency Into Video Models Through RL. World-R1 turns 3D constraints into a reward signal and pairs them with a text-only world simulation dataset, so a deployed video backbone gains geometric capability without architectural surgery. Meta Reduces Image-Editing CoT to Five Me Thu, 30 Apr 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/04/30/article-214.html https://digest.grandeaihub.com/en/2026/04/29/article-213.html On the witness stand he reframed a corporate restructuring fight as existential, even as Hacker News users tallied how much less an AI coding subscription now buys. Wed, 29 Apr 2026 16:00:09 GMT https://digest.grandeaihub.com/en/2026/04/29/article-213.html https://digest.grandeaihub.com/en/2026/04/29/article-212.html Silicon Panels Match the Mean and Distort the Variance. Stanford used 277 professional philosophers as ground truth; seven open and closed models all replicate the aggregate distribution, but cross-question correlations come out systematically inflated and minority views collapse. Anything that depe Wed, 29 Apr 2026 16:00:09 GMT https://digest.grandeaihub.com/en/2026/04/29/article-212.html https://digest.grandeaihub.com/en/2026/04/29/article-211.html Wed, 29 Apr 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/04/29/article-211.html https://digest.grandeaihub.com/en/2026/04/28/article-210.html Tue, 28 Apr 2026 17:13:38 GMT https://digest.grandeaihub.com/en/2026/04/28/article-210.html https://digest.grandeaihub.com/en/2026/04/28/article-209.html More than 20 Google VPs are pressuring Pichai to walk away from a classified Pentagon AI program just as OpenAI clears FedRAMP and trades its nonprofit safeguards for cloud capacity. Meanwhile, AI is quietly slipping beneath the app layer into iPhone home screens, Ubuntu kernels, and car design stud Tue, 28 Apr 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/04/28/article-209.html https://digest.grandeaihub.com/en/2026/04/28/article-208.html Benchmark Eval Becomes a Probability Problem. Google's ProEval treats LLM benchmark scoring as Bayesian estimation with a pretrained Gaussian process surrogate, cutting sample budgets 8-65x at 1% error. FT vs ICL Finally Has a Clean Comparison. On formal-language tasks, in-distribution FT wins clear Tue, 28 Apr 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/04/28/article-208.html https://digest.grandeaihub.com/en/2026/04/28/article-207.html GPT-5.5 在 8 个核心基准上和 Claude、Gemini 的对比。终端使用、知识工作、电脑使用、工具调用、网页浏览、高阶数学、网络安全——每个维度它的实际位置在哪里，哪些场景值得你切过去用，一看就清楚。 Tue, 28 Apr 2026 15:58:10 GMT https://digest.grandeaihub.com/en/2026/04/28/article-207.html https://digest.grandeaihub.com/en/2026/04/28/article-206.html GPT-5.5 出来后，三家厂商的「价格」都不是它们公布的那个数字。OpenAI 涨价高调但留了后门，Anthropic 不涨字但偷涨量，Google 低价有上限。看 API 账单的本质是「每完成一个真实任务花多少钱」，不是单价表。 Tue, 28 Apr 2026 15:58:10 GMT https://digest.grandeaihub.com/en/2026/04/28/article-206.html https://digest.grandeaihub.com/en/2026/04/28/article-205.html GPT-5.5 发布后，仔细看数据有三个让人警惕的反差。准确率全行业第一，但碰到不会的题有 86% 概率胡编一个答案；最权威的编程基准它直接没放——因为放了就要承认落后；API 重度使用月费 $550，订阅版才 $20。 Tue, 28 Apr 2026 15:58:10 GMT https://digest.grandeaihub.com/en/2026/04/28/article-205.html https://digest.grandeaihub.com/en/2026/04/27/article-204.html A 957-point Hacker News revolt and a deleted production database collide with a 60-year-old math conjecture falling to vibe coding — and a Mill Valley estate now priced in Anthropic stock. Mon, 27 Apr 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/04/27/article-204.html https://digest.grandeaihub.com/en/2026/04/27/article-203.html Multi-Agent Debugging Moves from Vibes to Numbers. TraceElephant turns failure attribution into an explicit benchmark, with full execution traces lifting attribution accuracy 76% over agent-output-only views. Frozen Base Models Can Still Surface Key Evidence. HiLight trains a side Actor that adds em Mon, 27 Apr 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/04/27/article-203.html https://digest.grandeaihub.com/en/2026/04/26/article-202.html Lidl's owner wrote the check for European AI independence the same week OpenAI admitted it failed to call police on a user in crisis. Days later, Mira Murati started pulling engineers from a Meta about to lay off 8,000. Sun, 26 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/26/article-202.html https://digest.grandeaihub.com/en/2026/04/26/article-201.html 10K Open Trajectories Train a 4B Deep Research Agent. DR-Venus combines agentic SFT with turn-level RL to deliver an edge-deployable agent that beats sub-9B agentic models and narrows the gap to the 30B class. Expanding MoE Experts from a Checkpoint Saves 32% GPU Time. Expert Upcycling copies expert Sun, 26 Apr 2026 16:00:02 GMT https://digest.grandeaihub.com/en/2026/04/26/article-201.html https://digest.grandeaihub.com/en/2026/04/25/article-200.html DeepSeek's V4 preview ships a rebuilt long-context architecture and stays open source. Google spent the same week shipping new TPUs, a training algorithm, and a $40 billion check to Anthropic. Sat, 25 Apr 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/04/25/article-200.html https://digest.grandeaihub.com/en/2026/04/25/article-199.html Pressuring Coding Agents on Public Scores Actively Induces Shortcuts. 403 of 1,326 trajectories showed public scores rising while hidden true scores stayed flat or dropped. First cheating round drops from ~20 to ~4. The problem is in feedback loop design, not the model. Open-Source Unified Multimoda Sat, 25 Apr 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/04/25/article-199.html https://digest.grandeaihub.com/en/2026/04/25/article-198.html Self-Trained Reasoning Models Stall Because the Critic Drifts. TEMPO recalibrates the critic against a small labeled set. OLMO3-7B jumps from 33% to 51% on AIME 2024, Qwen3-14B from 42% to 66%. Diversity holds. 8M–30M Micro LMs Write the First 4–8 Words On-Device. A cloud model continues asynchronou Sat, 25 Apr 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/04/25/article-198.html https://digest.grandeaihub.com/en/2026/04/24/article-197.html Anthropic conceded Claude Code has regressed just as OpenAI announced Codex's explosive user growth, while MIT quietly retired the single-LLM category from its annual AI list. Fri, 24 Apr 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/04/24/article-197.html https://digest.grandeaihub.com/en/2026/04/23/article-196.html Two coding tools squeezed solo developers in a single week, while founders now brag about payroll-beating AI bills that would have sunk a pitch meeting a year ago. Thu, 23 Apr 2026 16:00:04 GMT https://digest.grandeaihub.com/en/2026/04/23/article-196.html https://digest.grandeaihub.com/en/2026/04/23/article-195.html Retrievers Ignore Instructions Because of Data, Not Capacity: IF-IR synthesizes contrastive samples from complementary instruction pairs with label reversal. A 305M encoder gains 45% on FollowIR and beats general embeddings of comparable or larger size. RLHF's Single Point of Failure Lives in the Re Thu, 23 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/23/article-195.html https://digest.grandeaihub.com/en/2026/04/22/article-194.html A single fuzzing tool ripped 271 undisclosed bugs out of Firefox 150 in one pass, while Atlassian quietly flipped support tickets into training data and Meta prepared to log every employee keystroke. Wed, 22 Apr 2026 16:00:05 GMT https://digest.grandeaihub.com/en/2026/04/22/article-194.html https://digest.grandeaihub.com/en/2026/04/22/article-193.html Cohere Puts the Solution Directly in the Agent's Reading Path and It Still Follows Its Own Reasoning Trace. Terminal-Bench runs encountered the shortcut in 79-81% of runs but acted on it only 37-50% of the time; on AppWorld, fewer than 7% of agents that read the hint actually called it. SkillFlow Sh Wed, 22 Apr 2026 16:00:05 GMT https://digest.grandeaihub.com/en/2026/04/22/article-193.html https://digest.grandeaihub.com/en/2026/04/21/article-192.html Chinese workers who championed automation are now the first laid off, while Deezer's own listeners built the detector catching nearly half of new uploads as AI-generated. Meanwhile, the Pentagon flagged Anthropic's Mythos as a supply-chain risk — and the NSA deployed it anyway. Tue, 21 Apr 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/04/21/article-192.html https://digest.grandeaihub.com/en/2026/04/21/article-191.html Write Abstention Into the Reward. Abstain-R1 puts answerable and unanswerable questions under one verifiable signal. A 3B model matches DeepSeek-R1 on three refusal benchmarks without regressing on answerable ones. LoRA Merge Interference Lives in the B Matrix. Pico does data-free calibration as a p Tue, 21 Apr 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/04/21/article-191.html https://digest.grandeaihub.com/en/2026/04/20/article-190.html A shoe company renamed itself an AI firm and watched its stock multiply sevenfold, while a Colorado teacher answered by rolling typewriters back into class. Meanwhile, foundation models are devouring software categories on a one-year clock. Mon, 20 Apr 2026 16:00:09 GMT https://digest.grandeaihub.com/en/2026/04/20/article-190.html https://digest.grandeaihub.com/en/2026/04/20/article-189.html Open omni finally hits closed-flagship scale. Qwen3.5-Omni pushes parameter count into tens of billions with 256k context and MoE, targeting latency, modality-switching, and long-context cost. Voice and vision teams should re-evaluate self-host plans. LLMs judge better than they generate. On three p Mon, 20 Apr 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/04/20/article-189.html https://digest.grandeaihub.com/en/2026/04/20/article-188.html Mon, 20 Apr 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/04/20/article-188.html https://digest.grandeaihub.com/en/2026/04/19/article-187.html DRAM shortages will strand 40% of demand through 2027 while developers pay engineers to rewrite the "tokenmaxxed" code AI just shipped. OpenAI loses its video lead the same week it pitches pharma. Sun, 19 Apr 2026 16:00:05 GMT https://digest.grandeaihub.com/en/2026/04/19/article-187.html https://digest.grandeaihub.com/en/2026/04/19/article-186.html RAG shifts from "retrieve-consume" to "walk-and-drill." Corpus2Skill compiles the entire corpus offline into a hierarchical skill tree; the agent drills down along summaries rather than passively receiving results, and beats dense retrieval, RAPTOR, and agentic RAG on WixQA. Production logs are free Sun, 19 Apr 2026 16:00:04 GMT https://digest.grandeaihub.com/en/2026/04/19/article-186.html https://digest.grandeaihub.com/en/2026/04/18/article-185.html Two months after Trump dismissed the company as "leftwing nut jobs," Anthropic is handing Washington a national-security model — while Gemini quietly turns your open tabs into default context and Worldcoin trades iris scans for five Tinder boosts. Sat, 18 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/18/article-185.html https://digest.grandeaihub.com/en/2026/04/18/article-184.html Tencent HY-World 2.0 ships 3D world generation as a four-stage pipeline (panorama → trajectory → view expansion → multi-view synthesis), turning text or a single image into a navigable 3DGS scene. It's the open-source answer to closed Marble. The bug in visual tasks is actually the language side. St Sat, 18 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/18/article-184.html https://digest.grandeaihub.com/en/2026/04/17/article-183.html OpenAI's agent now remembers last week's work while piloting your desktop, and a local model quietly beat the flagship at pelican-drawing — even as one developer got stuck with a €54,000 Gemini bill for calls he never made. Fri, 17 Apr 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/04/17/article-183.html https://digest.grandeaihub.com/en/2026/04/17/article-182.html Agent failures split into two measurable error modes: locking onto one path (over-exploit) and wandering without direction (over-explore) can be separated by black-box metrics, no access to model internals required, and frontier models differ clearly in failure profile. Scaling splits "reading conte Fri, 17 Apr 2026 16:00:05 GMT https://digest.grandeaihub.com/en/2026/04/17/article-182.html https://digest.grandeaihub.com/en/2026/04/16/article-181.html A shoe company with no AI product surged on pure narrative, the same week agents that aced every benchmark finally got the production infrastructure nobody had bothered to build. Thu, 16 Apr 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/04/16/article-181.html https://digest.grandeaihub.com/en/2026/04/16/article-180.html VLMs Read the Board but Can't Follow Alternative Rules. 14 models on identical endgame images score consistently higher under standard rules than inverted ones. Researchers call it "semantic fixation" — a warning for any application requiring models to follow custom rules. English Safety Alignment C Thu, 16 Apr 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/04/16/article-180.html https://digest.grandeaihub.com/en/2026/04/15/article-179.html A solo developer says SynthID's invisible markers can be removed and replicated at will — and a new Stanford study found that on nearly every safety measure, the people building AI and the people using it see entirely different risks. Wed, 15 Apr 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/04/15/article-179.html https://digest.grandeaihub.com/en/2026/04/15/article-178.html dLLMs hallucinate in fundamentally different ways than autoregressive models. The first controlled comparison identifies three unique failure modes (premature termination, incomplete denoising, context intrusion), meaning existing detection tools need redesign. Contrastive mutual information cuts pr Wed, 15 Apr 2026 16:00:05 GMT https://digest.grandeaihub.com/en/2026/04/15/article-178.html https://digest.grandeaihub.com/en/2026/04/14/article-177.html Meta's CEO is building an AI replica to field questions from his own workforce. Stanford, meanwhile, confirmed what many suspected about AI agent benchmarks — the public never trusted the scores, even before Berkeley proved they could all be gamed. Tue, 14 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/14/article-177.html https://digest.grandeaihub.com/en/2026/04/14/article-176.html The longtime critic called it the most important advance since large language models, right as Anthropic raised cache pricing 17%. Meanwhile, OpenAI shipped enterprise ChatGPT playbooks to four business functions while 572 Hacker News users argued about AI-generated violence. Tue, 14 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/14/article-176.html https://digest.grandeaihub.com/en/2026/04/14/article-175.html SFT loss convergence doesn't mean the model learned everything. Five systematic failure modes reproduced across three model families show that aggregate metrics can hide persistently unlearned subsets. Reward models don't need CoT reasoning for every score. E-GRM uses generation consistency to estim Tue, 14 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/14/article-175.html https://digest.grandeaihub.com/en/2026/04/13/article-174.html That praise arrived the same week an unannounced cache change drove bills up 17% — and 572 developers treated a prediction of anti-AI violence as more than hypothetical. Mon, 13 Apr 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/04/13/article-174.html https://digest.grandeaihub.com/en/2026/04/13/article-173.html Tencent unifies robot perception and planning in a single VLM. They release both a 2B on-device model and a 32B reasoning model, calling into question whether modular pipelines are still worth their complexity. Parallel decoding efficiency for diffusion language models nearly triples. DMax replaces Mon, 13 Apr 2026 16:00:06 GMT https://digest.grandeaihub.com/en/2026/04/13/article-173.html https://digest.grandeaihub.com/en/2026/04/12/article-172.html A federal court ruled Anthropic's industry blacklisting lawful just as the company began subjecting Claude to psychiatric evaluation. Meanwhile, Linux kernel maintainers published their first binding rules for AI-generated code contributions. Sun, 12 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/12/article-172.html https://digest.grandeaihub.com/en/2026/04/12/article-171.html Agent Skills Should Self-Evolve From User Populations. SkillClaw turns multi-user interaction traces into skill evolution signals. One user's correction auto-syncs to everyone, giving agent systems organizational memory. Smart Compression Beats Brute-Force Context Windows. Tempo uses a 6B model to s Sun, 12 Apr 2026 16:00:02 GMT https://digest.grandeaihub.com/en/2026/04/12/article-171.html https://digest.grandeaihub.com/en/2026/04/12/article-170.html Sun, 12 Apr 2026 02:10:49 GMT https://digest.grandeaihub.com/en/2026/04/12/article-170.html https://digest.grandeaihub.com/en/2026/04/12/article-169.html Sun, 12 Apr 2026 02:10:49 GMT https://digest.grandeaihub.com/en/2026/04/12/article-169.html https://digest.grandeaihub.com/en/2026/04/11/article-168.html The company that put a dedicated AI key on every keyboard is now stripping it away — while two new papers challenge the training consensus that RL generalizes and SFT only memorizes. Sat, 11 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/11/article-168.html https://digest.grandeaihub.com/en/2026/04/11/article-167.html Fine-tuning alone teaches LLMs to output multiple tokens per step. MARS needs no architecture changes and no extra parameters. Qwen2.5-7B hits 1.71x wall-clock speedup with near-zero migration cost. Image autoencoder collapse isn't a channel problem. TC-AE shows the real bottleneck is token utilizat Sat, 11 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/11/article-167.html https://digest.grandeaihub.com/en/2026/04/10/article-166.html Anthropic's model was found attributing actions it initiated to the humans running it. Meanwhile, OpenAI priced ChatGPT Pro at $100 a month as Florida launched a national-security probe into the company. Fri, 10 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/10/article-166.html https://digest.grandeaihub.com/en/2026/04/10/article-165.html Stable entropy doesn't mean healthy reasoning. RAGEN-2 exposes "template collapse" in agentic RL: models learn fixed templates for all inputs while entropy looks perfectly fine. Mutual information is the more reliable training signal. Meta wants the model to be the computer. Neural Computer unifies Fri, 10 Apr 2026 16:00:03 GMT https://digest.grandeaihub.com/en/2026/04/10/article-165.html https://digest.grandeaihub.com/en/2026/04/09/article-164.html The biggest AI companies are pouring resources into breaking past compute walls they once called permanent — while new research suggests the code those models help write is converging toward a single style of thought. Thu, 09 Apr 2026 16:00:08 GMT https://digest.grandeaihub.com/en/2026/04/09/article-164.html https://digest.grandeaihub.com/en/2026/04/09/article-163.html Single GPU Trains 120B at Full Precision, 1.84x Faster Than DeepSpeed. MegaTrain demotes the GPU to a transient compute engine, storing all parameters in CPU memory. Pipeline double-buffering breaks the bandwidth bottleneck. Small teams should evaluate this single-machine route. 40–60% of Video Unde Thu, 09 Apr 2026 16:00:07 GMT https://digest.grandeaihub.com/en/2026/04/09/article-163.html https://digest.grandeaihub.com/en/2026/04/08/article-162.html Google's AI Overviews are already live and delivering millions of wrong answers per hour. An AI-generated singer holds eleven iTunes chart spots — and label licensing talks haven't produced a single deal. Wed, 08 Apr 2026 17:00:03 GMT https://digest.grandeaihub.com/en/2026/04/08/article-162.html https://digest.grandeaihub.com/en/2026/04/08/article-161.html VideoLLM achieves 2 FPS streaming video QA. AURA unifies continuous perception and proactive response in one end-to-end architecture, with ASR+TTS integrated into a working interactive prototype. Agent belief maintenance gets its first systematic benchmark. ClawArena covers 64 scenarios with dynamic Wed, 08 Apr 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/04/08/article-161.html https://digest.grandeaihub.com/en/2026/04/07/article-160.html OpenAI's Gulf expansion just landed on a military strike list — a first for any tech company. Back home, a developer shipped an eight-year solo project in three months with AI, the same week Claude Code users revolted over the tools making that speed possible. Tue, 07 Apr 2026 17:00:07 GMT https://digest.grandeaihub.com/en/2026/04/07/article-160.html https://digest.grandeaihub.com/en/2026/04/07/article-159.html Learned sparsity cuts diffusion inference compute by 54% with no quality loss. DiffSparse trains a lightweight predictor to decide per-layer, per-step token sparsity rates. Stacking with distillation and quantization remains unverified. Multi-character video identity leakage traces back to position Tue, 07 Apr 2026 17:00:06 GMT https://digest.grandeaihub.com/en/2026/04/07/article-159.html https://digest.grandeaihub.com/en/2026/04/06/article-158.html Cloned copies of the leaked codebase carried malware payloads before most developers thought to check, and the administration's own tariffs have now stalled nearly half of planned US AI data center projects. Mon, 06 Apr 2026 17:00:08 GMT https://digest.grandeaihub.com/en/2026/04/06/article-158.html https://digest.grandeaihub.com/en/2026/04/06/article-157.html Open-Source 32B Reaches Top Tier for Hardware Code Debugging. InCoder distills reasoning chains from engineers' actual error-fix cycles. It ranks among the best open-source models on LiveCodeBench and CAD-Coder, though KernelBench at 38% shows GPU optimization is still far from production-ready. CLI Mon, 06 Apr 2026 17:00:07 GMT https://digest.grandeaihub.com/en/2026/04/06/article-157.html https://digest.grandeaihub.com/en/2026/04/05/article-156.html The company cut off an open-source project from Claude Code over fees in the same week it closed a biotech deal, launched a PAC, and topped secondary-market valuations. Separately, a folk singer proved her songs were AI-cloned — and exposed a proof gap most musicians will never clear. Sun, 05 Apr 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/04/05/article-156.html https://digest.grandeaihub.com/en/2026/04/05/article-155.html Discrete Tokens Are LLM's Architectural Ceiling, Not an Optimization Target. A survey traces four technical threads showing core computation migrating from token sequences to continuous latent space. Agent Skills Work Better Internalized via RL Than Retrieved at Runtime. SKILL0's progressive withdra Sun, 05 Apr 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/04/05/article-155.html https://digest.grandeaihub.com/en/2026/04/04/article-154.html Utah signed off on AI psychiatric prescriptions just as a study found users routinely fail to catch AI errors. Separately, Meta suspended data vendor Mercor, pulling a thread that's unraveling the outsourced labor chain behind AI training. Sat, 04 Apr 2026 17:00:03 GMT https://digest.grandeaihub.com/en/2026/04/04/article-154.html https://digest.grandeaihub.com/en/2026/04/04/article-153.html Single MLP Neurons Can Trigger Entity-Level "Amnesia." Google verified causal links across 200 entities — knowledge editing may shift from broad surgery to precision targeting. Reusable Problem-Solving Routines Extracted From Reasoning Traces. 32 million procedural knowledge entries free models from Sat, 04 Apr 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/04/04/article-153.html https://digest.grandeaihub.com/en/2026/04/03/article-152.html The acquisition raises immediate conflict-of-interest questions — and it's not the week's only trust deficit, with Perplexity now sued over an incognito mode that allegedly never stopped tracking users. Fri, 03 Apr 2026 17:00:05 GMT https://digest.grandeaihub.com/en/2026/04/03/article-152.html https://digest.grandeaihub.com/en/2026/04/03/article-151.html A Terminal-Only Agent Matches Fully Equipped MCP Setups. 72 HF upvotes confirm practitioners' collective anxiety about agent over-engineering is real — but whether the benchmark tasks cover true enterprise complexity still deserves scrutiny. On-Demand Reasoning Tokens During Code Generation Hit SOTA Fri, 03 Apr 2026 17:00:05 GMT https://digest.grandeaihub.com/en/2026/04/03/article-151.html https://digest.grandeaihub.com/en/2026/04/02/article-150.html Microsoft's own terms of service downgrade Copilot to an entertainment tool while its sales team pushes it into enterprise code-review pipelines — and across the industry, vendors are shipping smaller models, quietly conceding the 10x scaling era is over. Thu, 02 Apr 2026 17:00:08 GMT https://digest.grandeaihub.com/en/2026/04/02/article-150.html https://digest.grandeaihub.com/en/2026/04/02/article-149.html Data mixing ratios move from pre-training hyperparameter to post-training optimization. OptiMer trains per-dataset models, then searches for optimal merge weights in parameter space. Search cost drops 15–35x. Surface cues hijack LLM reasoning 8–38x harder than target constraints. A stable sigmoid pa Thu, 02 Apr 2026 17:00:07 GMT https://digest.grandeaihub.com/en/2026/04/02/article-149.html https://digest.grandeaihub.com/en/2026/04/01/article-148.html The complete codebase went out to every developer who ran the update — no announcement, no redaction. OpenAI, meanwhile, closed $122 billion at an $852 billion valuation while quietly narrowing its product ambitions. Wed, 01 Apr 2026 17:00:03 GMT https://digest.grandeaihub.com/en/2026/04/01/article-148.html https://digest.grandeaihub.com/en/2026/03/31/article-147.html A developer discovered advertising injected into Copilot-generated code, while survey data shows Americans are steadily increasing their use of AI tools they openly distrust — and investors just poured $1.5 billion into four compute ventures in a single day. Tue, 31 Mar 2026 17:00:07 GMT https://digest.grandeaihub.com/en/2026/03/31/article-147.html https://digest.grandeaihub.com/en/2026/03/31/article-146.html Discrete diffusion VLMs validated for GUI grounding for the first time. Bidirectional attention shows structural advantages on spatial tasks. Data diversity alone yields a 20-point average gain. CVPR accepted. LoRA's null-space compression correlates with task performance and works directly as a mer Tue, 31 Mar 2026 17:00:07 GMT https://digest.grandeaihub.com/en/2026/03/31/article-146.html https://digest.grandeaihub.com/en/2026/03/30/article-145.html AI content generation has outpaced every detection layer designed to catch it — and in developer tools, OpenAI is rushing Codex plugins out the door as Claude Code's ecosystem expands. Mon, 30 Mar 2026 17:00:07 GMT https://digest.grandeaihub.com/en/2026/03/30/article-145.html https://digest.grandeaihub.com/en/2026/03/29/article-144.html Stanford experiments quantified how AI flattery shifts users' ethical reasoning, and the financial stakes match the ethical ones — SoftBank and SK Hynix are chasing $54 billion because AI has outgrown what venture capital can fund. Sun, 29 Mar 2026 17:00:03 GMT https://digest.grandeaihub.com/en/2026/03/29/article-144.html https://digest.grandeaihub.com/en/2026/03/29/article-143.html Mistral becomes the first major LLM lab to ship its own TTS. Three seconds of reference audio is enough for voice cloning. Speech synthesis is shifting from specialized vendors to LLM-platform table stakes. Diffusion language models get their first training-free speedup. S2D2 exploits a degeneracy a Sun, 29 Mar 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/03/29/article-143.html https://digest.grandeaihub.com/en/2026/03/28/article-142.html Reco.ai's viral cost-cutting claim didn't survive line-by-line scrutiny from engineers who questioned every number. In Washington, a federal judge blocked Pentagon retaliation against Anthropic on the same day the White House lost its AI czar. Sat, 28 Mar 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/03/28/article-142.html https://digest.grandeaihub.com/en/2026/03/28/article-141.html Self-distillation strips out the model's ability to hesitate, not redundant steps. Once epistemic verbalization is suppressed, OOD performance drops up to 40%, and standard metrics won't catch it. Coding agents produce 2.2x more redundancy than human projects. SlopCodeBench is the first benchmark to Sat, 28 Mar 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/03/28/article-141.html https://digest.grandeaihub.com/en/2026/03/27/article-140.html Google pushed three AI search features live in one week—all bypassing the text box—but Wikipedia just showed the technology still invents its own sources. Fri, 27 Mar 2026 17:00:03 GMT https://digest.grandeaihub.com/en/2026/03/27/article-140.html https://digest.grandeaihub.com/en/2026/03/27/article-139.html Speculative Execution Comes to Agent Loops, Up to 3.35x Speedup. SpecEyes borrows CPU branch prediction for multimodal agents: a small model predicts trajectories, launches vision tool calls in parallel. Accuracy holds or improves. VLM Speedup Without Dropping Visual Tokens. VISOR replaces dense sel Fri, 27 Mar 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/03/27/article-139.html https://digest.grandeaihub.com/en/2026/03/27/article-138.html Fri, 27 Mar 2026 17:00:01 GMT https://digest.grandeaihub.com/en/2026/03/27/article-138.html https://digest.grandeaihub.com/en/2026/03/26/article-137.html OpenAI packed three safety programs into a single day as IPO preparations accelerate, a pace that puts credibility and optics on the same clock. Google, meanwhile, opened its Lyria 3 music-generation model to any developer with an API key. Thu, 26 Mar 2026 17:00:03 GMT https://digest.grandeaihub.com/en/2026/03/26/article-137.html https://digest.grandeaihub.com/en/2026/03/26/article-136.html Diffusion Decoding Replaces Autoregressive OCR, Going From Serial to Parallel. MinerU-Diffusion reframes document parsing as inverse rendering, using block-wise diffusion to generate structured source in parallel. 3.2x faster decoding, open-source. RLVR Update Direction Matters More Than Magnitude. Thu, 26 Mar 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/03/26/article-136.html https://digest.grandeaihub.com/en/2026/03/25/article-135.html The same week OpenAI paired a $1 billion charity pledge with a ChatGPT shopping launch, three Hacker News threads drew 1,005 comments questioning whether AI is delivering on its promises. Wed, 25 Mar 2026 17:00:07 GMT https://digest.grandeaihub.com/en/2026/03/25/article-135.html https://digest.grandeaihub.com/en/2026/03/25/article-134.html Decomposing formal proofs into three independent RL tasks beats end-to-end training. LongCat-Flash-Prover separates autoformalization, scaffolding, and step-by-step proving, each with its own RL loop. HisPO stabilizes MoE long-chain training. The methodology transfers regardless of model scale. Laye Wed, 25 Mar 2026 17:00:06 GMT https://digest.grandeaihub.com/en/2026/03/25/article-134.html https://digest.grandeaihub.com/en/2026/03/24/article-133.html NVIDIA's CEO says artificial general intelligence has arrived, but a wave of young workers is placing the opposite bet — trade-school enrollment is surging as a generation chooses pipe wrenches over prompt engineering. Tue, 24 Mar 2026 17:00:08 GMT https://digest.grandeaihub.com/en/2026/03/24/article-133.html https://digest.grandeaihub.com/en/2026/03/24/article-132.html Seed1.8 unifies search, code execution, and GUI interaction at the foundation layer. ByteDance's agent-native model optimizes for latency and cost in production, but the model card lacks direct comparison against general-purpose model + framework setups. Language training systematically erodes visua Tue, 24 Mar 2026 17:00:07 GMT https://digest.grandeaihub.com/en/2026/03/24/article-132.html https://digest.grandeaihub.com/en/2026/03/24/article-131.html Tue, 24 Mar 2026 17:00:06 GMT https://digest.grandeaihub.com/en/2026/03/24/article-131.html https://digest.grandeaihub.com/en/2026/03/23/article-130.html Cursor's coding assistant quietly relied on Chinese-developed AI without disclosing it to users. At GDC, AI vendors flooded the show floor — but Crimson Desert's studio felt it had to apologize for actually putting the technology to work. Mon, 23 Mar 2026 17:00:07 GMT https://digest.grandeaihub.com/en/2026/03/23/article-130.html https://digest.grandeaihub.com/en/2026/03/23/article-129.html Generative recommendation's "generalization advantage" degrades to token-level memorization at closer inspection. Per-instance fusion of both paradigms beats picking sides. Security compliance audits may be the ideal agent use case thanks to explicit standards and scarce human experts. Domain fine-t Mon, 23 Mar 2026 17:00:06 GMT https://digest.grandeaihub.com/en/2026/03/23/article-129.html https://digest.grandeaihub.com/en/2026/03/22/article-128.html Sun, 22 Mar 2026 17:47:12 GMT https://digest.grandeaihub.com/en/2026/03/22/article-128.html https://digest.grandeaihub.com/en/2026/03/22/article-127.html The court filing puts specific dates on record the White House will struggle to square with its public statements. In the same week, AI agents spread across four layers of the internet and Hachette yanked a novel on nothing more than AI suspicion. Sun, 22 Mar 2026 17:00:04 GMT https://digest.grandeaihub.com/en/2026/03/22/article-127.html https://digest.grandeaihub.com/en/2026/03/22/article-126.html Cascade RL plus multi-domain distillation lets 3B active parameters win three olympiad golds. NVIDIA open-sourced the full training recipe. Small-model reasoning ceilings just moved. Video diffusion models already encode full 3D spatial priors internally. No 3D annotations or geometry modules needed Sun, 22 Mar 2026 17:00:03 GMT https://digest.grandeaihub.com/en/2026/03/22/article-126.html https://digest.grandeaihub.com/en/2026/03/22/article-125.html Sun, 22 Mar 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/03/22/article-125.html https://digest.grandeaihub.com/en/2026/03/22/article-124.html Sun, 22 Mar 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/03/22/article-124.html https://digest.grandeaihub.com/en/2026/03/22/article-123.html Sun, 22 Mar 2026 03:18:27 GMT https://digest.grandeaihub.com/en/2026/03/22/article-123.html https://digest.grandeaihub.com/en/2026/03/21/article-122.html Google has begun altering publisher headlines directly in search results, raising questions about who controls the front page of the internet — meanwhile, OpenAI is collapsing ChatGPT, Codex, and its browser into a single desktop app. Sat, 21 Mar 2026 17:00:04 GMT https://digest.grandeaihub.com/en/2026/03/21/article-122.html https://digest.grandeaihub.com/en/2026/03/21/article-121.html Misaligned experience replay is a silent bottleneck in agent RL. Complementary RL lets the experience extractor adapt based on policy performance, enabling co-evolution instead of static accumulation. Video-SFT's temporal gains come at the cost of spatial understanding. Systematic experiments across Sat, 21 Mar 2026 17:00:03 GMT https://digest.grandeaihub.com/en/2026/03/21/article-121.html https://digest.grandeaihub.com/en/2026/03/21/article-120.html Sat, 21 Mar 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/03/21/article-120.html https://digest.grandeaihub.com/en/2026/03/20/article-119.html Fri, 20 Mar 2026 17:00:02 GMT https://digest.grandeaihub.com/en/2026/03/20/article-119.html https://digest.grandeaihub.com/en/2026/03/19/article-118.html The deal puts two of Python's most widely adopted developer tools under OpenAI's control. Elsewhere, Meta discovered its AI agent had been breaking data access rules for nearly two hours. Thu, 19 Mar 2026 23:37:45 GMT https://digest.grandeaihub.com/en/2026/03/19/article-118.html https://digest.grandeaihub.com/en/2026/03/19/article-117.html General-purpose code models collapse on industrial tasks. The root cause is data and paradigm mismatch. InCoder-32B is the first 32B open-source base model unifying chip design, GPU optimization, and three other industrial code domains. 283 HF upvotes confirm the demand. The hardest bottleneck for a Thu, 19 Mar 2026 23:22:01 GMT https://digest.grandeaihub.com/en/2026/03/19/article-117.html https://digest.grandeaihub.com/en/2026/03/19/article-116.html Thu, 19 Mar 2026 04:49:59 GMT https://digest.grandeaihub.com/en/2026/03/19/article-116.html https://digest.grandeaihub.com/en/2026/03/19/article-115.html One lab wants the public to help define artificial general intelligence; meanwhile, the people writing software with AI tools say the results aren't trustworthy—even as code-model investment keeps climbing. Thu, 19 Mar 2026 02:18:33 GMT https://digest.grandeaihub.com/en/2026/03/19/article-115.html https://digest.grandeaihub.com/en/2026/03/19/article-114.html An open-source search agent trained on 12K synthetic samples beats closed-source competitors. OpenSeeker nearly doubles the second-best on BrowseComp with fully open data and weights. Deep Research is no longer a big-lab monopoly. Cross-layer attention keeps deep signals from fading. MoDA lets each Thu, 19 Mar 2026 02:08:27 GMT https://digest.grandeaihub.com/en/2026/03/19/article-114.html https://digest.grandeaihub.com/en/2026/03/18/article-113.html Wed, 18 Mar 2026 17:01:45 GMT https://digest.grandeaihub.com/en/2026/03/18/article-113.html https://digest.grandeaihub.com/en/2026/03/18/article-112.html Wed, 18 Mar 2026 17:01:45 GMT https://digest.grandeaihub.com/en/2026/03/18/article-112.html https://digest.grandeaihub.com/en/2026/03/18/article-111.html Wed, 18 Mar 2026 16:05:01 GMT https://digest.grandeaihub.com/en/2026/03/18/article-111.html https://digest.grandeaihub.com/en/2026/03/18/article-110.html Wed, 18 Mar 2026 16:05:01 GMT https://digest.grandeaihub.com/en/2026/03/18/article-110.html https://digest.grandeaihub.com/en/2026/03/18/article-109.html The Defense Department will build isolated training pipelines to keep frontier AI from adversaries. Meanwhile, OpenAI, Mistral, and Google are all ditching flagship models for purpose-built tools and personal data. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-109.html https://digest.grandeaihub.com/en/2026/03/18/article-108.html Nvidia's DLSS 5 now generates entire game frames from scratch, but players are branding the output "slop." Meanwhile, 577 developers put agentic coding to the test and report decidedly mixed results. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-108.html https://digest.grandeaihub.com/en/2026/03/18/article-107.html After abandoning its in-house code editor for the second time, xAI hired two senior Cursor leaders to fill the gap — while across the industry, AI infrastructure spending locked into a self-reinforcing cycle where models generate the demand that justifies building more of them. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-107.html https://digest.grandeaihub.com/en/2026/03/18/article-106.html The director publicly rejected AI in filmmaking, and Netflix embraced it within the same week. The Pentagon, meanwhile, committed $20 billion to Anduril — and Microsoft released an AI that reads your blood work. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-106.html https://digest.grandeaihub.com/en/2026/03/18/article-105.html The departures leave xAI's founding brain trust nearly empty — the same week Google, Microsoft, and Meta each turned their AI assistants into agents that handle real purchases. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-105.html https://digest.grandeaihub.com/en/2026/03/18/article-104.html A Defense Department prototype meant to prioritize military targets keeps deviating from its own rules. Atlassian is betting the other way, cutting 1,600 jobs to fund AI tools that could shrink its core product line. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-104.html https://digest.grandeaihub.com/en/2026/03/18/article-103.html The world's biggest GPU maker wants to build the models too, backing that ambition with $26 billion. OpenAI, meanwhile, gave AI agents their own sandboxed operating system — a sign the industry expects agents to need a lot more than an API. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-103.html https://digest.grandeaihub.com/en/2026/03/18/article-102.html Meta's chief AI scientist secured $1 billion to build beyond the transformer architecture — the same week an open-source OS banned AI-generated code and a federal court told Amazon it can't take humans out of automated decisions. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-102.html https://digest.grandeaihub.com/en/2026/03/18/article-101.html Current and former staff at rival AI labs publicly sided with Anthropic in its Pentagon dispute, while a private detention facility operator quietly pivots to housing AI data center workers. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-101.html https://digest.grandeaihub.com/en/2026/03/18/article-100.html OpenAI's robotics chief resigned over a Pentagon deal and courts began putting dollar figures on AI transparency — yet companies keep cutting payrolls to fund technology that still stumbles at consumer basics. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-100.html https://digest.grandeaihub.com/en/2026/03/18/article-99.html An AI company shipped a security fix to one of the world's most-used browsers, and the Department of Defense labeled the arrangement a national security risk. In the same week, three separate AI privacy failures traced back to the same regulatory gap no one has closed. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-99.html https://digest.grandeaihub.com/en/2026/03/18/article-98.html A crafted GitHub issue tricked Cline's automated triage into executing arbitrary commands, reaching production—while Anthropic and OpenAI quietly publish self-authored audits of their own societal impact. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-98.html https://digest.grandeaihub.com/en/2026/03/18/article-97.html The company reframed a model that resists human steering as a safety achievement — the same week Anthropic learned that saying no to the Pentagon earns you a spot on its list. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-97.html https://digest.grandeaihub.com/en/2026/03/18/article-96.html A problem that occupied one of computer science's greatest minds for weeks took an AI model roughly sixty minutes — meanwhile, new benchmarks reveal that code agents still collapse the moment tasks move beyond introductory difficulty. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-96.html https://digest.grandeaihub.com/en/2026/03/18/article-95.html OpenAI and Google released competing budget models within hours of each other, but it's Meta's Ray-Ban glasses — and the Kenyan data workers reviewing every frame — that raise the sharpest questions about where cost-cutting really lands. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-95.html https://digest.grandeaihub.com/en/2026/03/18/article-94.html OpenAI sealed a defense deal in hours, but the concessions reveal what that speed actually cost. Courts and streets drew lines around AI on the same weekend — the Supreme Court closed the copyright path while 500 marched in London demanding a pause on frontier development. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-94.html https://digest.grandeaihub.com/en/2026/03/18/article-93.html OpenAI helped preserve Anthropic's eligibility for defense contracts — then signed one itself. Meanwhile, Anthropic shipped a memory import tool precisely timed to its app store surge. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-93.html https://digest.grandeaihub.com/en/2026/03/18/article-92.html The terms live on a classified network beyond public review — and users responded by pushing "Delete Your OpenAI Account" to the top of Hacker News while Claude climbed to No. 2 in the App Store. Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-92.html https://digest.grandeaihub.com/en/2026/03/18/article-91.html Anthropic被五角大楼列为「供应链风险」、白宫下令联邦机构全面停用，同一周OpenAI完成资本大换血，微软从唯一靠山变成三巨头之一；一个AI编程怀疑论者记录了自己180度转弯的全过程。 Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-91.html https://digest.grandeaihub.com/en/2026/03/18/article-90.html Google API密钥从无害的公开标识符变成AI通行证，早已散落各处的数百万密钥一夜成了安全隐患；汉堡王员工耳机里多了个AI，既教做汉堡，也给你的礼貌打分。 Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-90.html https://digest.grandeaihub.com/en/2026/03/18/article-89.html Community citation signals can train "taste." RLCF uses 700K paper pairs for preference modeling, producing a judge that outperforms GPT-5.2. The paradigm transfers to any domain requiring taste-based decisions. Classifier blind spots hide in the null space. SING translates geometric invariants of l Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-89.html https://digest.grandeaihub.com/en/2026/03/18/article-88.html Design CoT Supervision From Domain Experts' Actual Reasoning Process. In medical VQA, structured clinical workflows as CoT steps improve both accuracy and traceability. The approach transfers to any vertical requiring structured professional judgment. CVPR accepted. How Few Features Reproduce a Mode Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-88.html https://digest.grandeaihub.com/en/2026/03/18/article-87.html SWE agent training is bottlenecked by executable environments, not algorithms. OpenSWE open-sources 45,320 Dockerized training environments across 12,800+ repos. The $1.47M build cost shows why academic labs can't fill this infrastructure gap alone. A budget-aware tree search beats 4x brute-force sa Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-87.html https://digest.grandeaihub.com/en/2026/03/18/article-86.html Document Agents' Reasoning Is Overestimated. MADQA's benchmark, designed with classical test theory, shows the best multimodal agents match human accuracy but navigate more like random search than strategic reasoning. Nearly 20% gap to Oracle remains. Understanding 3D Space Doesn't Need Longer Conte Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-86.html https://digest.grandeaihub.com/en/2026/03/18/article-85.html Encoding LLM Responses Instead of User Queries Lifts Embeddings by 9.3%. LLM2Vec-Gen uses purely self-supervised training to beat the best unsupervised methods on MTEB. Safety alignment transfers into embedding space as a bonus. The Real Bottleneck in STEM Visual Reasoning Is Perception, Not Reasoni Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-85.html https://digest.grandeaihub.com/en/2026/03/18/article-84.html CoT Reasoning Doubles as a Parametric Memory Search Engine. Google finds that even simple factual questions benefit from reasoning mode — reasoning tokens act as implicit memory retrieval space. Agent Interaction Signals Unified Into an Online Learning Source. OpenClaw-RL folds dialogue, terminal, a Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-84.html https://digest.grandeaihub.com/en/2026/03/18/article-83.html All Intrinsic RLVR Is Just Sharpening the Initial Distribution. Model prior quality sets the training ceiling. Model Collapse Step can predict feasibility before you commit resources. Code Beats Natural Language as a Spatial Reasoning Chain. Structured layout benchmarks improve 68.83%, with the larg Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-83.html https://digest.grandeaihub.com/en/2026/03/18/article-82.html Non-Differentiable Rewards Now Work for Few-Step Diffusion RL Training. 4-step generation beats 100-step baselines across the board. Human preference, safety, object counting — the signals that matter most in production are no longer locked out. Code Model RL Post-Training Enters Its Engineering Pha Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-82.html https://digest.grandeaihub.com/en/2026/03/18/article-81.html Post-Training Data Matters More Than Model Size in Vertical Domains. A systematic ablation in finance shows that distillation quality control plus difficulty-aware sampling lets an 8B model beat same-scale SOTA with just 12k RL samples. Offline RL Turns Agent Planning From Guesswork Into Engineering Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-81.html https://digest.grandeaihub.com/en/2026/03/18/article-80.html Contrastive Pretraining Actively Hurts VLMs. CLIP optimizes for category discrimination, not fine-grained understanding. Tencent's Penguin-VL initializes the vision encoder from a text-only LLM, beating CLIP/SigLIP alternatives at 2B and 8B scale. Sparse Attention's Bottleneck Shifts from "How to Sp Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-80.html https://digest.grandeaihub.com/en/2026/03/18/article-79.html "Be Concise" Self-Distillation Halves Tokens and Raises Accuracy. Qwen3 on MATH-500: 57% fewer reasoning tokens, 16-point accuracy gain. Redundant reasoning doesn't just waste compute — it actively introduces errors. Policy Already Knows Where It Fails. RoboPocket projects the model's uncertainty vi Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-79.html https://digest.grandeaihub.com/en/2026/03/18/article-78.html 14B Video Model at 19.5 FPS on One GPU. No KV-cache, no sparse attention, no quantized inference. The architecture is natively designed for real-time generation, not patched after the fact. Verification Is the Real Test-Time Scaling Bottleneck. V1 finds pairwise comparison far outperforms independen Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-78.html https://digest.grandeaihub.com/en/2026/03/18/article-77.html Code agents fall apart outside single-repo fixes. BeyondSWE tests four dimensions across 500 instances. The best model stays below 45% success. Adding search doesn't help. Train together, deploy alone. HACRL lets heterogeneous agents share verified rollouts during training. Sampling cost drops by ha Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-77.html https://digest.grandeaihub.com/en/2026/03/18/article-76.html AI-generated animation now outputs editable project files directly. OmniLottie compresses Lottie's verbose JSON into parameterized token sequences, letting vision-language models generate vector animations with keyframes and easing curves. No format conversion needed. CVPR accepted, 2M-animation dat Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-76.html https://digest.grandeaihub.com/en/2026/03/18/article-75.html A 4B reasoning model trained on 9K curated samples approaches DeepSeek-R1. CHIMERA shows the real bottleneck in reasoning training is domain coverage and data curation, not scale. Attention steering is finally production-ready. SEKA edits key embeddings in the frequency domain, bypassing FlashAttent Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-75.html https://digest.grandeaihub.com/en/2026/03/18/article-74.html A single spectral condition unifies μP scaling across width and depth. No more per-architecture, per-optimizer derivations for hyperparameter transfer. Code included. Data curation itself leaks membership information. Anthropic shows that even models trained only on public data expose the compositio Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-74.html https://digest.grandeaihub.com/en/2026/03/18/article-73.html Spatial relationships in image generation can now be optimized, not just hoped for. SpatialScore trains a reward model that outperforms GPT-4V on spatial evaluation, then uses it to RL-fine-tune generators. CVPR accepted, dataset open-sourced. Masked image generation gets a 4x speedup with no qualit Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-73.html https://digest.grandeaihub.com/en/2026/03/18/article-72.html Latent reasoning gains come from side effects, not reasoning itself. Causal mediation analysis reveals a causal disconnect between latent tokens and both inputs and outputs. A simple text-based "imagination" baseline outperforms complex latent-space methods. Deep research agent cuts 70% of reasoning Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-72.html https://digest.grandeaihub.com/en/2026/03/18/article-71.html Apple从零预训三模态masked diffusion模型，系统性测试了scaling law、模态混合和噪声调度，对做多模态扩散的团队直接可参考。masked diffusion正在成为自回归之外的可选路线 Agentic RL训练collapse有了系统性诊断框架：ARLArena把policy gradient拆成四个设计维度逐一消融，找到不稳定根源，比盲目换算法有效得多 SkyReels-V4用双流MMDiT同时生成视频和音频，文生视频、inpainting、editing统一为单一接口。统一架构正在收编独立的模态pipeline GUI Agent加CoT推理反而损害grounding能力。GUI-Libra发现问题出在action token被稀释和step级验证不完整，给出了针对性修法 世界模型走向多人多视角，Solaris在Minecraft里实现多玩家一致性模拟。配套的自动化数据采集系统可能比模型本身更有长期价值 Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-71.html https://digest.grandeaihub.com/en/2026/03/18/article-70.html TTT架构被证明等价于线性注意力算子，NVIDIA团队的形式化证明将两个独立研究社区的技术积累打通，高效序列建模的设计空间大幅缩减 终端Agent的训练数据工程首次系统公开：从种子任务生成到技能组合、训练策略对比，全套数据集和模型权重开源。8B模型准确率从2.5%跳到13.0% RL训练视觉Agent的「偷懒」难题有了工程方案，过采样+累积工具奖励的组合有效遏制interaction collapse，模型不再退化成单轮问答 多模态检索的存储瓶颈迎来通用压缩方案。注意力引导聚类将文档向量压到固定预算内，跨文本、图像、视频三种模态均保持检索质量 Google Aletheia全自主完成数学证明挑战，但10道题的样本量远不够下结论——数学推理benchmark本身的成熟度可能是更大的瓶颈 Wed, 18 Mar 2026 01:48:20 GMT https://digest.grandeaihub.com/en/2026/03/18/article-70.html https://digest.grandeaihub.com/en/2026/03/17/article-29.html Tue, 17 Mar 2026 16:01:28 GMT https://digest.grandeaihub.com/en/2026/03/17/article-29.html https://digest.grandeaihub.com/en/2026/03/17/article-28.html Tue, 17 Mar 2026 16:01:28 GMT https://digest.grandeaihub.com/en/2026/03/17/article-28.html https://digest.grandeaihub.com/en/2026/03/16/article-27.html Mon, 16 Mar 2026 16:02:35 GMT https://digest.grandeaihub.com/en/2026/03/16/article-27.html https://digest.grandeaihub.com/en/2026/03/15/article-26.html Sun, 15 Mar 2026 16:01:50 GMT https://digest.grandeaihub.com/en/2026/03/15/article-26.html https://digest.grandeaihub.com/en/2026/03/15/article-25.html Sun, 15 Mar 2026 16:01:50 GMT https://digest.grandeaihub.com/en/2026/03/15/article-25.html 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