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All about AI, Web 3.0, BCI
May 16, 2026, 04:16 AM
What if your AI agent could train itself by exploring thousands of real-world services and automatically finding its own weaknesses?
Renmin University of China and ByteDance Seed https://agent-tars-world.github.io/-/ Agent-World, a self-evolving training arena.
It works by having the agent discover new tool environments and tasks on its own, then continuously practice and improve where it’s weakest.
The result: Agent-World-8B and 14B consistently outperform strong proprietary models across 23 challenging agent benchmarks.
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All about AI, Web 3.0, BCI
May 16, 2026, 04:16 AM
Shopify https://www.shopify.com/de/agentic-readiness a free tool/scanner that tells you how visible your store is to AI shopping agents like ChatGPT and Microsoft Copilot.
Paste a URL. Then it runs 31 checks across five categories: AI discoverability, product schema, transaction readiness, trust signals, and operational maturity.
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All about AI, Web 3.0, BCI
May 16, 2026, 04:16 AM
Google introduced https://arxiv.org/abs/2605.10820 benchmark to evaluate the ability of agents to make informative measurements and conclusions subject to constraints on the quality and quantity of measurements.
The benchmark consists of three environments, each based on a distinct physical law.
To mitigate contamination from existing knowledge, and prevent the results merely reflecting memorization, MaD Physics includes altered physical laws.
In each trial, the agent makes measurements of the system until it exhausts an allotted budget and is then asked to infer the underlying physical law to make predictions about the future state.
MaD Physics evaluates two fundamental capabilities of scientific agents:
inferring models from data and planning under constraints.
Also Google demonstrated how MaD Physics can be used to evaluate other capabilities such as multimodality and in-context learning.
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All about AI, Web 3.0, BCI
May 16, 2026, 04:16 AM
HUGE! Anthropic just https://www.anthropic.com/news/higher-limits-spacex the world’s largest AI data center from Musk and signed up to build orbital compute with him too.
Anthropic officially announced it’s getting the entire Colossus 1 data center: 300+ megawatts, 220K NVIDIA GPUs, coming online within a month.
For Claude users this means doubled rate limits on Claude Code for Pro/Max/Team plans, peak hours restrictions removed, and significantly higher API rate limits for Opus models.
But here’s what actually matters. Colossus 1 is xAI infrastructure the same xAI that SpaceX absorbed in February for $1.25T. And just weeks ago, Cursor moved into the same cluster to train its Composer 2.5 model on xAI GPUs.
Musk just became the landlord of the AI compute race. He’s renting the same infrastructure to direct competitors while using Cursor to extract real-world developer data and insights that feed back into his own models.
Everyone’s paying Musk to stay competitive. Including the company that’s building the fastest-growing coding tool to compete with Cursor.
And the detail that almost nobody is talking about: Anthropic officially expressed interest in developing orbital AI compute capacity together with SpaceX. That line is in the official blog post.
The next frontier of the AI race isn’t a data center in Texas. It’s in orbit.
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All about AI, Web 3.0, BCI
May 16, 2026, 04:16 AM
Anthropic launched multiagent orchestration, outcomes and webhooks in public beta and dreaming newest feature in research preview
Multi-agent orchestration https://platform.claude.com/docs/en/managed-agents/multi-agent task delegation to specialized sub-agents.
Each sub-agent has its own context window, but they share a container + filesystem to coordinate work.
Agents can https://platform.claude.com/docs/en/managed-agents/define-outcomes a rubric that describes task completion.
A dedicated grader sub-agent uses the rubric to evaluate any work done and returns feedback for the next iteration.
Agents https://platform.claude.com/docs/en/managed-agents/webhooks#supported-event-types post updates to webhooks configured in your Claude workspace.
This removes the need to keep an SSE stream open or poll for completion.
Agents https://platform.claude.com/docs/en/managed-agents/dreams in a session. Dreaming is a background process that reflects over many sessions to curate memories: it can edit them based on patterns, add new skills, or remove stale ones.
To get started with any of these features, try /claude-api skill in Claude Code or the OSS https://github.com/anthropics/skills/tree/main/skills/claude-api
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All about AI, Web 3.0, BCI
May 16, 2026, 04:16 AM
Kraken https://www.bloomberg.com/news/articles/2026-05-07/kraken-parent-to-buy-reap-for-600-million-in-asian-expansion Hong Kong's Reap, stablecoin payments powerhouse, for $600M.
Turbocharges Asia expansion amid stablecoin boom.
Kraken shells out $600M for Reap, HK/Singapore fintech bridging TradFi and crypto via USDC B2B payments, Visa cards.
Reap: Non-bank card issuer, $40M prior funding, Circle/Fireblocks partner.
Fits Kraken's spree (e.g., NinjaTrader).
Positions Kraken as stablecoin leader in Asia's regulatory hotspots:
- Targets P2P, expense mgmt; eyes AI agents, emerging markets.
- BTC holds ~$81K, no immediate volatility.
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All about AI, Web 3.0, BCI
May 16, 2026, 04:16 AM
DeepSeek's first external fundraising round could hit $50B valuation
DeepSeek is https://www.scmp.com/tech/tech-trends/article/3352945/deepseek-soon-close-first-external-fundraising-us50b-valuation-sources?share=8mj+5n5jka8aN7As7uxC4Xt8JWSVv+FXCMKKi97yCT+3pBG9gnL9A4YQien7j/yuWydxVrpqbsnWrN7ClRIpOzh/WtHoOpmKVVvz+AUEmbA=&utm_campaign=social_share to close its first-ever external funding round soon, potentially reaching a valuation of up to $50 billion, according to three sources familiar with the matter.
Investors include AI-focused affiliates under Phase III of China's "Big Fund" (China Integrated Circuit Industry Investment Fund).
Other participants: Global investment firm Hillhouse and Shenzhen-based tech giant Tencent Holdings are also involved in the discussions.
This would be five times higher than the initial $10 billion valuation reported by local media last month when the round began.
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All about AI, Web 3.0, BCI
May 16, 2026, 04:16 AM
AI agents now have phone numbers. Saperly just launched the first phone carrier built only for AI agents. Your agent gets its own number. Voice, SMS, routing, compliance, all live in seconds. → Same number every time it calls → Same caller ID across every…
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All about AI, Web 3.0, BCI
May 16, 2026, 04:16 AM
OpenAI just https://openai.com/index/mrc-supercomputer-networking/ Multipath Reliable Connection (MRC), a new open networking protocol that helps large AI training clusters run faster and more reliably, with less wasted GPU time.
MRC is already deployed across all of OpenAI’s largest supercomputers that used to train frontier models.
MRC is now available through the Open computer Project for the entire industry to use and build on.
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All about AI, Web 3.0, BCI
May 16, 2026, 04:16 AM
https://arxiv.org/abs/2605.00925 is a foundation model that could align histology, spatial biology & clinical data to reveal latent biomedical insights
Haiku a tri-modal foundation model trained on 26.7M+ spatial proteomics patches with matched H&E and clinical text, aligned in one shared embedding space.
The exciting part: Haiku is a counterfactual framework that fixes the morphology, edit only the metadata, and surfaces niche-specific molecular shifts.
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All about AI, Web 3.0, BCI
Apr 6, 2026, 05:16 PM
What if AI didn’t just solve math problems but discovered entirely new mathematical structures?
Meet https://the-omega-institute.github.io/automath/#the-method from The Omega Institute.
From ONE equation (x² = x + 1) and ZERO extra axioms, team derive 9 branches of math: algebra, combinatorics, topology, dynamical systems… all formally verified in Lean 4 (~2,350 theorems, 25k lines of code).
Their method: Derive, Discover, Name
• Derive → AI exhaustively explores every logical consequence
• Discover → Patterns emerge that humans might never notice
• Name → Human intuition connects them to deep math (rings, finite fields, golden-ratio p-adics…)
https://github.com/the-omega-institute/automath
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All about AI, Web 3.0, BCI
Apr 6, 2026, 05:16 PM
Google https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6372438 on AI Agent Traps
An increasing volume of web content is being created by, and consumed by, advanced AI agents.
This puts environmental AI safety in focus, as it exposes a vast attack surface via the content that AI agents interact with.
This paper explores the landscape of environmental attacks and defenses, aiming to inform mitigations that are needed for ensuring safety of the agentic web.
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All about AI, Web 3.0, BCI
Apr 6, 2026, 05:16 PM
https://prismml.com/news/bonsai-8b a 1-bit weight model that fits into 1.15 GBs of memory and delivers over 10x the intelligence density of its full-precision counterparts.
PrismML grew out of years of research at Caltech
The first proof point is the 1-bit Bonsai family: models that are small, fast, and efficient enough to run locally, while remaining competitive with full-precision models in their class.
It is 14x smaller, 8x faster, and 5x more energy efficient on edge hardware while remaining competitive with other models in its parameter-class.
Open-source model under Apache 2.0 license, along with Bonsai 4B and 1.7B models.
https://huggingface.co/collections/prism-ml/bonsai
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All about AI, Web 3.0, BCI
Apr 6, 2026, 05:16 PM
Claude code source code has been leaked via a map file in their npm registry. You can find it https://github.com/instructkr/claude-code
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All about AI, Web 3.0, BCI
Apr 6, 2026, 05:16 PM
OMG! Whoop https://www.nytimes.com/2026/03/31/business/dealbook/whoop-raises-575-million-10-billion-valuation.html?ysclid=mnepiwi93b828382462 $575M at a $10.1B valuation
Whoop is building the world’s leading personal, preventive health platform powered by continuous biometric data, advanced analytics, and AI to help people understand their bodies and improve their health in real time.
In the past 12 months, Whoop has received medical clearances, launched blood testing, and created a platform that has saved lives.
Abbott and Mayo Clinic two of the most respected and influential institutions in global healthcare are now investors in Whoop.
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All about AI, Web 3.0, BCI
Apr 6, 2026, 05:16 PM
Mathematical https://arxiv.org/pdf/2603.26524 and human thought in the age of AI by Tanya Klowden, Terence Tao
In this paper, researchers consider the rapidly evolving impact of AI to the traditional questions of philosophy with an emphasis on its application in mathematics and on the broader real-world outcomes of its more general use.
They are assert that AI is a natural evolution of human tools developed throughout history to facilitate the creation, organization, and dissemination of ideas, and argue that it is paramount that the development and application of AI remain fundamentally human-centered.
They are propose a pathway to integrating AI into our most challenging and intellectually rigorous fields to the benefit of all humankind.
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All about AI, Web 3.0, BCI
Apr 6, 2026, 05:16 PM
Microsoft https://techcommunity.microsoft.com/blog/microsoft365copilotblog/introducing-multi-model-intelligence-in-researcher/4506011 Critique, a new multi-model deep research system in M365 Copilot.
You can use multiple models together to generate optimal responses and reports.
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All about AI, Web 3.0, BCI
Apr 6, 2026, 05:16 PM
New https://www.stepsecurity.io/blog/axios-compromised-on-npm-malicious-versions-drop-remote-access-trojan the most popular HTTP client library with 300M weekly downloads.
It's possible to personally defend against these to some extent with local settings e.g. release-age constraints, or containers or etc, but ultimately the defaults of package management projects (pip, npm etc) have to change so that a single infection (usually luckily fairly temporary in nature due to security scanning) does not spread through users at random and at scale via unpinned dependencies.
Supply chain attacks like the currently breaking axios, litellm and xz are only going to be more commonplace in the vibecoding world.
The entire premise of vibecoding is “I don’t need to understand the code” happens to also be the entire premise of a supply chain attack.
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All about AI, Web 3.0, BCI
Apr 6, 2026, 05:16 PM
Nicolas Carlini at Anthopic just https://m.youtube.com/watch?v=1sd26pWhfmg&pp=ygUPTmljb2xhcyBDYXJsaW5p Claude finding zero day vulnerabilities in a live conference demo
Claude has found zero day in Ghost, 50,000 stars on github, never had a critical security vulnerability in its entire, history...
it found the blind SQL injection in 90 minutes, stole the admin api key, then did the exact, same thing to the linux kernel.
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All about AI, Web 3.0, BCI
Apr 6, 2026, 05:16 PM
HuggingFace https://github.com/mishig25/hf-autoresearch infra where an agent can launch GPU experiments, access all of hf datasets as local filesystem, and semantically search arxiv for ideas.
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All about AI, Web 3.0, BCI
Apr 2, 2026, 03:56 AM
Stanford https://www.nature.com/articles/s41592-026-03055-4 a bold new vision for biology: Virtual Embryos
By integrating single-cell and spatial genomics with AI, researchers can build digital twins of embryogenesis—moving beyond virtual cells to predict cell growth, division, migration, state transitions, and morphogenesis, from genes → cells → organs -> organ systems and whole embryo, in a fully 4D spatiotemporal framework.
This approach could enable truly predictive biology and in silico experimentation to diagnose, prevent, and treat developmental diseases transforming medicine and improving outcomes for future generations.
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All about AI, Web 3.0, BCI
Apr 2, 2026, 03:56 AM
Unitree https://huggingface.co/collections/unitreerobotics/unifolm-wbt-dataset a high-quality real-world humanoid robot whole-body teleoperation (WBT) dataset for open environments.
Publicly available since March 5, 2026, the dataset will continue to receive high-frequency rolling updates. It aims to establish the most comprehensive real-world humanoid robot dataset in terms of scenario coverage, task complexity, and manipulation diversity.
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All about AI, Web 3.0, BCI
Apr 2, 2026, 03:56 AM
Claude Code https://code.claude.com/docs/en/claude-code-on-the-web#auto-fix-pull-requests now auto-fix your PR in the background.
All you have to do is turn on the Auto Fix setting and go touch grass.
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All about AI, Web 3.0, BCI
Apr 2, 2026, 03:56 AM
Cool work by Chroma training a search agent with SoTA efficiency.
https://github.com/chroma-core/context-1-data-gen a 20B parameter search agent:
•pushes the pareto frontier of agentic search
•order of magnitude faster
•order of magnitude cheaper
•Apache 2.0, open-source
Lots of cool details: a prune tool for editing context mid-search, a synthetic data pipeline with verification steps, and a curriculum that shifts from recall to precision.
Trained with Tinker.
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All about AI, Web 3.0, BCI
Apr 2, 2026, 03:56 AM
Meta https://aidemos.atmeta.com/tribev2/ TRIBE v2 (Trimodal Brain Encoder), a foundation model trained to predict how the human brain responds to almost any sight or sound.
TRIBE v2 draws on 500+ hours of fMRI recordings from 700+ people to create a digital twin of neural activity and enable zero-shot predictions for new subjects, languages, and tasks.
From the paper:
'The present results strengthen the possibility of a paradigm shift in neuroscience ... moving from the fragmented mapping of isolated cognitive tasks toward the use of unified, predictive foundation models of brain and cognitive functions by aligning the representations of Al systems to those of the human brain, we demonstrate that a single architecture can integrate a vast range of fMRI responses across hundreds of individuals, extending the framework that led the 2025 Algonauts competition.
The observed log-linear scaling of encoding accuracy mirroring power laws in both artificial intelligence and neuroscience suggests that the ceiling for predicting human brain activity is yet to be reached.'
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All about AI, Web 3.0, BCI
Apr 2, 2026, 03:56 AM
Google https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-1-flash-live/
It’s built for production-ready reliability.
If you're building agents that need to execute complex tasks at scale, give it a spin.
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All about AI, Web 3.0, BCI
Apr 2, 2026, 03:56 AM
Stripe https://projects.dev/ Projects to help agents instantly provision services from the CLI.
For example, simply run:
$ stripe projects add posthog/analytics
And it'll create a PostHog account, get an API key, and (as needed) set up billing.
Projects is launching today as a developer preview. You can register for access (it available to everyone soon) at http://projects.dev/.
Also rolling out support for many new providers over the coming weeks.
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All about AI, Web 3.0, BCI
Apr 2, 2026, 03:56 AM
Meet https://arxiv.org/abs/2512.05111 the first Agentic multimodal Reward Model that autonomously invokes external tools to ground judgments in verifiable evidence.
Accepted to CVPR 2026.
Integrates 3 multimodal tools:
1. Image Crop & Zoom-in for fine-grained visual inspection.
2. Document Retrieval for multi-page evidence gathering.
3. Instruction-Following Validators for constraint verification.
With a Think-Act-Verify loop, ARM-Thinker can call image crop & zoom-in, document retrieval, and instruction-following validators for evidence-based evaluation.
Built on Qwen2.5-VL-7B with SFT + two-stage GRPO, ARM-Thinker improves multimodal reward modeling, tool-use reasoning, and multimodal math/logical reasoning.
Also introduced ARMBench-VL, a multimodal reward benchmark that requires tool use.
https://github.com/InternLM/ARM-Thinker
https://huggingface.co/datasets/internlm/ARM-Thinker-Data
https://github.com/open-compass/VLMEvalKit/pull/1334
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All about AI, Web 3.0, BCI
Apr 2, 2026, 03:56 AM
Google https://goo.gle/3PwNr1J a new rapid prototyping workflow that empowers Gemini Canvas w/ the XR Blocks framework to turn user prompts into interactive, physics-aware WebXR applications, allowing creators to quickly test intelligent spatial experiences.
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All about AI, Web 3.0, BCI
Mar 27, 2026, 12:03 PM
Big win for https://www.wired.com/story/ai-lab-walmart-openai-shaking-up-agentic-shopping-deal/ OpenAI's instant checkout.
Google's UCP is the win/win here. Also looks like the Clarity act yield compromise is not yet set in stone.
