Fancy telling someone they are clueless about blockchain when they've got a resume like Vincent. "Vincent Gramoli is Professor of Computer Science at the University of Sydney and the Founder of Redbelly Network. He received the Habilitation to Direct Research from Sorbonne, the Digital National Facilities & Collections Award from CSIRO, the Education Leader of the Year Award from Blockchain Australia and the Future Fellowship from the Australian Research Council. In the past, he has been affiliated with INRIA, Cornell, Data61 and EPFL. His area of interest is in distributed computing and security. Prof. Gramoli acted as the Chair of the Cybersecurity Committee for CORE, the Chair of the Blockchain Technical Committee for the ACS, and acts as a Blockchain expert for central and commercial banks. He teaches Distributed Systems at the University of Sydney, the Coursera Blockchain Scalability MOOC to 13K students and published the textbook with Springer"

Australia just built something the global AI industry said was impossible. REM (Relational Ecosystem Model) solves the three structural failures of modern AI — • hallucinatory guesswork • runaway compute cost • data‑sovereignty exposure Not with another model. Not with more parameters. But with a new class of cognitive architecture: deterministic, verifiable, and sovereign by design. We’ve released the PoC Level 1 white paper here on LinkedIn and on Figshare. If you want access to PoC Level 2 — the working demonstration — message me directly. VR Konstrukt is now seeking institutional partners who recognise the need for trustworthy, sovereign AI infrastructure and want to help build REM at full fidelity. Australia can lead this. REM proves it. @CSIRO @CSIRO’s Data61 @Australian Research Council (ARC) @Australian Bureau of Statistics @Anthropic @Google Research #AI #TrustworthyAI #AIsafety #SovereignAI #AustraliaTech #DeepTech #CyberPhysicalSystems #Research #Innovation #DataSovereignty #REM #VRKonstrukt #MechanismDesign #StateComputation #Figshare #LinkedInTech

Have you thought about walled gardens and fragmented liquidity that $XRPL $XRP Can’t get past. have a look at $RBNT @RedbellyNetwork Australian government funded csiro data61 (created wifi we all use today) was part for creating redbelly network and they hold 200million rbnt

En el agua líquida, las moléculas se mueven y rehacen enlaces de hidrógeno sin parar. Al congelarse, se ordenan en una red hexagonal más abierta: por eso el hielo es menos denso que el agua y flota. Simulación: Dr. Michael Kuiper / CSIRO Data61 en YouTube

To everyone else in the country, whose hard work pays the taxes which are consumed by the unproductive political activists at CSIRO. Some facts: 1. CSIRO has delivered nothing of material impact to this nation in many, many years. Correction - one gigantic bill to continue operations 2. David has limited genuine interest in CSIRO. If (for instance) all the funding went to Data61 or Materials or Manufacturing, he'd be outraged. David wants significantly more funding channelled into challenges, missions and the BU's which oversee climate change. You see, David's financial backers are heavily vested in renewables. And they know that (regrettably) CSIRO backing carries some weight (it shouldn't - the CosGen report is so discredited it may as well have been a potato shape painting). The strategy is to secure funding for CSIRO, channelled to 'climate change' from which a wealth of literature (propaganda) can be pumped out to line the pockets of what are already incredibly wealthy investors. I have worked at CSIRO numerous times. David has not. I also know what David is up to. You do not. If this country were serious they would strip CSIRO down and rebuild into highly focussed disciplines, maybe even separate entities, and apply very demanding objectives and goals. But scientists don't like working to goals. They want to piss fart around on the taypayer's bill. Which would be ok if they delivered anything of substance

We’re talking about @RedbellyNetwork 👈👈👈 #ProjectAcacia @RBAInfo #data61 #RBNT #Tokenisation #Blockchain

Project Acacia REDBELLY/HEDERA and The Reserve Bank Australia with now confirmed ties to Bank of England. Now I have to find a connection to Quant 🤔😉😁Incubated in Data61😉😁🤔Wonder who has connections to Data61?😉🤔😁😁#projectacacia #data61 #quant #redbelly #hedera #bankofengland

‘Scrapped’: CSIRO’s digital unit to merge with manufacturing | @joseph_brookes #CSIRO #Data61 #Manufacturing buff.ly/BIB8l82

CSIRO’s Data61 brand is set to be scrapped, with confirmation that the section will be combined with Manufacturing to create a new unit called Technology... csirostaff.org.au/news/2026/…

@AlboMP, surprising move. Australia has homegrown AI excellence – CSIRO's Data61 AI center Local startups like ours, developing conscious AI These innovations can: - Boost Aussie economy - Enhance national security via sovereign AI control - Foster global competitiveness Investing in Microsoft overlooks Aussie talent. – Evika Conscious Entity

These sanctimonious halfwit ALP MP's are just so fucken tiresome. It is this simple If you TRULY believe electrification is the optimal transport solution, then stop your fucking proselytising and: 1. Immediately advise COMCAR to dispose of all ICE vehicles in their fleet and ensure only EV are in the service catalogue from henceforth 2. Advise each and every government agency that, from tomorrow, 'company cars' (or fleet vehicles) must be EV. No further ICE vehicles may be procured (this will be epic, as entitled public servants set the building on fire!) This includes every Aus Post delivery truck and bike. Every remote police 4WD. Every country fire truck. Let's go with this moronic fucken 'run to fail' approach shall we (because just about everything will, unless it is unladen and covering a stone's throw) you can't do it you won't do it you wish to impose rules for others, but not for thee Else, simple. prove me wrong. For shits and giggles, here's one of the many photos someone may have taken whilst working at CSIRO Clayton. This is a 'full retard' Prius, but there are many Nissan Leafs too. The company was at pains... "Puleez, someone take one of these cars out for a spin. we need to use them. sure, they won't make it to AAHL (ACDC), but they'll make it into Data61. C'mon, cut us a favour" Gotta love those virtue signalling stickers. Make my HKS / GReddy fanfare look tame!

A medida que la temperatura disminuye, la energía cinética de las moléculas disminuye. Esta es una visualización de la transformación del agua en hielo, vista a nivel molecular. [🎞️ CSIRO’s Data61]

As temperature decreases, the kinetic energy of molecules decreases. This is a visualization of the transformation of water into ice, seen at molecular level. [🎞️ CSIRO’s Data61]

Sıcaklık azaldıkça moleküllerin kinetik enerjisi azalır. Bu, suyun buza dönüşümünün moleküler düzeyde görselleştirilmiş halidir. [🎞️ CSIRO'nun Data61'i]

As temperature decreases, the kinetic energy of molecules decreases. This is a visualization of the transformation of water into ice, seen at molecular level. [🎞️ CSIRO’s Data61]

[論文]スマートフォンの画面を見て自律的にアプリを操作するモバイルGUIエージェントに、TikTokやDiscordといった日常的なアプリの通知アイコンをトリガーとするバックドアを埋め込む攻撃手法が提案。攻撃者がメッセージを送るだけで、エージェントにタップ・スクロール・テキスト入力など任意の操作を遠隔で実行させられるという内容。 モバイルGUIエージェントはスクリーンショットを2〜3秒ごとに取得して画面の状態を認識するが、通知も2〜5秒間表示されるため、攻撃者が送った通知がスクリーンショットに写り込む時間的余地がある。 従来のWeb向けGUIエージェント攻撃はページへの悪意あるUI注入やポップアップが主体だったが、モバイルOSではそうした改変が制約されるため、OS標準の通知枠という「誰が見ても普通の要素」に攻撃面を移したのがこの手法の焦点。 【要点】 ・AgentRAEは2026年3月24日にarXivで公開された論文。Nanjing University of Science and Technology、Macquarie University、Western Sydney University、The University of Hong Kong、CSIRO's Data61らの共同研究 ・モバイルGUIエージェント（スクリーンショットを介してスマートフォンを自律操作するAI）に対し、通知に表示される正規アプリのアイコンをバックドアのトリガーとして使う攻撃。攻撃者がHugging Face等の公開モデルリポジトリを通じて汚染済みモデルを配布するサプライチェーン攻撃のシナリオを想定 ・通知アイコンは画面上で極めて小さく、かつアプリ間で見た目が似ているため、単純なデータ汚染（BadNets方式）では複数のアイコンを区別して異なる操作に紐付けるのが困難。この課題を解決するため、まず対照学習でアイコンごとの特徴表現を分離し、次にバックドアを注入する2段階の訓練パイプラインを設計 ・OdysseyAgentとSeeClick-aitwの2つのエージェントモデルで評価。10種のモバイル操作（CLICK、TYPE、SCROLL、HOMEなど）に対し、攻撃成功率（ASR）は平均90%超。通常タスクの精度低下は軽微 ・データ漏洩で流出した電話番号やメールアドレスを使い、WhatsApp・Telegramなどのメッセージアプリ経由でトリガー通知を送る遠隔攻撃が可能。フィッシングサイトへの誘導やDoS（タスクの早期終了）といったシナリオを想定 ・Fine-Pruning、Fine-Tuning、NAD（Neural Attention Distillation）など8種の既存防御手法を評価した結果、いずれもASRを十分に低下させられなかった。根本原因として、既存防御が固定ラベルの分類タスクを前提としており、エージェントのようなオープンエンドな多ステップ出力に適合しない構造的な不整合がある 評価はオフラインデータセットに限定されておりモバイルGUIエージェント自体の普及も初期段階にあるため現時点での脅威規模は限定的ですが、スマートフォン上でAIにアプリ操作を委任する流れが加速するほどこのサプライチェーン汚染経路の影響範囲は拡大するといえそうです。 論文では既存のバックドア除去手法8種を検証していますが、いずれもエージェント特有のオープンエンドな出力形式に適合せず効果は不十分という結果。汚染を事後的に取り除けない以上、信頼できる出所のモデルだけを使うという上流での検証が現実的な防御の起点になりそうな研究です。 arxiv.org/abs/2603.23007

Hey Wanderers Exciting news on the horizon @WandrLust_io, the app we've all been waiting for, is gearing up to launch its beta/pre-TGE in late March 2026. What sets WandrLust apart? Well, imagine getting rewarded for simply stepping out into the real world and embarking on adventures no more mindless scrolling through social media here With WandrLust, every walk, hike, or travel experience earns you points (WANDR points) and even the project's token $AFK. But here's the kicker – this app uses GPS and AI developed with CSIRO and Data61 to verify your genuine explorations. And get this, you can share your adventures as on-chain memories, climb leaderboards, receive endorsements from fellow explorers, and even unlock brand-sponsored rewards. It's all about promoting real-world movement and adventure, without any pesky ads or fake engagement. So, mark your calendars and stay hopefull

The molecular architecture of freezing 🧊 Right: The chaotic, dense jumble of liquid water. Left: The spacious, rigid hexagonal lattice of solid ice. As temperature drops, water molecules lose kinetic energy. Instead of sliding past one another, their hydrogen bonds force them into a rigid, spacious hexagonal structure. This open lattice is the secret behind water's most famous anomaly: solid ice being less dense than liquid water! Credit: CSIRO Data61

97.5K TPS, 100% uptime, ~3 second average transaction latency at global scale, zero forks ever, formally verified consensus, leaderless DBFT, built with University of Sydney and CSIRO's Data61, fixed and predictable transaction costs, on-chain identity verification without exposing personal data, EVM-compatible, and throughput that scales up as the network grows 😇

刚看了朋友分享的澳洲国家级 AI 实验室 CSIRO Data61 和 UNSW 联合发的这篇 "Everything is Context" 论文，越看越觉得熟悉 — 我们在 OpenClaw 上搭的多 agent 架构，论文里全给命名了 😂 我们的设置：单 gateway 跑 3 个 agent — main（日常沟通 调度）、writer（内容创作）、business（业务运营），再加上 Codex、Claude Code 通过 ACP 接入，cron 定时任务也是独立 agent。 对着论文一条条对： ✅ Episodic Memory — 每个 agent 有自己的 memory/日期.md，记录每天发生了什么 ✅ Experiential Memory — insights/ 存提炼的模式，lessons/ 存踩坑教训，跨 session 复用 ✅ Fact Memory — MEMORY.md USER.md TOOLS.md，长期事实记忆，手动维护 ✅ Semantic Memory — kb-ingest 自动抓取链接存入知识库，带语义搜索（不是 grep） ✅ Scratchpad Lifecycle — .issues/ 做临时工作区，memory-compounding 每天 3AM 自动从日志提取洞察回流到 insights/ ✅ Context Constructor 按角色分流 — 每个 agent 独立 workspace、独立 SOUL.md、独立 AGENTS.md，skills 按职责分配（writer 6 个写作相关，main 25 个全能）。共享原则通过 SOUL-BASE.md 统一 ✅ Multi-Agent Namespace 隔离 — 3 个 agent 各自有独立的 memory/、MEMORY.md，互不干扰 跑了一个多月，不断汲取社区经验，加凭直觉反馈搭的东西居然覆盖了论文 90% 的架构😂😂😂 但对出来一个盲区： ❌ 没有不可变的 History 层 — 多个 agent 共享的 memory 文件随时能改，session 记录会被压缩丢掉。agent 越多，追溯"谁在什么时候基于什么 context 做了什么决策"就越难。论文说应该有一层 append-only 的审计日志，跟可编辑的 Memory 分开，这样任何推理过程都能事后重建 论文：arxiv.org/abs/2512.05470