Author: Carter

async def demo_memory(): explain( “DEMO 4 — Memory: persistent MEMORY.md across sessions”, “””Long-term memory persists between runs by being saved to MEMORY.md. During session 1 the agent stores a user preference; when a completely new session 2 starts (fresh engine, fresh transcript) that stored memory gets injected into the system prompt, so the agent already ‘knows’ the user.”””) mem_path = os.path.join(tempfile.gettempdir(), “oh_demo4_MEMORY.md”) memory = MemoryStore(mem_path) memory.reset() registry = build_registry() print(” ── Session 1 ──”) ctx1 = ToolContext(vfs=VirtualFS(), memory=memory, skills=SkillLibrary()) s1 = [ Use(“I’ll remember the user’s stated preferences.”, [(“remember”, {“note”: “User prefers metric units and concise answers.”})]), lambda m: Say(“Noted…

Google is introducing enhanced privacy controls for its Search services and Google Play platform, granting users greater authority over their stored activity history and tailored recommendations. In a message entitled “New privacy settings for Search services,” which was dispatched to users and reviewed by BleepingComputer, Google stated that it is “refining our settings to offer you even more command over saved history and personalized recommendations throughout Google Search services and Google Play.” Google clarified that Search services encompass “Search, Maps, Shopping, Hotels, Flights, Translate, and News,” and users will notice the update in their Google Account within the coming days.…

Dataset descriptionDataset overviewFor the binary lung cancer subtyping task, we utilized two public and one private digital pathology datasets of NSCLC stained with haematoxylin and eosin: (1) 941 whole-slide images (WSIs) from TCGA, including 467 LUAD and 474 LUSC cases, (2) 1,306 WSIs from CPTAC, including 644 LUAD and 662 LUSC cases, and (3) 3,123 WSIs from Queen Mary Hospital, including 2,645 LUAD and 478 LUSC cases. For brevity, we call these three datasets TCGA, CPTAC, and QMH-NSCLC, respectively. The QMH-NSCLC collection was approved by the Institutional Review Board of The University of Hong Kong/Hospital Authority Hong Kong West Cluster…

Cloudflare powers roughly one-fifth of the internet, but we don’t do it all by themselves. Developers building on their platform draw on a wide range of external tools and services alongside Cloudflare’s own offerings. To help tie everything together, Cloudflare exposes a robust API that developers use to build automations, CI/CD pipelines, and integrations that connect the different pieces of their infrastructure. Earlier this month, they introduced self-managed OAuth, a feature that simplifies how customers create and manage their own OAuth clients for delegated access to the Cloudflare API.Cloudflare is no stranger to OAuth. If you’ve used Wrangler or integrations…

Supermicro has broadened its lineup of edge AI systems, introducing Intel-based platforms engineered for low-latency inference, factory automation, and localized data processing across distributed settings.The new offerings feature Intel Core Ultra Series 3 processors, Intel Core Series 2 processors, and Intel Arc Pro B-series GPUs. The portfolio spans small fanless enclosures, shallow-depth 1U rackmount servers, and a mini tower suited for office and edge installations.Supermicro targets these solutions at enterprises in retail, manufacturing, physical security, transportation, and logistics. The systems are purpose-built for edge settings that involve cameras, sensors, machinery, barcode scanners, and other connected devices.Edge systems growAccording to IDC,…

In this article, you’ll discover why a massive context window isn’t equivalent to agent memory, and how strategies like retrieval, compression, and summarization work together within an agent’s cognitive architecture. Here’s what we’ll explore: Why a context window acts like a stateless scratchpad rather than a persistent memory store. How retrieval-augmented generation, compression, and summarization each serve a unique function in curating what gets placed onto that scratchpad. How agents can achieve true memory persistence by operating as a database administrator instead of serving as the database. Introduction Context windows are a fundamental feature of modern AI models — especially…

Modern consensus mechanisms are built around two core guarantees: Consistency and Liveness. Consistency means that all participating nodes will ultimately converge on an identical set of transactions arranged in the same order, while liveness ensures that the system keeps making progress and accepting new transactions. What neither of these properties addresses is whether the resulting transaction sequence truly embodies fairness.In public blockchain networks, the sequence in which transactions are processed carries immediate economic weight. The execution order determines who reaps value and who bears the cost — especially when validators, block builders, or sequencers can leverage their privileged position during…

A freshly uncovered, severe flaw in the FFmpeg multimedia handling framework—which comes packaged into a vast array of open-source and commercial applications—serves as yet another urgent reminder that chief security officers need well-defined strategies for tackling software supply chain risks. Central to those strategies, experts say, should be insisting on a software bill of materials for every product they procure. Discovered by security analysts at JFrog, the vulnerability (CVE-2026-8461) is a heap-based out-of-bounds write in the MagicYUV decoder. It has the ability to crash any program that relies on the framework. That spans a wide range of software—desktop video players…

Gradium today released two real-time speech translation models: stt-translate and s2s-translate. Both run across five languages and stream results live in the browser. Gradium claims a better accuracy-latency tradeoff than gpt-realtime-translate and gemini-3.5-live-translate. It also adds output voice control, including cloning, that gpt-realtime-translate lacks. TL;DR Gradium launched two real-time speech translation models: stt-translate (speech → text) and s2s-translate (speech → speech). They cover five languages (EN, FR, DE, ES, PT) and 20 pairs, collapsing the usual 3-model cascade into 2. Accuracy leads gemini-3.5-live-translate on BLEU and MetricX, and beats gpt-realtime-translate on BLEU (comparable on MetricX). Latency averages 3.0s — ahead…

Terry Gerton There’s some fascinating regulatory activity unfolding at the moment concerning drones, coming from both the FAA and the FCC. What’s creating the sense of urgency at this particular time? Katie Inman Yes, yes, excellent question. I think there are several factors at play. About a year ago, the president released a couple of executive orders that really set things in motion, and we’ve been seeing that momentum build throughout the past year. I expect it will carry on in the months ahead. On both the FAA and FCC sides, a shared theme is emerging, and that’s security —…