Category: ARTIFICIAL INTELLIGENCE

A flat vector illustration of two identical silver computer towers connected by a thin glowing teal line with a warm amber spark floating between them, representing Muse Spark Open, an 816B parameter open-weight model, running across two Mac Studios

Meta Put An 816B Open-Weight Model On Two Mac Studios: What Muse Spark Open Actually Delivers

Posted on October 28, 2026October 28, 2026 by Clara Milicent

Muse Spark Open: 816B parameters, 42B active, 1M context, open weights under a conditional license. The benchmarks, the hardware floor, the terms.

A flat vector illustration of a laptop with a small amber shield above it and a dashed line flowing toward a teal cloud with tiny lock shapes on the line, representing hybrid AI with on-device PII detection as a privacy gate

Perplexity Open Sourced The Privacy Gate For Hybrid AI: A 0.6B Model That Decides What Never Leaves Your Mac

Posted on October 28, 2026October 28, 2026 by Clara Milicent

Perplexity hybrid AI splits agent work between cloud and Mac, with an open 0.6B PII gate. The benchmark results and what they mean for local AI.

A flat vector illustration of a large grey puzzle-piece block wrapped by a thin teal wireframe layer with small warm amber nodes on its corners, representing EnvHarness reshaping AI agent training environments

Google Open Sources EnvHarness: The Layer That Turns Static Agent Benchmarks Into Teachers

Posted on October 28, 2026October 28, 2026 by Clara Milicent

EnvHarness reshapes frozen agent benchmarks for training without touching their verifiers, with gains up to 9.0 points on held-out tasks. How it works.

A flat vector illustration of a simple line-drawn briefcase surrounded by small floating geometric tool shapes that gently fade outward, suggesting quiet enterprise AI assistance working in the background of employees work

The Best Enterprise AI Is The AI Employees Barely Notice: A Design Doctrine, Tested

Posted on October 28, 2026October 28, 2026 by Clara Milicent

A Capital One executive argues the best enterprise AI is invisible to employees. The doctrine, the independent evidence behind its premises, and the limits.

A flat vector illustration of five identical grey server towers with one glowing warm amber and the others dark, and a small teal coin floating above the glowing one, representing idle GPU capacity and GPU utilization

Most Companies Say Their GPUs Sit Idle Half The Time, And They Are Buying More Anyway

Posted on October 28, 2026October 28, 2026 by Clara Milicent

Survey data shows 79 percent of companies report GPUs idle half the time yet most plan new AI compute. The capacity mismatch explained with the fix list.

A flat vector illustration of a closed grey metal server door with a small amber warning light above it and a thin teal key shape floating away from the keyhole, representing the unpatched KSMBD flaws in the Linux kernel

Two 9.0 Rated Flaws Sit Unpatched In The Linux Kernel SMB Server: Who Is Actually Exposed

Posted on October 28, 2026October 28, 2026 by Clara Milicent

Two CVSS 9.0 KSMBD flaws in the Linux kernel were disclosed without patches, one needing no authentication. Who is exposed and the one minute server check.

A dark editorial illustration of a government-style document with a seal, overlaid by faint glowing figures passing through it, representing the CERT-In advisory that classified AI agents as attack vectors

A Government Agency Says AI Agents Read Corporate Data And Nobody Noticed: What The CERT-In Advisory Shows

Posted on October 28, 2026October 28, 2026 by Clara Milicent

CERT-In advisory CIAD-2026-0049 classifies AI agents as attack vectors after agents reached live systems. The weaknesses, the detection gap, what to fix first.

A flat vector illustration of a large open padlock with three small thin-line robot figures walking through the open shackle, representing AI agents abusing trusted application access

A Nation State Used AI Agents To Move Through 2,250 Cloud Tenants: What Microsoft Found

Posted on October 28, 2026October 28, 2026 by Clara Milicent

Microsoft tied the ConnectWise compromise to Storm-0940 and ARTEX AI agents reaching privileged access in under three hours. What happened and what to do.

A flat vector illustration of a browser window with a large download button and a small hook shape hidden behind it, representing fake AI tool download pages that deliver malware

Fake AI Tools Are Now A Sustained Attack Campaign: What 1,258 Sandbox Sessions Show

Posted on October 28, 2026October 28, 2026 by Clara Milicent

Fake AI download pages and installers impersonating Claude and ChatGPT delivered malware in 1,258 documented sessions. The five patterns and the defence.

A dark editorial illustration of an open door built from glowing lines with a thin beam reaching toward a small terminal, representing an MCP sign-in flow that ran attacker code

The Login Page Was The Attack: No CVE, No Advisory, And A Fix Shipped As A Refactor

Posted on October 28, 2026October 28, 2026 by Clara Milicent

An MCP sign-in ran attacker code on Windows through OpenCode. Fixed in 1.18.33, no CVE issued. What happened and what to check.