In this tutorial, we build a runnable multi-agent pipeline replicating the VideoAgent workflow, including intent parsing, graph planning, tool routing, and textual-gradient optimization, integrated with FFmpeg, Whisper, and other tools for video understanding and editing.

Crucible is an adversarial test-hardening tool that uses mutation testing to find defects that AI-written tests miss. It provides a free score command to evaluate your suite, then an adversarial loop where a Tester writes tests, mutmut finds survivors, and a Critic writes targeted tests. The tool produces machine-verifiable receipts and runs on Python/pytest projects.

A neurodivergent solutions architect shares how AI serves as an accessibility tool for compensating executive function gaps, built on Amazon Quick and Bedrock. The system automates email triage, task management, and follow-ups, reducing cognitive load dramatically.

This post describes how Bluesight used two AWS engagements and Amazon Bedrock AgentCore to evolve from a single-product AI prototype to Prism, a unified agentic AI solution spanning six healthcare compliance products. Prism Assistant for ControlCheck launched in May 2026 and is already in use by 20 health systems. A more complex multi-product agentic solution is on track for later in 2026.

This post provides a complete implementation guide for OAuth 2.0 Token Exchange (RFC 8693) with Amazon Bedrock AgentCore Gateway to solve identity propagation and least privilege issues in multi-tenant agent architectures. It covers the confused deputy problem, the on-behalf-of pattern, and a reference setup against Okta using the TravelBot example.

Copilot's new PC Insights skill for Windows can answer questions about your system, hardware, software, and settings, saving you from manually hunting for information.

Chubb, a global property and casualty insurer, is leveraging AI to automate 85% of its underwriting and claims processes within 3-4 years. Key AI use cases include intelligent underwriting intake, which reduced cycle times from 24 hours to 2 hours in North America, and AI-driven claims document processing, which cut first contact time from 24 hours to 3 hours. The company employs over 3,500 engineers and has built engineering hubs worldwide. Lessons include anchoring AI to cycle-time metrics and building a closed feedback loop between claims and underwriting.

Clay Seal Identity is an open-source project that provides short-lived, verifiable credentials for AI agents, ensuring identity and accountability. It uses SPIFFE-based JWT and X.509 credentials, Ed25519 workload keys, offline verification, and Biscuit capability tokens. The project includes a Python SDK and an optional FastAPI identity service, designed for scenarios where agent identity, delegation, and credential validity need to be confirmed. It is layer 1 of the Clay Seal stack, with subsequent layers coming in private preview for runtime capability scoping and execution receipts.

Pixel Snapper converts blurry, off-grid AI pixel art into clean, grid-aligned pixel art by quantizing colors, detecting edge profiles, walking cuts, and resampling.

Apple has filed a lawsuit accusing OpenAI of stealing trade secrets, including confidential documents and hardware prototypes. The suit details allegations against three former Apple employees who joined OpenAI, involving unauthorized access to Apple's systems and sharing of proprietary information.

QuantumReckon is a new tool that reveals the true cost of cloud and AI spending, especially the often-hidden token costs from AI APIs. It connects to multiple cloud and AI providers, performs daily automated sweeps, detects anomalies and waste, and provides auditable evidence with sealed receipts. Validated on the founder's own estate, it identified significant savings.

Eddie AI is an AI-powered video editor that helps you get feedback on your videos.

Amazon SageMaker AI Studio introduces a low-code/no-code UI for generative AI inference recommendations, guiding teams through preset use-case profiles, visual comparisons, and one-click deployment to production-ready configurations without deep infrastructure expertise.

A GitHub template repository that uses Docker and VS Code to create isolated AI chat environments, supporting PI.dev, Claude Code, and Copilot with cross-platform compatibility on Linux and macOS.

Microsoft's SymCrypt team announces a new methodology to formally verify Rust-written cryptographic code using the Lean proof assistant and the Aeneas toolchain, achieving functional correctness against formal specifications derived from standards. The approach has been applied to post-quantum algorithms like ML-KEM and SHA-3, with verified code already shipping in Windows insider builds. The methodology scales by using AI agents to automate proof writing while keeping human oversight on standard formalization. It also handles platform-specific intrinsics and multiple architectures without sacrificing performance.

A group of leading economists and AI experts, including several Nobel laureates, have issued a statement urging immediate action to understand and manage the economic transformation driven by AI, which they say could be larger and faster than the Industrial Revolution, bringing both risks of job displacement and opportunities for improved living standards.

Jacquard is a research prototype programming language designed for AI-written, human-reviewed code. It features built-in effect tracking, probabilistic programming, and content-addressed identity, allowing human reviewers to understand a program's reach and certainty without reading every line.

The project demonstrates a pattern where web technologies are used to create terminal apps and BBS-style boards accessed via SSH, evoking the early internet. The developer spent eight years building a browser engine, then used AI to write a terminal renderer, enabling self-hosted applications.

Software engineering jobs are under threat from AI. Some applicants are fighting back by using AI in the interview process, employing AI assistants that suggest responses on the fly during remote technical interviews. Meanwhile, some employers are countering with AI-powered tools to detect telltale signs of AI use during interviews. This two-sided dynamic is turning hiring into an AI arms race with no clear winners. Yet as interviewers and interviewees navigate this daunting reality, experts believe the human aspect of the job search will prevail.

Consensus expects free cash flow for hyperscalers to double, but if AI payoff takes longer, it could lead to earnings disappointment, a Mag 7 sell-off spilling into the broader market, and rising credit risk.

Bots now generate most web traffic, AI-generated content floods social media, and AI answers are unreliable. The web is losing accuracy and humanity.

The AI revolution is here, and with it a fear that soon it will replace many of us in the workplace. The Australian government is grappling with how to deal with the multi-layered disruption, but so far reform has been slow as it weighs up regulation against the claims of investment opportunities an AI boom presents. Could that change this Wednesday when the prime minister delivers a landmark speech addressing the government’s approach to the technology? Chief political correspondent Dan Jervis-Bardy speaks to Reged Ahmad about the tightrope the PM needs to walk between embracing new technology and new industry while protecting workers.

Australian Prime Minister Anthony Albanese will describe AI progress as an inflection point on par with the renewable energy transition in a speech this week, but is not expected to update on copyright reforms to protect creative industries.

A journey through the evolution of distillation for frontier models.

This week on The Reg's Kettle podcast, we wonder whether tokenminning is going to bring the industry back down to Earth

LoopClub is an online shared drum machine that lets you jam in real time with strangers or with the AI model Claude. It offers a simple interface for collaborative music creation.

Washington Central school district outperforms Vermont averages but Vermont itself has fallen behind national benchmarks. The district's test scores have dropped nearly a grade level since 2013, and its college continuation rate of 43.1% lags far behind the national 62%. Graduation rates remain high but raise questions about diploma meaning amid low proficiency and rising chronic absenteeism.

AI features are everywhere, but most are useless. The author proposes a simple rule: the utility of an AI feature is inversely proportional to the screen space devoted to invoking it. Big pop-ups and multiple buttons indicate uselessness, while a single hidden button suggests usefulness. Adobe Acrobat serves as an example.

Crowdmind is a local-first desktop app for fast qualitative research. It lets you create synthetic AI persona panels and test products, messages, pricing, landing pages, images, PDFs, or multi-step funnels, receiving structured feedback like scores, objections, positive signals, and recurring themes. Supports multiple LLM providers including local offline models. All data stays on your machine in a local SQLite database. Ideal for founders, product marketers, researchers, and product teams.

SearchCue is an easy-to-integrate site search tool offering real-time search, AI answers, and analytics. Setup takes about three minutes with a 15-day free trial, no credit card required.