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Ableton Extensions SDK
Ableton Extensions, introduced in Live 12.4.5, provide a way for users to develop and use their own tools within Ableton Live using the Ableton Extensions SDK. Extensions can interact with tracks, clips, MIDI, devices, tempo, and other parts of a Live Set to automate tasks, transform musical data, and customize Live’s capabilities.
Flipper Zero Zig Template
A modern, production-ready template for developing Flipper Zero applications using the Zig programming language. This project provides a streamlined build system that integrates Zig with the Flipper Zero SDK, enabling developers to write type-safe, memory-safe applications for the Flipper Zero platform. This template bridges Zig's powerful build system and language features with the Flipper Zero firmware development kit.
Anthropic's open-source framework for AI-powered vulnerability discovery
A reference implementation for autonomous vulnerability discovery and remediation with Claude, based on our learnings from partnering with security teams at several organizations since launching Claude Mythos Preview. For a write up of these learnings along with best practices, see the accompanying blog post (also available in blog-post.md ). For a lightweight SDK-only walkthrough of the same recon → find → triage → report → patch loop, see the companion cookbook.
ADK Arena: Evaluating Agent Development Kits via LLM-as-a-Developer
Announce Type: new Abstract: The rapid proliferation of Agent Development Kits (ADKs), SDK-level frameworks for building LLM-powered autonomous agents, has outpaced any empirical understanding of how framework choice affects agent performance. We propose \textbf{LLM-as-a-Developer}, a methodology that replaces human developers with an LLM coding agent that learns each framework's API from documentation, writes agent code, and iteratively repairs it through a validate-and-feedback loop until...
AMP: A Vendor-Neutral Wire Format for Agent Memory Operations
arXiv:2606.01138v1 Announce Type: new Abstract: Agent-memory frameworks - mem0, Letta/MemGPT, Cognee, Zep/Graphiti, MemoryOS, MemTensor - each ship their own SDK, storage layout, and operational vocabulary. There is no shared wire format: every integration is bespoke, every migration rebuilds memory from scratch, and no framework ships a governance surface that lets a human review writes before they enter long-term storage. We present memorywire, a JSON-Schema 2020-12 wire format for five...
Ableton is letting musicians build browser-style extensions for Live
Ableton Ableton already has Max for Live, which allows users to build MIDI effects, synths, and samplers for its digital audio workstation (DAW). But now with its Extensions SDK, features can be added to Ableton Live with common JavaScript. Where Max is largely limited to MIDI and audio processing, Extensions can touch almost any part of the DAW simply by right-clicking within your Live set.
memorywire: A Vendor-Neutral Wire Format for Agent Memory Operations
arXiv:2606.01138v2 Announce Type: replace Abstract: Agent-memory frameworks -- mem0, Letta/MemGPT, Cognee, Zep/Graphiti, MemoryOS, MemTensor -- each ship their own SDK, storage layout, and operational vocabulary. There is no shared wire format: every integration is bespoke, every migration rebuilds memory from scratch, and no framework ships a governance surface that lets a human review writes before they enter long-term storage. We present memorywire, a JSON-Schema 2020-12 wire format for...
Rethinking Search as Code Generation
Rethinking Search as Code Generation Evolving search from monolithic services to programmable primitives for the era of agent harnesses. Search is a core primitive for AI systems. Frontier models grow more capable by the month, but they still need access to fresh, accurate, and well-curated knowledge from the wider world.
The Smart TV in Your LivingRoom Is a Node in the AIScraping Economy
The work at Include Security has us working with AI day in and day out (hacking it, using it, training it, etc). We’re all aware of the community-level opposition happening against datacenters, aimed at improving AI capabilities, being built recently. What you might not be aware of are the distributed efforts to train AI that could be using the devices inside your home.
Pyro Caml Continuous Profiler for OCaml
The core SAST engine of Semgrep is written in OCaml. There are a lot of good technical and historical reasons for this that I’ll leave for another time. An important consequence of using a language with a (relatively) small ecosystem like OCaml is that there aren’t a lot of libraries for things like observability, which are critical for running industrial software like Semgrep on hundreds of thousands of code repositories, and keeping it both reliable and performant.