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240 GoKawiil briefs on this topic

Show HN: Panel gives Claude Code agents ability to build custom research panes

A new open-source tool called Panel lets developers run an AI agent alongside a research workspace containing chat, files, PDFs and Jupyter notebooks. The agent, currently built on Claude Code, can generate its own custom viewer panes on request when existing panels can't display something, and can run a literature review tool. It's an early-stage build requiring Node, pnpm, uv and a signed-in Claude Code CLI to run locally.

Fleet joins Anthropic's Project Glasswing to test AI in endpoint security

Fleet Device Management has been admitted to Project Glasswing, Anthropic's controlled-access program for its Claude Mythos Preview model. Fleet will use the early access to explore how frontier AI could help IT teams detect and remediate device vulnerabilities faster, aiming to shrink the delay between when threats appear and when organizations patch them.

Apple's new Siri architecture reportedly allows Claude or ChatGPT as default AI

A reverse engineer discovered a hidden Extensions Framework in iOS 27 and macOS Golden Gate that lets Siri hand off voice and text requests to third-party AI models like Claude, with Siri acting as a middleman for system tasks requiring privacy access. A separate, deeper integration point called Model Manager Services could let providers such as a GPT-5.6 model replace Apple's server-side Siri AI entirely, though Apple hasn't confirmed any such partnership.

Leaked iOS 27 code shows Siri delegating tasks to ChatGPT and Claude

A leaker known as pdfu shared iOS 27 and macOS Golden Gate framework code showing Siri AI can hand off tasks to Anthropic's Claude or OpenAI's GPT-5.6 models, with Siri acting as an intermediary for system-level access. One demo even shows GPT-5.6 fully replacing Siri as the on-device agent, searching emails and sending iMessages while logging activity in OpenAI's interface.

Andon Labs launches Pion, an autonomous agent platform to run entire businesses

Andon Labs has released Pion, a platform that lets AI agents operate companies with full autonomy, following two years of research that began with the simulated Vending-Bench test and progressed to real deployments running vending machines, a store, and a cafe. The company is now opening Pion to outside users through a waitlist so more people can experiment with autonomous businesses.

Anthropic touts adjusted operating profit while still losing billions overall

Anthropic reportedly told select investors that its adjusted operating income will be positive for a second straight quarter, according to the Financial Times. That metric excludes major recurring costs like R&D and compute, so the company still posts a substantial net loss on its actual bottom line.

Developer details technical hurdles moving 35KB Claude prompts to self-hosted Ollama

A developer documented practical issues encountered while porting large system prompts from Anthropic's Claude Opus to a self-hosted Ollama setup, citing the move as a response to growing distrust of frontier AI providers. The post argues that inference session data itself—not just user-submitted content—may hold competitive value, and cites the recent controversy over OpenAI's handling of a Navier-Stokes proof as evidence that providers may train on user activity without adequate transparency.

iOS 27 code hints Apple may let users swap Siri AI for Claude or ChatGPT

A developer analyzing iOS 27 and macOS 27 code found hidden APIs that would let third-party AI models like Claude act as Siri Extensions, effectively replacing Siri's backend. The feature isn't active yet, but a demo shows Claude appearing within Siri's interface using an App Intents 'Model Delegation' mechanism.

Fable 5 AI autonomously designs a working RPi Pico 2350 e-ink PCB from a text prompt

A hobbyist asked the Fable 5 AI tool to design a printed circuit board pairing a Raspberry Pi Pico 2350 with a GDEY0154D67-FL04 e-ink display, four buttons, and exposed I2C and GPIO pins, using only a single plain-English prompt. Unlike an earlier attempt with Claude Opus 4.8 that botched component orientation and routing, Fable 5 worked unsupervised for a few hours and produced a completed 31.8 x 37.32mm four-layer schematic and layout via KiCad's MCP integration, with no manual edits or checks from the designer before manufacturing.

High schoolers solve open problem in June Huh's Lorentzian polynomial theory

Oak Park High School students Aayush Bathija and Prince Rohatgi, working with UCLA postdoctoral researcher Daniel Soskin, published a 75-page arXiv paper resolving an open question about coefficient ratio bounds in Lorentzian polynomials, a theory associated with Fields Medalist June Huh. The work generalizes earlier results on quadratic polynomials to arbitrary degree, pinning down which coefficient ratios have universal upper bounds and what those optimal bounds are. The students used AI tools, including Claude Opus 5 and GPT-5.6 Sol, for exploration and drafting, while independently verifying every calculation and proof step.

Leaked iOS 27 code shows Apple building Siri to run on Claude or GPT models

A developer who examined private iOS 27 and macOS Golden Gate frameworks found evidence that Apple has built mechanisms letting Siri delegate tasks to third-party AI models like Claude, or even swap out its own server-side model entirely for one such as GPT-5.6. In demonstrations, Claude handled tasks such as file creation while Siri still executed system actions like setting reminders, and a separate protocol showed an external model receiving Siri's planner prompts and tool definitions to perform system actions directly.

Freelance Russian developers used Anthropic's Claude to build autonomous drone-swarm targeting software

Anthropic's September 2026 threat report reveals a small group of Russia-based freelancers used Claude Code to develop swarm coordination, computer vision, and terminal guidance software for a combat drone system called DronDoc or Serafim. The system could select targets, including people, and issue detonation commands without human oversight, and developers trained it on Ukrainian combat footage while evading Anthropic's geographic blocks via VPNs. Anthropic banned the associated accounts and says the group was not tied to the Russian state, though it hasn't named the organization publicly.