16 × AIAI signal, amplified
AI newsTopicsAboutSources
TelegramFollow on Telegram
AI newsTopicsAboutSources
16 × AIAI signal, amplified

An AI news engine that ingests trusted sources, scores with Claude, and posts only what clears the bar.

Follow on Telegram →

Subscribe

  • Telegram
  • RSS
  • All channels

Newsletter

Used only to send this newsletter. Privacy

Legal

  • Privacy
  • Imprint
© 2026 16 × AI. All rights reserved.A new issue every two days.
Home/Coding Tools
Coding Tools

llama.cpp b11940 adds deferred tool support

llama.cpp Releases·October 28, 2026·high confidence

Why it matters

  • →Enables more reliable agentic workflows by fixing complex tool-calling edge cases.
  • →Aligns local inference behavior with standard API expectations for function calling.
  • →Reduces debugging overhead for developers building autonomous AI agents locally.

The llama.cpp project has released version b11940, introducing support for deferred tools and tool_reference content parts. This update addresses compatibility issues in agentic workflows by allowing the library to handle complex function calling sequences more robustly. The release includes binaries for macOS, Linux, Windows, and Android across various hardware accelerators including CUDA 13, ROCm 10.0, and Apple Silicon. This change improves the reliability of local LLMs acting as agents in multi-step task environments.

Read original

The story around this

Earlier coverage that leads up to this article, and what followed. Lines connect each piece to the closest one after it, converging here.

llama.cpp b10094 Release Enhances Speculative Type Inference — llama.cpp Releases1llama.cpp b11112 adds vision to function calling — llama.cpp Releases2llama.cpp b11940 adds deferred tool supportJul 25You are here

How we got here

  1. 1
    llama.cpp b10094 Release Enhances Speculative Type Inference

    llama.cpp Releases · July 25, 2026 · Same story

  2. 2
    llama.cpp b11112 adds vision to function calling

    llama.cpp Releases · September 22, 2026 · Same story

More from llama.cpp Releases

Coding Toolscoding

llama.cpp b12022 adds ROCm 10 and Snapdragon support

This release quietly cements llama.cpp as the universal inference runtime by finally bringing ROCm 10.0 to Linux and Windows alongside CUDA 13.4, effectively closing the hardware gap for AMD users who were previously left behind. The inclusion of native Snapdragon support on Linux marks a significant step toward running local LLMs on ARM-based mobile chips without emulation overhead. While KleidiAI on Apple Silicon is disabled in this build, the broader expansion to diverse accelerators ensures that developers aren't locked into NVIDIA ecosystems anymore.

llama.cpp Releases·Nov 1, 2026
Coding Toolscoding

llama.cpp b12023 fixes shared prefix bug

This release addresses a specific inference artifact where decision prefixes were incorrectly bleeding into output embeddings. By capping shared prefixes at the first output position, llama.cpp ensures that option tokens remain distinct for parent and child tasks. This is a targeted fix for multi-step reasoning or voting workflows rather than a performance boost. It stabilizes complex generation patterns without changing the underlying model architecture.

llama.cpp Releases·Nov 1, 2026
Coding Toolscoding

llama.cpp b12024 adds Snapdragon and ROCm 10

This release quietly expands llama.cpp's hardware support to include Qualcomm Snapdragon devices with CPU, Adreno GPU, and Hexagon NPU acceleration. It also updates ROCm to version 10.0 for both Linux and Windows, keeping AMD users in step with the latest driver stack. CUDA builds now default to 13.4 libraries alongside 12.x options, reflecting the industry's gradual shift toward newer NVIDIA toolkits. While no new model architectures are introduced, the binary matrix grows significantly, ensuring local inference remains viable on a wider array of edge and server hardware.

llama.cpp Releases·Nov 1, 2026

More in Coding Tools

Coding Toolscoding

Claude Code v2.1.316: Subagents and Gateway Budgets

Anthropic is tightening control over Claude Code's autonomous behavior with new environment variables that let you disable 'ultrathink' or cap subagent effort levels. For teams, the introduction of pooled group budgets on the gateway allows shared monthly spending limits across members, a practical fix for enterprise cost management. The release also patches critical bugs where shell commands would hang or crash on exit, stabilizing the developer experience significantly.

Claude Code Releases·Nov 1, 2026
DIY Muse Gadget proves Meta's hardware is just a dev kit© The Verge AI
Coding Toolscoding

DIY Muse Gadget proves Meta's hardware is just a dev kit

Meta’s Muse Charm isn’t a finished product; it’s an invitation to hack. A non-coder used Claude Code to transform a $50 Waveshare ESP32-S3 dev board into a fully functional AI companion, adding ElevenLabs voice synthesis, custom Tamagotchi-style minigames, and remote camera controls that Meta’s official firmware lacks. This reveals a critical truth: the value of Meta’s new hardware ecosystem lies not in its out-of-the-box utility, but in its open-source API allowing anyone to rewrite the experience. The gap between Meta’s polished demo and the actual user reality is bridged entirely by third-party AI coding tools.

The Verge AI·Oct 31, 2026
Granola launches free dictation feature© The AI Daily Brief
Coding Toolswriting

Granola launches free dictation feature

Granola has released a new free dictation tool for users.

The AI Daily Brief·Oct 31, 2026