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TLDR: Compressing Audio Tokens for Efficient Autoregressive Text-to-Speech

arXiv:2606.09019v1 Announce Type: new Abstract: Codec-based autoregressive (AR) speech language models have achieved strong text-to-speech (TTS) quality by modeling speech as sequences of discrete audio tokens with large pretrained backbones. However, this token-level formulation creates a structural efficiency bottleneck: speech-token sequences are much longer than text sequences, requiring the AR backbone to perform causal computation at every token position and maintain a KV cache that...

arXiv CS 1d ago

macOS Needs Its Grid Back

Two decades ago I had a better Mac desktop experience than I have today. I only had a single low res (by todays standards) screen, yet I felt like Hugh Jackman in Swordfish - deftly navigating more than nine displays without thinking, muscle and spatial memory working seamlessly together. TLDR; I built an app to return macOS spaces to its Pre-Lion Grid-enabled Glory.

Hacker News 8d ago

Spanish traders set the standard for GnuCash database design

Horse arse set the standard for railways. Spanish traders set it for GnuCash database design. TLDR: Spanish traders in the 1600s did not want to count their thumbs, which influenced GnuCash's database design choices in 1997.

Hacker News 2d ago

Grit: Rewriting Git in Rust with Agents

A few months ago I read about Anthropic's experiment of releasing a swarm of agents to write a functioning C compiler and it made me wonder about the feasibility of using that same approach to accomplish something I've been dreaming about for 15 years now, not long after we started GitHub - rewrite Git from scratch to be library based. Git is of course a very complex piece of software. There are lots of "plumbing" commands, lots of higher level commands - it was put together incrementally by...

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What You Approve Is What Executes: Consent Integrity for Black-Box LLM Agents

arXiv:2606.02668v1 Announce Type: new Abstract: Coding agents gate consequential actions behind a human-in-the-loop approval dialog, but the dialog is narrated by the agent itself: the human approves a summary the agent writes. The Lies-in-the-Loop (LITL) attack shows that summary is forgeable, so a compromised agent can show a benign description while a different action runs.

arXiv CS 7d ago

The intracies of modern camera lens repair (2024)

Sigma 45mm f/2.8 Lens Repair & Analysis [05.12.24] I have a camera gear collection problem and as part of my personal 12 step plan, I restrict myself from purchasing functioning lenses. This sounds illogical, and it frankly is, but it's very hard for me to resist heavily discounted lenses.

Hacker News 4d ago

Cessation of public development of Kefir C compiler

To whom it may concern, Today I announce the cessation of public development of Kefir C compiler and transition the work into private mode for an indefinite period of time. First and foremost, I myself am saddened by this change, however consider it necessary for sustainability of the project. From now on and for an indefinite period of time, no new major developments of the Kefir compiler project will be distributed publicly.

Hacker News 9d ago