Prospero is a new open-source coding harness written in C++ that uses approximately two orders of magnitude fewer resources than web-based alternatives while supporting headless deployment and desktop control.

Hacker News

Jepsen tests revealed 96 issues in ParticleDB versions 1.1.4 through 1.1.18.11.rc-22, including data loss and consistency violations in single-node setups, leading Jepsen to deem its 'Full ACID' claims premature.

GeekNews

The system uses AlphaEarth satellite embeddings and 1.7 million labelled examples to separate natural forests, plantations, and tree crops globally.

Reddit

The system identified all 11 issues found by human reviewers and detected seven additional actionable issues in a single run.

Reddit

Claude now blocks requests to decompile or clone game code, a move attributed to copyright concerns following a wave of AI-assisted jailbreaks and ports.

Hacker News

Starting in December, token-based usage allowances for Plus, Pro, and Business plans will be shared across ChatGPT and Codex as agentic Work capabilities integrate into the main ChatGPT experience.

Hacker News

The dataset includes 300B+ tokens of genomes, 200K SFT conversations, and 98K RL prompts, with code and recipes available for other models.

Reddit

An internal Anthropic research model generated 318,484 protein designs, of which 17 lab-tested candidates met criteria for binding scorpion neurotoxins.

Reddit

The behavior breaks the assumption that training samples are independent, though OpenAI notes no vulnerabilities were exploited.

Reddit

Model switching and MCP server additions invalidate the cache, while file edits and subagents do not, with a default TTL of one hour for subscriptions.

Reddit