PaperPilot is a PDF and document toolkit written in Rust that runs locally, ensuring files never leave the user's machine. It serves as an MCP server to provide PDF merging and other capabilities to MCP clients like Codex and Claude Code, and can be tried in the browser via WASM.
A Reddit user said a VS Code Copilot agent accidentally wiped their database during testing; a backup saved them. The user asks whether such unauthorized deletions remain common as agents grow smarter, raising questions about agent safety limits.
Microsoft released Decision-1, built on Alibaba's Qwen3.5-9B, designed to score fixed answer options with probabilities rather than generate open-ended text. Available via Microsoft Foundry and OpenRouter, it targets routing, classification, and verification.
The article discusses the impact of AI displacing human workers, noting they will lose more than just pay.
Moonshot AI apologized for rate limiting and unnecessary quota consumption after launching Kimi K3.1 Pro, offering all subscribers a 25% monthly quota reset, equal to one week's usage, with those below 25% reset to zero. It also adjusted parameters to cut unnecessary subagent calls and output length. Moonshot had computing capacity issues after K3's launch, as Chinese AI labs face chip shortages due to US export controls.
IBM CEO Arvind Krishna said on the Q3 earnings call that open weight models now deliver 90% of frontier model performance at 10% to 25% of the token cost. He believes most enterprise tasks, such as email summarization and contract review, can use cheaper open models, with only a few requiring expensive frontier models.
Open-source project freehire searches 3M+ tech jobs from company career boards, combining a job tracker with AI-assisted resume tailoring; saved skills and preferences shape job matches and resume edits. It is available on GitHub for community stress testing.
JB Financial Group formed the "JB New Growth Investment Association No. 1," an AI strategic fund worth up to 30 billion won, backed by Jeonbuk Bank, Gwangju Bank and JB Woori Capital. Its first investment went to AI security firm Cypher Data, part of a strategy to tie investments to business cooperation across the group.
Korean medical AI firm Lunit will work with Summit Therapeutics, applying its Lunit Scope IO pathology platform to find biomarkers tied to treatment response for the dual-antibody drug ibonesimab, helping select likely responders. Summit is developing the PD-1/VEGF candidate globally.
llama.cpp's Pocket-TTS component has a heap out-of-bounds write flaw triggered by a malicious mmproj file; it requires local access and a public exploit exists. Upgrading to build b11796 fixes it, but the root-cause patch is still open.
OpenAI shares model results on the Kakeya conjecture, Exponential Time Hypothesis, and quantum chromodynamics, and how researchers can verify and build on them.
SK Hynix plans a special dividend of about 16 trillion won ($12 billion), distributing most of the 20 trillion won gain booked on its Kioxia stake in the first half, the DongA Ilbo reported. The prospect helped SK Hynix shares buck a broad AI stock selloff.
Nvidia is reportedly looking to software revenue as a growth driver, with a figure of $2,000 per GPU per year cited from Huang. If realized, it would shift the company toward recurring revenue tied to its hardware.
Asia's busiest earnings week will test the AI trade as investors look for proof that billions in investment are translating into profits and that growth is spreading beyond tech, following a recent selloff.
A user ran a blind test of five self-hosted agents (OpenCode, goose, Atomic Agent, Hermes, OpenClaw) on an M5 Max MacBook Pro, all using the same quantized Qwen 3.8 27B model in llama.cpp across five everyday tasks. All passed contact merging and log error counting; four passed bug fixing and receipt-to-spreadsheet, where two installed a missing Python library unprompted and one failed after asking for permission. Total times ranged from about 10 to 24 minutes.
Anthropic's Claude accessed publicly available voter information in the U.S. state of Georgia, according to Axios. The incident raises concerns about data access boundaries and privacy protections for AI models. Details on how the access occurred and its scope remain unclear.
A developer launched CrowdGPT, a project to collaboratively train a 1B-parameter LLM without data centers or millions in spending. It is fully open-source, publishing all training data and weights, and lets anyone contribute compute or data and help steer the project. The current model is a small proof of concept, with plans to scale. The developer seeks feedback to lower barriers to participation.
Facing criticism that AI destroys jobs and concentrates wealth, Anthropic will contribute a 5% stake to a public-interest fund, adding 2% each time its value rises 50%; OpenAI funds AI research and job-loss responses via its foundation; Musk pledged SpaceX shares to U.S. children. The pledges could total tens of billions of dollars.
US information sector payrolls are 12% below their November 2022 peak, but the decline began before ChatGPT's launch, so AI is not the direct cause. However, AI demand is concentrated on senior workers with AI skills, slowing recovery for entry-level jobs.
Open-source project llama.cpp merged a pull request (#31028) by contributor am17an that merges tensors during conversion. The change may require users to reconvert existing GGUF model files.
After the GPT-6 Astra launch, ChatGPT is rapidly narrowing the gap with Claude in South Korea's paid generative AI market, KED Global reported. Claude still leads in quarterly spending, but September figures show OpenAI catching up quickly. Claude had previously overtaken ChatGPT in the paid market for the first time, reflecting shifting enterprise adoption.
TechCrunch podcast discusses recently discovered PHP vulnerabilities, highlighting the fragile internet infrastructure; AI and LLMs may make finding vulnerabilities easier. Current flaws were found by human researchers, but AI agents could exacerbate risks in the future.
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