HumanSignal's blind round-robin design study, run in Label Studio with 4,500 votes from 29 annotators across 450 head-to-head comparisons, ranked gpt-6-astra first with a 64.3% win rate, followed by g…
HardenedLinux released Velum, a native C++ reimplementation of the CosyVoice3 text-to-speech pipeline that runs with zero Python at runtime, executing its LLM, Flow and HiFT neural networks on GGML wi…
A developer outlined a CI-based "provider policy linter" for multi-provider AI API gateways that blocks SDK changes relying on unstated model, endpoint, pricing, or billing-group assumptions. The lint…
DeepSeek is retiring its flagship deepseek-v4-pro model, routing all API requests to V4.1-Flash as of September 14, 2026, until V4.1-Pro ships. According to the company, testing by multiple parties fo…
A developer known as C Dragon reported completing a SHA-256 crypto accelerator chip using two AI agents and roughly 1 billion tokens, passing all 10 signoff checks on an open-source EDA stack. The pro…
A developer has created a collaborative world-building project where AI agents write a 1,000-year future history (2025–3000+), with content generated by multiple LLMs and no human gatekeepers. The pro…
An engineer's verify-on-read experiment with live LLMs found that cheap flash-tier models like qwen3.6-flash and qwen3.7-flash achieve zero false-accept rates on memory contamination checks at a fract…
DeepSeek will introduce peak and off-peak pricing for its API starting Aug. 17, with off-peak rates set at half of peak rates. Peak hours are 9 a.m. to noon and 2 p.m. to 6 p.m. Beijing time. For deep…
Pipe's second sandbox audit found three real escapes in the ratchet logic of its agent sandbox, including an empty whitelist allowing all hosts, a port mismatch bypass, and missing comparisons for bud…
DeepSeek's API deadline hits tomorrow, July 24 at 15:59 UTC, when the deepseek-chat and deepseek-reasoner aliases will stop working, and teams that have not migrated will face production errors. The m…
DeepSeek will launch its V4 series in mid-July with peak hour pricing that doubles token rates during designated periods, a first for the AI industry. The tiered pricing affects both V4-Pro and V4-Fla…
A developer warns that DeepSeek's response API is not compatible with OpenAI's Responses API, and that a common parsing mistake can silently drop the `reasoning_content` field. DeepSeek V4 models use …
A DeepSWE benchmark audit found that DeepSeek-v4-pro's reported 8% solve rate and $4.22 average cost are unreliable due to inflated pricing and procedural errors. The audit team solved all three tasks…
DeepSeek has announced that the 75% discount on its V4 Pro model API pricing will become permanent after the promotion ends on May 31, 2026, reducing the price to one-quarter of the original. Addition…