Anthropic reports that shifting to AI-driven code review increased merged PRs by over 2x and reduced revert rates by more than 40% between June and September.
The model features 25B active parameters per token and demonstrates strong performance on agentic benchmarks like Terminal-Bench 4.0 and SWE-bench Pro.
Current H100 rental prices are $3.52/hour, but supply constraints for AGI agents could force a 10x increase.
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The open-source framework improves agent performance on benchmarks like WorkBuddy-Bench by up to 11.5 points without changing model weights.
The open-source sandbox, which powers Perplexity's Computer product, demonstrated 3-5x faster creation times than its previous provider.
Codex reached 5 million weekly active users in June 2026 before integrating into the ChatGPT desktop app in July.
The expected gradient is a covariance and the Fisher is a variance, capping updates at |G| ≤ std(A) · √F.
The tool integrates firm precedents and ChatGPT Enterprise to produce analysis and proposed tracked changes for lawyer review.
The multimodal model returns structured probabilities for classification and routing tasks rather than generating text.
The open-weight reasoning model supports text and image input with a 1M-token context window for coding and agentic workflows.
Reviews are now approximately 3x faster, completing in 6–10 minutes, with eligible Enterprise organizations able to claim at least $10,000 in credits by January 15, 2027.
The study shows a complexity-dependent crossover where Plan-then-Retrieve excels on multi-tool queries while Retrieve-then-Plan wins on single-tool tasks.
SSR reduces per-turn reasoning latency by over 90% and total inference latency by 28–54% on 2B and 4B models.
Connectors can now use dedicated static IPs to reach providers like Salesforce and Snowflake that enforce IP allowlists.
Cat Jam is free to use during its stealth period and supports function calling and structured outputs for agentic tasks.
Open-weight model spend share more than quadrupled since June, while overall gateway spend grew 13x and average token prices fell 47%.
The update enables apps and agents to subscribe to webhook events from compatible MCP servers with automatic subscription renewal.
Pro teams can subscribe for $30 per month to receive $80 in shared credit for coding agents using GLM 5.3 and Kimi K3.
Vercel Drives is now generally available for Vercel Sandbox, allowing agents to persist files across different execution environments with default capacities of 1 TiB.
Vercel's new enterprise governance tools include generally available BYOC on AWS and a public beta for Enterprise-Managed Authorization via Vercel Connect.
The release includes automatic framework detection for FastAPI, Flask, Django, and FastHTML, along with Python SDKs for storage, queues, and AI models.
The model features 42B active parameters per token, a 1M-token context window, and supports text, image, audio, and video inputs.
A cluster of four M5 Ultra Mac Studios achieves over 36 tokens per second on the 816B-parameter Muse Spark Open model using new RDMA-based distributed inference.
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