All tags
Topic: "autonomous-systems"
OpenAI fires back: GPT-5.1-Codex-Max (API) and GPT 5.1 Pro (ChatGPT)
gpt-5.1-codex-max gpt-5.1-codex gemini-3-pro claude-3.5-sonnet openai google anthropic langchain-ai coding autonomous-systems benchmarking model-scaling multi-agent-systems model-performance reasoning model-architecture sama
OpenAI released GPT-5.1-Codex-Max, featuring compaction-native training, an "Extra High" reasoning mode, and claims of over 24-hour autonomous operation, showing significant performance gains on benchmarks like METR, CTF, and PaperBench. Google's Gemini 3 Pro demonstrates strong coding and reasoning capabilities, achieving new state-of-the-art results on SWE-bench Verified and WeirdML, with estimated model size between 5-10 trillion parameters. The AI coding agent ecosystem is rapidly evolving with integrations and tooling improvements from multiple companies. Sam Altman highlighted the significant improvements in GPT-5.1-Codex-Max. The news also covers educational offerings like ChatGPT for Teachers and multi-agent workflows involving Gemini 3, GPT-5.1-Codex-Max, and Claude Sonnet 4.5.
The DSPy Roadmap
dspy litel-lm gemini chatgpt-4o grok-2 hermes-3 databricks mit google openai x-ai nous-research astribot apple sakana-ai model-optimization fine-tuning optimizers interactive-optimization robotics autonomous-systems voice image-generation open-source-models scientific-research streaming caching omar-khattab giffmana
Omar Khattab announced joining Databricks before his MIT professorship and outlined the roadmap for DSPy 2.5 and 3.0+, focusing on improving core components like LMs, signatures, optimizers, and assertions with features such as adopting LiteLLM to reduce code and enhance caching and streaming. The roadmap also includes developing more accurate, cost-effective optimizers, building tutorials, and enabling interactive optimization tracking. On AI Twitter, Google launched Gemini Live, a mobile conversational AI with voice and 10 voices, alongside Pixel Buds Pro 2 with a custom Tensor A1 chip. OpenAI updated ChatGPT-4o, reclaiming the top spot on LMSYS Arena. xAI released Grok-2 in beta, achieving SOTA in image generation with FLUX 1. Nous Research released open-source Hermes 3 models in 8B, 70B, and 405B sizes, with the 405B model achieving SOTA. Robotics updates include Astribot's humanoid robot and Apple's tabletop robot with Siri voice commands. Sakana AI introduced "The AI Scientist," an autonomous AI research system.