All tags
Topic: "adaptive-reasoning"
not much happened today
gpt-5.1 sonnet-4.5 opus-4.1 gemini-3 openai anthropic langchain-ai google-deepmind adaptive-reasoning developer-tools prompt-optimization json-schema agent-workflows context-engineering structured-outputs model-release benchmarking swyx allisontam_ gdb sama alexalbert__ simonw omarsar0 abacaj scaling01 amandaaskell
OpenAI launched GPT-5.1 featuring "adaptive reasoning" and developer-focused API improvements, including prompt caching and a reasoning_effort toggle for latency/cost tradeoffs. Independent analysis shows a minor intelligence bump with significant gains in agentic coding benchmarks. Anthropic's Claude models introduced structured outputs with JSON schema compliance in public beta for Sonnet 4.5 and Opus 4.1, enhancing tooling and code execution workflows. Rumors of an Opus 4.5 release were debunked. LangChain released a "Deep Agents" package and context-engineering playbook to optimize agent workflows. The community is eagerly anticipating Google DeepMind's Gemini 3 model, hinted at in social media and upcoming AIE CODE events. "Tickets are sold out, but side events and volunteering opportunities are available."
minor updates to GPT 5.1 and SIMA 2
gpt-5.1 gpt-5.1-codex gpt-5.1-codex-mini sima-2 gemini openai google-deepmind github microsoft cursor_ai perplexity-ai weaviate llamaindex adaptive-reasoning agentic-coding tool-use context-engineering memory-architecture self-improvement retrieval-augmentation database-query-planning chart-parsing robotics sama allisontam_ cline cognition demishassabis omarsar0 helloiamleonie
OpenAI released GPT-5.1 family models including 5.1-Codex and 5.1-Codex-Mini with improved steerability, faster responses, and new tools like apply_patch and shell command execution. Pricing remains unchanged from 5.0. Immediate integrations include GitHub Copilot, VS Code, Cursor, and Perplexity adopting GPT-5.1 models. Google DeepMind announced SIMA 2, a Gemini-powered agent capable of language instruction following, planning, and self-improvement without human feedback, targeting robotics applications. New research on context engineering and agentic tool use patterns was published, with contributions from Weaviate and LlamaIndex on database query planning and chart parsing respectively. "Adaptive reasoning" and agentic coding improvements are highlighted in GPT-5.1- Instant.
GPT 5.1 in ChatGPT: No evals, but adaptive thinking and instruction following
gpt-5.1 gpt-5.0 claude isaac-0.1 qwen3vl-235b glm-4.6 gemini openai anthropic waymo perceptron langchain llamaindex nousresearch adaptive-reasoning instruction-following personalization autonomous-driving robotics multimodality agent-evaluation agent-governance middleware structured-extraction benchmarking dmitri_dolgov jeffdean fidji_simo akshats07
OpenAI launched GPT-5.1 with improvements in conversational tone, instruction following, and adaptive reasoning. GPT-5.0 is being sunset in 3 months. ChatGPT introduces new tone toggles for personalization, serving over 800 million users. Waymo rolls out freeway driving for public riders in major California cities, showcasing advances in autonomous driving. Anthropic's Project Fetch explores LLMs as robotics copilots using Claude. Perceptron releases a new API and Python SDK for multimodal perception-action apps supporting Isaac-0.1 and Qwen3VL-235B. Code Arena offers live coding evaluations supporting Claude, GPT-5, GLM-4.6, and Gemini. LangChain introduces middleware for agent governance with human-in-the-loop controls. LlamaIndex releases a structured extraction template for SEC filings using LlamaAgents. NousResearch promotes ARC Prize benchmarks for generalized intelligence evaluation.