Thinking Machines Lab launches Inkling 2 Small on Tinker with closed weights
The model is available for inference and fine-tuning; the planned Apache 2.0 weight release depends on external safety testing.
Short notes on AI releases and changes, linked to original sources.
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The model is available for inference and fine-tuning; the planned Apache 2.0 weight release depends on external safety testing.
The application programming interface returns choices and probabilities without generated prose; session answers do not become context for later questions.
Text, vision, audio, Omni, and decision variants share a backbone; image, video, and speech support depends on the selected model.
The catalog supplies reproduction scripts, software versions, peak device memory and total run time including compilation; passing tests generate just 32 tokens.
After 50 steps of Group Relative Policy Optimization, Qwen3.8-27B passed all 20 attempts on 107 tasks, up from 38; at-least-once coverage fell from 453 to 446.
Transformers supports low, medium, and high reasoning effort; none still selects high. The weight license restricts model-as-a-service offerings.
The initiative seeks to make scientific datasets, models, and code reusable, starting with urban climate forecasts compared against historical averages and linear trends.
A simulated arm and tabletop blocks let researchers vary training demonstrations and evaluate performance on tasks held out of training.
The automatic speech recognition benchmark adds 1.34 hours of Egyptian-accented English and 1.55 hours of Nigerian-accented English, both conversational and spontaneous.
The Cosmos 3 variants generate driving observations or action-conditioned video, including synchronized camera observations and LiDAR outputs for 3D sensing.
Phonon converts text into speech on-device; its English-only 31m model uses Apache 2.0, while the multilingual 40m model has noncommercial terms.
The 2-billion-parameter model returns structured JavaScript Object Notation (JSON), using a supplied schema or extracting available fields.
IBM’s slide-building approach trains a model on a visual design language, then checks rendered slides and repairs layout errors.
Agents must fix vulnerabilities without breaking functionality; deterministic checks score tasks covering 91 Common Weakness Enumeration categories.
Model Integration Contracts pair reduced models with runnable examples and reviewed expected outputs to check integration on standard computer processors.
Granite Switch 4.1.1 keeps the base model unchanged and updates speech recognition across 10 languages with punctuation and capitalization.
Each adapter targets a model-and-harness combination; held-out smoke evaluations report fewer tool calls while maintaining or improving accuracy.
Version 0.7.0 trains without a full dataset download; questions and autonomous goals require a text-generating policy or an external planner.
Version 0.23.0 gives each session one gateway owner; interfaces attach as clients, and browser access remains disabled by default.
PreToolUse can block a tool call before execution; PostToolUse runs after a successful call and cannot prevent that completed action.