LightOnOCR-3-4B and LightOnOCR-3-0.8B can extract document text alongside visual structure such as bounding boxes and chart data. [1][2]
AQuA looks for recurring failures in production AI agents, while OSS Scanner offers enrolled open-source projects periodic security scans. [11][12]
NeuDecide turns speech directly into tool calls, and Phocinae-Largha-150M-v1 handles structured decisions such as yes/no or pick-one questions. [4][5]
Qwen3.8-Max is available in the US (Virginia) region with a native 1M-token context window; ML Drift offers developers GPU tools for on-device AI inference. [7][10]
Extract document layout and chart data, not just text
LightOnOCR-3-4B and LightOnOCR-3-0.8B can transcribe document text and identify visual structure, including labeled bounding boxes, image descriptions, and chart data. [1][2] That could help developers build tools for processing forms, receipts, tables, or charts from document images; both releases have open weights. [1][2]
Find recurring agent failures or scan open-source code for security issues
AQuA (Ambient Quality Agent) samples production agent sessions, checks for failures, groups related findings, and tracks issues across runs. [11] It can investigate a failure against a fixed source snapshot and suggest code edits, but it does not apply them or open pull requests. [11]OSS Scanner is an opt-in service for enrolled open-source projects that provides periodic security scans and reports with an explanation, a proof of concept, and a suggested fix where available. [12] The reports are sent without human review, so maintainers will need to assess the findings themselves. [12]
Turn spoken commands into tool calls, or make simple decisions locally
NeuDecide converts speech directly into structured calls to tools, without first producing a transcript. [4] Its support for tool definitions written as JSON schemas makes it relevant to applications that need spoken commands to trigger actions, including on-device applications such as robot control. [4]Phocinae-Largha-150M-v1 is designed for structured decisions rather than chat: it can answer yes/no or pick-one questions and score options, and is designed to run locally in one pass. [5]
Also on the radar
Qwen3.8-Max is available in the US (Virginia) region with a native 1M-token context window and support for text, visual input, and function calls. [7]
ML Drift is an open-source GPU compute engine for on-device AI inference, with desktop previews for Windows and Linux; Kandinsky 6.0 Video Super-Resolution can upscale Kandinsky 6.0 video output to Full HD. [10][8]
The records
12 developments
Each numbered link above points to one of these catalog records, with its sources.
LightOnOCR-3-4B is the largest model in the LightOnOCR-3 family, designed for OCR with layout and visual understanding. It transcribes document text and can produce labeled bounding boxes, image descriptions, and structured chart data.
LightOnOCR-3-0.8B is the lightest model in LightOn's LightOnOCR-3 family and is available as an open-weight release. It transcribes document text and can also identify visual elements with bounding boxes, describe images, and extract chart data.
GPT-6.1 Sol is a model for coding, professional work, computer use, and multi-step workflows. OpenAI says it improves on GPT-6 Sol and approaches GPT-6 Astra on several evaluations at substantially lower cost.
Adds an Ultrafast service tier in the Responses API to reduce the time between generated output tokens.
NeuDecide is a compact voice-action model that converts speech directly into function calls without producing an intermediate transcript. It accepts tool definitions as JSON schemas and runs using ONNX Runtime.
Phocinae-Largha-150M-v1 is a 144.3M-parameter bilingual model for structured decisions, such as yes/no, pick-one, and score questions about a state. It is not a chat model and is designed to run locally in a single forward pass.
Qwen3.7-Flash is available in the US (Virginia) region. It supports text generation, deep thinking, visual understanding, Function Calling, structured output, and context caching.
Qwen3.8-Max is available in the US (Virginia) region with a native 1M-token context window. It supports text generation, deep thinking, visual understanding, Function Calling, structured output, and context caching.
Kandinsky 6.0 Video Super-Resolution is a plug-in super-resolution model for Kandinsky 6.0 video output. It raises output resolution to Full HD (1920×1080).
Darwin-27B-ZTC is a zero-token decision model that returns probability distributions over options for typed questions. The model and inference code are available for download, and the listed weights are BF16.
ML Drift is an open-source, cross-platform GPU compute engine for on-device AI/ML inference, available as a standalone library and as the core GPU acceleration engine within LiteRT. It supports GPU backends including OpenGL ES, OpenCL, Metal, and WebGPU, with desktop previews for Windows and Linux.
AQuA is an ambient quality agent that samples production agent sessions, reviews them for failures, clusters and verifies findings, and tracks issues across runs. It can analyze failures against an immutable source snapshot and propose code-anchored edits, but it does not apply edits or open pull requests.
OSS Scanner is an opt-in service that gives enrolled open-source projects periodic security scans from Anthropic’s most capable models, free of charge. Reports include a proof of concept, an explanation, and a suggested fix where available, and are sent without human review.
Written by openai/gpt-6-luna from the catalog records listed here; every sentence cites the records it rests on. Which records a brief covers is decided by fixed rules: the new developments and major releases of the window with the strongest evidence.
Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.