smithy
PulseAugur coverage of smithy — every cluster mentioning smithy across labs, papers, and developer communities, ranked by signal.
- 2026-07-08 research_milestone Researchers published a paper introducing FORGE, a new method for functional tool-use generalization in robots. source
- 2026-05-19 product_launch The open-source project Forge was launched, demonstrating significant performance improvements for language models on agentic tasks. source
- 2026-05-14 product_launch Forge, an AI project, was released under the AGPL license. source
5 day(s) with sentiment data
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User seeks updated AI image/video generation recommendations for 12GB VRAM
A user on Reddit is seeking recommendations for AI image and video generation tools, specifically asking about the best user interfaces and models to use with a 12GB VRAM graphics card. They mention having previously us…
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AI developer advocates for multi-model verification to ensure answer accuracy
An AI developer argues that current AI applications act as "opinion dispensers" rather than "answer engines" because they rely on a single model's output without verification. The proposed solution involves using multip…
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Atlassian model v0.4 sees major gains in app compilation
The developer released version 0.4 of their Atlassian model, which is based on Qwen3.8-27B. This iteration significantly improved its ability to generate valid Atlassian Forge apps, increasing the success rate from 12 o…
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New framework FORGE co-evolves prompts and training data for LLMs
Researchers have developed FORGE, a novel framework that simultaneously optimizes language model prompts and synthesizes new training data. This approach addresses the limitation of existing methods that only revise pro…
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Forge aims for model-agnostic AI coding harness
The author discusses the evolution of Forge, a coding harness designed to be independent of specific AI models or providers. Forge was initially developed as a foundational step, with the author indicating that further …
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Stable Diffusion user seeks advice on uncensored models and prompting
A beginner user on Reddit is seeking advice on local image generation models and techniques for Stable Diffusion. They are looking for recommendations on uncensored realism and anime models, with specific interest in fa…
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New FORGE method enables test-time adaptation for integer-only vision models on microcontrollers
Researchers have developed FORGE, a novel forward-only test-time adaptation method specifically designed for integer-only vision models running on microcontrollers. This method addresses the challenge of adapting models…
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Polluted Web Pages Fool LLM Recommenders, New Study Finds
A new paper titled "One Polluted Page Is Enough" reveals that search-augmented LLM recommenders are highly susceptible to web content manipulated by Generative Engine Optimization (GEO). Researchers introduced a benchma…
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Forge AI coding agent eliminates silent data-loss failures
Forge, a Python AI coding agent, has been updated to eliminate a class of silent failures that could lead to data loss. Previously, errors in reading existing files before applying a patch were ignored, causing the agen…
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Silicon Valley startup raises $200M for anti-drone tech
Silicon Valley startup Allen Control Systems (ACS) has raised $200 million, led by Smash Capital, for its Bullfrog platform designed to counter drone threats. The system, capable of shooting down drones, is being rapidl…
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AI companies capture 87.5% of US venture dollars in H1 2026
Venture capital funding in the first half of 2026 heavily favored AI companies, with 87.5% of all U.S. venture dollars directed towards AI megadeals. While non-AI companies saw median valuation step-ups of 1.6x, AI comp…
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New quantization method enables efficient serving of large MoE models
Researchers have developed a novel quantization technique called Tied Trit-Planes (PTQTP) that constrains LLM weight matrices to a uniform nine-level quantizer. This method allows for a lossless folding of two trit plan…
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Regional Prompter compatibility issues emerge with new AI image generation architectures
The Regional Prompter tool, a popular method for controlling image generation regions in Stable Diffusion, is facing compatibility issues with newer transformer architectures like Flux and DiT. While the core plugin rem…
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Forge rebrands to Smeldr, maintaining integration continuity
Smeldr, formerly known as Forge, has released version 1.32.0, which includes a rename of the platform. This update ensures that existing webhooks, CI pipelines, and AI agent integrations continue to function without int…
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Forge rebranded to Smeldr in v1.32.0 with dual-emit strategy
The Smeldr project has released version 1.32.0, which rebrands its core component from Forge to Smeldr. This change is implemented at the wire level, employing a dual-emit strategy to ensure compatibility. Webhook HMAC …
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Coinbase Forge AI coding framework integrated into OpenSWE
Coinbase has developed an internal AI coding framework called Forge, previously known as Cloudbot and Claudebot. This framework is integrated into the OpenSWE open-source coding agent framework, which also incorporates …
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AMD GPU users seek local AI image generation solutions
Users on Reddit are seeking local image generation solutions compatible with AMD GPUs, expressing frustration with existing software like ComfyUI and Forge. Despite acknowledging that AMD hardware is not typically optim…
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FORGE method enhances LLM video understanding without retraining
Researchers have developed FORGE, a novel method for improving long-form video understanding in multimodal large language models (MLLMs). This model-agnostic technique operates at inference time without requiring additi…
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Forge UI gets modern dark/light theme extension
A new modern theme has been developed for Forge and Forge Neo, offering both dark and light modes with customizable accent colors. This theme installs as a standard extension, ensuring it does not interfere with core fi…
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Forge Neo users report drastically slower image generation speeds
A user on Reddit's r/StableDiffusion subreddit is experiencing significantly slower image generation times with Forge Neo compared to the standard Forge version. The user, who is new to the software, reported that image…