I posted to HN, and then my website was flooded with AI bot traffic
Top Hacker News discussion.
sammystraus
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Feature
EmbeddingGemma 2 Repurposed as On-Device Speech-to-Text Model
The repurposed model processes an hour of audio in 13 seconds on a MacBook Air, challenging traditional speech models.
Why it mattersThis development signals a shift towards adapting existing AI models for new applications, emphasizing on-device processing and privacy. Developers face challenges in balancing speed, accuracy, and data security, potentially influencing future AI model repurposing strategies.
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Each morning: models, tools, research, and conversations distilled from across the web — with why they matter for builders.
Around the Web
Speech-to-Text Innovations
Show HN: SolidCraft – Open-Source Parametric CAD in Rust (With MCP Support)
Top Hacker News discussion.
github
Character.ai's Bankruptcy Drama
Ramp launches Glass AI workspace after $1.5 million week of token spending
I came across this article today about Ramp launching Glass which from what I could gather as info is a AI workspace that lets teams turn their internal knowledge and workflows into reusable AI skills and it seems to al…
r/automation
Tools
NandhaKishorM/laya
Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right…
github | stars 32,756
abenzerps/Qwen-Image-2.1-Uncensored-Quantized
Trending AI model on Hugging Face — text-to-image.
🤗huggingface
anywhere-labs/dsh-desktop
为 DeepSeek Harness (DSH) 插件生态打造的现代化桌面端解决方案。万物皆「插件」，桌面本身也是「插件」。
github | stars 30,686
Build
How the Math Used in 19th-Century Heat Physics Helps LLMs Understand Sentences
In this article, we are going to understand how this connection works and why a model needs help understanding the order of the words even when the words already arrive in an ordered list.
blog.bytebytego
Jev and the rise of decision models: what you need to know and why they matter
Jev and the rise of decision models: what you need to know and why they matter
thoughtworks
Research
RATED: Reliability-Aware AI Agent Tool Retrieval via Execution Dynamics
As AI agents increasingly rely on external tools, accurate retrieval is essential for reliable behavior. Existing methods optimize semantic relevance but largely ignore tool availability during execution. To address thi…
arxiv
Interacting Stochastic Systems with Agent-Based Sampling and Connection-Based Reinforcement
We introduce a general class of interacting reinforced stochastic systems evolving on a network. The dynamics are governed by two distinct interaction structures: a sampling network, which determines how information is…
arxiv
SLICE: Sequential Likelihood-Free Inference via Conformal E-Values
Many scientific models can be simulated but have intractable likelihoods, making frequentist uncertainty quantification difficult. We construct exact anytime-valid confidence sequences for the parameters of such models.…
arxiv
Playbooks
Deep Agents Deploy: an open alternative to Claude Managed Agents
Today we’re launching Deep Agents deploy in beta. Deep Agents deploy is the fastest way to deploy a model agnostic, open source agent harness in a production ready way.
langchain
Redesigning source control at Anthropic
As our merges per day grew more than tenfold, source control became our biggest development bottleneck. Here, we share how we migrated to an in-house version control system in five months.
anthropic
Move Agent Orchestration/Workflows out of Code with Agent Framework Declarative Workflows 1.0
Most multi-agent apps wire every flow in application code: the sequence of steps, branching, and handoffs between agents all live inside the program, making the orchestration harder to review, version, and change. Decla…
devblogs.microsoft
News
Building agents that transact with Anchor Browser and AgentCore payments
Learn how the AWS Generative AI Innovation Center Partner Agent Factory and Anchor Browser built AI agents that autonomously pay for x402-protected web resources and APIs. Amazon Bedrock AgentCore payments checks budget…
aws.amazon
Natural language security queries at Orca Security using Amazon Bedrock
Orca Security built Discovery AI, a natural language query agent on Amazon Bedrock that converts plain-English questions into Sonar queries. The post shares the multi-stage architecture and the results: 90% lower query…
aws.amazon
I Guessed My Jev Threshold. It Threw Away a Third of the Good Pages.
Jev shipped in the Laravel AI SDK 1.0. Every write-up stops at the probability. This one puts Jev in front of a real agent's web search, picks the threshold from labelled data instead of taste, tests it without calling…
mujahidabbas