decodebytes
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- MicroVM sandbox solves one problem well, but not the agent security problem (decodebytes.substack.com)
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The problem: AI agents execute code on your machine. Prompt injections, hallucinations, or compromised tools can read ~/.ssh, exfiltrate credentials, or worse. Application-level sandboxes can be bypassed by the code…
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Hey HN Luke here. I built nono and got it out quick then I expected, in response to the openclaw carnage, but its use is beyond openclaw. The problem: AI agents execute code on your machine. Prompt injections,…
- When "I Built" Became "I Ordered" (decodebytes.substack.com)
- DeepFabric – Focused Training for More Grounded and Efficient Models (docs.deepfabric.dev)
- DeepFabric. Train and Evaluate Model Behavior with Structured Data (huggingface.co)
- DeepFabric – Generate high-quality synthetic datasets at scale (lukehinds.github.io)
- We need to talk about LLM's and non-determinism (rdrocket.com)
- Just how resilient are large language models? (rdrocket.com)
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I’ve been working on DeepFabric, an open-source CLI + SDK for generating synthetic datasets using LLMs, based on Topic or Tree Graphs (DAG). The goal is to make it easier to create structured, diverse, domain-specific…
- CodeGate: AI CodeGen Privacy and Security (github.com)
- Show HN: Trusty – Dependency Software Supply Chain Security (trustypkg.dev)
Trusty - Search for an open source package to understand its trustworthiness based on activity, provenance, and more. Brought to you by the founders of projects such as Kubernetes and Sigstore. Hey, Luke here the CTO of…
- Night of the living brain fog dead or how I hacked myself better via open source (decodebytes.substack.com)
- Sigstore, blockchain vs. transparency logs (why we selected the later) (blog.sigstore.dev)
- RFC for Sigstore Rubygems Signing (github.com)
- Arch Linux pacman – binary transparency (github.com)