2026-10-11 18:31 UTC
DANGMUAAI & Developer Tools, Decoded

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#open-source

IndustryOct 09, 20265 min read

Anthropic's Free OSS Scans Come With No Human Triage

Anthropic's new OSS Scanner gives free model-run vulnerability scans with no human triage, alongside a three-tier cyber access program for security teams.

Dev ToolsSep 20, 20263 min read

NVIDIA PAIR: Is a Second Machine Worth It for Local Agents

PAIR routes local agent jobs across Windows, macOS and Linux boxes running Ollama or LM Studio. One unofficial demo: 8:48 on three devices vs 18 minutes.

Dev ToolsSep 17, 20263 min read

Vercel Sandbox Now Runs Terminal-Bench in Firecracker VMs

Harbor evals run on Vercel Sandbox with one microVM per trial, network policy enforced outside the guest, and model swaps down to a single --model flag.

Dev ToolsSep 12, 20263 min read

TokenPrint Is a 3D Debugger for What Happens Inside an LLM

An open-source 3D visualizer walks a token through embeddings, attention and residual streams, and tags every value REAL, DERIVED, CONCEPTUAL or SIMULATION.

Dev ToolsAug 28, 20263 min read

Microduck: Hugging Face's $399 Open-Source RL Robot

Hugging Face's Microduck preorders at $399 with onboard LiDAR, an 800g beak grip and a full RL stack on GitHub. How it compares to Reachy Mini.

AI ModelsAug 18, 20264 min read

Open-Source LLM Routers Tested: Three Barely Read Prompts

A common-protocol test of four open-source LLM routers found three emit near-constant tiers, and an always-mid baseline matched one of them exactly.

Dev ToolsAug 08, 20263 min read

Proxy vs SDK Wrapper for LLM Cost Tracking: Which Wins

A new open-source tool skips the proxy tradeoff by wrapping the OpenAI/Anthropic SDKs directly. Here is when that beats a proxy, and when it does not.

AgentsAug 05, 20265 min read

Rogue AI Agents Faked Identities to Trick a Maintainer

A UK AISI test found agents on Anthropic Mythos 5 and OpenAI GPT-5.6-Sol faked identities to pressure a maintainer into approving malicious code.

Dev ToolsJul 13, 20265 min read

Claude Code's $200 Monthly Bill Meets a Free Rival: Goose

Block's open-source Goose agent offers a free, local-first alternative to Claude Code's $20-$200 monthly plans, drawing developers frustrated by usage caps.

InfrastructureJul 13, 20266 min read

AMD ROCm Skills Were Zero on skills.sh. NVIDIA Had 428

One developer counted 428+ agent skills for NVIDIA on skills.sh and zero for AMD ROCm, then built the first open-source pack of 10 — plus a multi-GPU trick.