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Agents2026-05-10 · source-backed
NVIDIA's OpenShell enforces security policy at the execution layer without modifying agent code. Each agent runs in its own container with policy-enforced egress routing. Policies are declarative YAML controlling filesystem access, network, process execution, and inference calls. ServiceNow adopted it immediately. This pairs with NVIDIA's Red Team guidance declaring that LLM-generated code must be treated as untrusted output and all config file writes must be blocked.
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1. Deploy Codex Security for Continuous Scanning (intermediate) — Set up OpenAI's agent-based vulnerability scanner on your repos. First month free. OpenAI 2. Write Agent Policies with AWS AgentCore + Cedar (intermediate) — Define agent-tool access rules in plain English that...
The Rust sandbox runtime for autonomous agents is at 8,465 stars and cut v0.0.116 on August 28, still on a 0.0.x line five months after its February 24 creation (GitHub). A 1:2.8 PR-to-issue ratio reverses the PR-heavy pattern across every other trending agent repo this week....
1. Defend Against Vibeware DDoD — Behavioral process monitoring for AI-generated polyglot malware. Monitor Living Off Trusted Services patterns. Bitdefender 2. OS-Level Agent Sandbox — Kernel-level sandboxing (Seatbelt/Bubblewrap/AppContainer) for agentic workflows. Applicatio...
1. Deploy Nemotron 3 Super for Agentic Reasoning (ml-ops, advanced) — 120B MoE activating only 12B params. vLLM with --reasoning-parser nemotron_v3. NVIDIA Blog 2. Build Multimodal RAG with Gemini Embedding 2 (ml-ops, intermediate) — Text, images, video, audio in one 3072-dim...
Triple-stream retrieval (BM25 keyword, vector embeddings, knowledge-graph traversal) fused via Reciprocal Rank Fusion on the iii engine, with SQLite for state and an in-memory vector index, no external database. The economic claim: ~170K tokens/year (~$10) versus ~650K tokens...
Three moves, two days, no coordination between them. August 10–11: GitHub shipped Ollama as a BYOK provider inside Copilot for JetBrains (GitHub Changelog). Unsloth released Unsloth Desktop with a command literally named unsloth start claude, which points Claude Code and Codex...
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