» Tag
ai-agents
9 postsThe Hidden Risk of Giving LLM Agents Terminal Access
Giving autonomous AI agents shell access can wreck your filesystem. Open-source rewind-sdk uses OverlayFS to enable millisecond-fast checkpoints and rollbacks.
ai-agentsllmdevopslinuxReal-World gVisor Lessons from Auditing 8,764 MCP Servers
MarketNow shares practical lessons from running gVisor sandboxing in production, backed by real audit results across 8,764 MCP servers.
gvisorfirecrackersandboxingmcpTreat the Context Window Like a Budget, Not a Junk Drawer
An open-source context-engineering framework has AI agents draft a context manifest before work begins, disciplining token budgets with decay rules and cross-platform parity checks.
ai-agentscontext-engineeringllmdeveloper-toolsMemory Engineering Is a Promotion Pipeline, Not Notes
An AI agent framework runs memory through a promotion pipeline with evidence and approval instead of direct writes; rejection counts as a healthy outcome.
aimemory-systemsai-agentssoftware-engineeringSeverity, Not Flat Pass-Rate, Should Gate Agent Evals
severity_gate.py is an offline, stdlib-only CI tool that gates agent eval runs by failure severity instead of a flat pass-rate, returning SHIP, REVIEW, or BLOCK.
ai-agentsevalci-cdpythonPi Agent Rust: A High-Performance AI Coding Agent CLI in Rust
pi_agent_rust is a Rust rewrite of Mario Zechner's Pi Agent, offering a single binary, instant startup, and hardened extension security for terminal AI coding.
rustai-agentscli-toolsdeveloper-toolsSkill Retriever Brings 10K-Category Semantic Skill Discovery to Hermes
Skill Retriever maps 1,200+ skills into a 10,000-category taxonomy for Hermes Agent, surfacing the 5 most relevant skills for each query automatically.
ai-agentsllmsemantic-searchhermesBuilding Fault-Tolerant AI Agent Workflows with Temporal and CrewAI
How enterprise AI agent systems can combine Temporal's durable orchestration with CrewAI's stateless reasoning agents to survive crashes, retry safely, and gate on human approval.
ai-agentstemporalcrewaillmTessera: An Open-Source AI Agent Layer That Refuses Answers Without Proof
Tessera is a deterministic AI agent framework that unifies enterprise data into one knowledge graph and refuses to answer without traceable evidence.
ai-agentsllmknowledge-graphsmcp