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How Google Labs bridges MCP servers with portable agent plugins using sparse checkouts, three-tier skill boundaries, and a marketplace distribution model.
Open-source firewall architecture that intercepts LLM traffic to strip PII and credentials while preserving multi-turn context and tool execution flow.
How Context.dev's API uses LLM-powered schema extraction to replace CSS selectors, what the contract looks like, and why financial agents need it.
GitHub's code review agent got worse when tools improved. Here's how Unix-style composition and incremental evidence gathering fixed orchestration.
Jarred Sumner's Zig-to-Rust rewrite of Bun used multi-agent orchestration, conformance suites, and adversarial review to ship 1M+ lines in 11 days.
Enterprise-scale agent deployment architecture: identity management, workflow integration boundaries, compliance guardrails, and how a traditional finan...
Text-space optimizer applies epochs, batches, and validation gates to frozen LLM agents through trajectory-driven skill edits and deployable artifacts.
Lightweight probes on hidden activations predict agent trajectory failure before observable task breakdown, saving 37-47% of inference compute.
How pre-publish guardrails become bypassable when agents have shell access, and what architectural boundaries actually enforce safety.
Inside the AIUC-1 framework: certification boundaries, attack vectors, and how actuarial science is forcing standardized security testing for agentic sy...