Engineering, research, and company updates from Kalaris Labs.https://kalarislabs.com/https://kalarislabs.com/blog/agent-tooling/https://kalarislabs.com/blog/agent-tooling/How to turn an unfamiliar scientific repository into a reproducible environment with inspectable dependencies, data, commands, and outputs.Mon, 28 Sep 2026 00:00:00 GMTtoolingpipelinessandboxhttps://kalarislabs.com/blog/knowledge-engineers/https://kalarislabs.com/blog/knowledge-engineers/Why scientific AI needs people who can turn papers, repositories, protocols, and experimental evidence into context that agents can verify and reuse.Mon, 28 Sep 2026 00:00:00 GMTai-trendsarchitecturesystemshttps://kalarislabs.com/research/recursive-context/https://kalarislabs.com/research/recursive-context/How papers, repositories, execution traces, and failed experiments become versioned evidence that later agent runs can retrieve and verify.Mon, 28 Sep 2026 00:00:00 GMTagentsmemorysystemshttps://kalarislabs.com/research/skill-doctor/https://kalarislabs.com/research/skill-doctor/A diagnostic design for checking agent tool contracts, permissions, dependencies, and live availability before failures spread through long workflows.Mon, 28 Sep 2026 00:00:00 GMTobservabilitydiagnosticsagentsarchitecturehttps://kalarislabs.com/blog/state-of-research-agents/https://kalarislabs.com/blog/state-of-research-agents/A capability review of research agents, reproducible execution, persistent evidence, tool verification, and controls for longer scientific workflows.Sun, 27 Sep 2026 00:00:00 GMTarchitectureresearchsystemshttps://kalarislabs.com/blog/workers-foundation/https://kalarislabs.com/blog/workers-foundation/How Kalaris Labs combines prerendered Astro pages, static assets, and a small request-time API in one Cloudflare Workers deployment.Sun, 27 Sep 2026 00:00:00 GMTengineeringcloudflareastrohttps://kalarislabs.com/research/deterministic-evals/https://kalarislabs.com/research/deterministic-evals/A benchmark protocol for separating model regressions from changing tools, environments, and datasets in long-horizon scientific agent workflows.Sun, 27 Sep 2026 00:00:00 GMTevaluationsbenchmarkssystemshttps://kalarislabs.com/research/edge-delivery/https://kalarislabs.com/research/edge-delivery/An architecture note on serving prerendered research content and a small number of request-time operations through one observable deployment boundary.Sun, 27 Sep 2026 00:00:00 GMTedgearchitectureweb-performancehttps://kalarislabs.com/blog/ephemeral-sandboxes/https://kalarislabs.com/blog/ephemeral-sandboxes/How ephemeral sandboxes isolate dependencies, preserve execution evidence, and let scientific agents compare runs without inheriting machine-specific state.Sat, 26 Sep 2026 00:00:00 GMTengineeringpipelinestoolinghttps://kalarislabs.com/research/topological-routing/https://kalarislabs.com/research/topological-routing/A context-routing design that gives retrosynthesis, property, evidence, and safety agents only the graph regions needed for a planning decision.Sat, 26 Sep 2026 00:00:00 GMTknowledge-graphsarchitectureagentschemistryhttps://kalarislabs.com/blog/recursive-memory/https://kalarislabs.com/blog/recursive-memory/How to carry verified claims, failed experiments, and open questions across research runs without turning agent memory into an untrusted transcript.Fri, 25 Sep 2026 00:00:00 GMTarchitecturesystemsmemory