Recap on ML

Cross-system sync automation already exists and still isn't adopted, because nobody will grant an autonomous process write access to a system of record. Ledgerline's answer is the work order — built in a day on SoftwareForge and Daytona, with the governance enforced structurally rather than by convention.

Five open Apache-2.0 repos turn Claude Code into an autonomous coding harness — a TDD loop in parallel git worktrees, a plugin marketplace, local voice + vision, recursive agent teams, and a deterministic evaluator. Here's how they fit, with honest dates.

We build autonomous, self-evaluating agents — and we're building the hardest version of that idea, an open sub-$1k self-driving lab. This is the thesis, the plan, and the one piece that already ships. The AI scientist's missing half is the agent, not the model.

Turn a used Anycubic i3 Mega + a DLAB dPette+ electronic pipette into a 96-well disposable-tip pipetting robot. Marlin runs unmodified. Python drives. Apache-2.0.

GraphJudge is an A2A-compliant multi-agent evaluation framework for the AgentBeats competition that captures interaction traces as directed graphs and scores coordination quality through structural graph metrics, LLM-as-judge qualitative assessment, and text similarity reproducibility checks.

A meta-review of 50+ agentic AI evaluation papers identifying key dimensions — autonomy, multi-agent coordination, safety, and explainability — and critical gaps in standardization and long-term behavioral assessment.