Executable coding evidence
Executable evidence is becoming the practical standard for both agent evaluation and coding workflows. The clearest near-term builds are a replayable evaluator that checks real state and tool traces, a repository intake…
Ideas
Deployment-Ready Robot Learning
Robot learning work is moving toward tools and workflows that support real deployment: fast online correction on top of frozen VLAs, scene-level physical safety testing before rollout, and offline policy ranking that…
Code Change Control
The clearest near-term changes are operational. Coding-agent products need explicit token controls during execution, repo-scale generation needs dependency-ordered workflows once projects get larger, and maintenance…
Execution supervision for robot policies
Execution supervision is becoming concrete enough to build around. The clearest near-term work is a supervisor that replans after each step for long-horizon manipulation, a simulator-first correction loop for…
Postgeneration Verification Controls
The clearest near-term builds add hard structure around what the model is allowed to produce and keep verification active after generation.
Robot Policy Transfer and Execution Reliability
The clearest near-term work is around transfer interfaces, cross-platform medical post-training, and a confidence layer for robot execution.
Repository-Verified Agent Evaluation
Coding-agent evaluation is moving closer to what teams can verify in their own repositories and pipelines. The most usable directions here are a commit-linked scorecard for kept code and review friction, a narrow…
Embodied Model Training Stack
The clearest near-term changes are a robot-aligned data curation layer before VLA fine-tuning, an execution-based evaluation loop for world models, and a shared training stack that keeps backbone and data-mixture…
Executable behavior gates
Behavioral checks are getting specific enough to change coding workflows. The clearest near-term moves are adding runtime-trace collection to automated repair, adding interaction playtests to GUI code generation, and…
Supervised VLA execution and evaluation
The clearest near-term change is to treat long-horizon VLA execution as a supervised control loop with memory, action checks, and recovery, not only a larger policy context.
Execution-verified coding workflows
Execution-backed coding work is getting concrete enough to support specific product and workflow changes. The clearest cases here are front-loaded edge-case capture tied to sandbox regression checks, browser-run…
Cross-client shared application logic
The available evidence supports narrow KMP adoption moves tied to duplicated mobile logic, multi-client reuse, and faster web extension.