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  • TokaPilot User Interface
  • Application Scenario 1-One-line experiment analysis
  • Application Scenario 2-Natural-language anomaly-detection threshold adjustment
  • Application Scenario3-Distilling conversations into reusable Skills

TokaPilot

Built for SUNIST-2 experiment analysis, TokaPilot brings experimental data, analysis programs, diagnostic tools, and shared knowledge into a single entry point. Researchers use natural language to query shots, retrieve data, plot, analyze, summarize, and review anomalies.Hand repetitive data retrieval, script hunting, and figure stitching to the system—people only verify results and make physics judgments. Single-shot waveforms, discharge summaries, threshold adjustment, and anomaly detection can all be delegated to it, with results returned as plots, tables, and reports. Web and Feishu data stay in sync, so you can start an analysis anytime.

ParameterValue
ChannelsWeb (SSE), Feishu (WebSocket)
Model protocolsOpenAI Chat Completions / Responses / Anthropic Messages
Data sourcesIMAS, MDSplus, PostgreSQL, experiment-record mirror, PCS configd, Label Studio
Tools / Skills70+ tools; 36 skills in skills.toml (30 ready + 6 planned)
Capability registry16 entries in capabilities.toml (data.imas.read, experiment.records.read, analysis.discharge-summary…)
StoragePostgreSQL/SQLite + shared RWX file storage / optional S3
SecurityKey AES-256-GCM, HMAC, RBAC, Capability Registry, non-root read-only containers


fig5.jpg

One-line experiment analysis:One prompt—"generate the combined Ip, Rp, Zp waveforms for shot 260121046"—retrieves data, runs the inversion, and returns results. Researchers can also ask more complex questions such as "analyze today's vacuum conditions", "analyze the startup failure", or "show me the MHD analysis for this shot".

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Natural-language anomaly-detection threshold adjustment:Specify the shot, channel, and target, and it returns candidate thresholds automatically—the full provenance of every parameter is traceable.

2应用场景3.jpg

Distilling conversations into reusable Skills:Proven workflows are distilled into Skills that colleagues reuse directly—no repeated trial and error.


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