st cross

st-cross — Run all AI providers and cross-check results

uns the full research pipeline in one command: generates a report from every AI provider, then has every AI fact-check every report. The result is an N×N score matrix saved into the container.

Think of it as a classic cross product: the column of AI generators is multiplied by the column of AI fact-checkers to produce a grid of independent fact scores. Each cell shows how well one AI's report holds up under another AI's scrutiny. Run st-heatmap or st-verdict afterwards to visualise the results.

st-cross is the orchestrator: it calls st-gen to generate every report, then calls st-fact to run every fact-check. The scores land in the Result column, ready for st-verdict to summarise.

Run after: st-new Run before: st-merge st-heatmap st-verdict st-analyze

Related: st-bang st-fact st-heatmap st-verdict

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Examples

st-cross subject.json                   # full N×N run: generate + fact-check all AIs
st-cross --no-cache subject.json        # force fresh API calls (no cache)
st-cross --skip-gen subject.json        # skip generation — only run fact-checking
st-cross --timeout 3600 subject.json    # set a 60-minute per-job timeout
st-cross -q subject.json                # minimal output (suppress live table)

Options

Option	Description
file.json	Path to the JSON container
--cache	Enable API cache (default: enabled)
--no-cache	Disable API cache — always call AI live
--skip-gen	Skip Step 1 (story generation). Auto-detected if all stories already exist.
--timeout TIMEOUT	Per-job timeout in seconds (default: 1800 = 30 min). 0 = no timeout.
-v, --verbose	Verbose output
-q, --quiet	Suppress live table (minimal output)

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For developers

Step 1 runs st-gen --prep per AI in parallel threads. Step 2 fact-checks all N×N pairs — each column (fact-checker AI) is a separate thread, serializing writes per story to avoid JSON corruption. The live ANSI display is updated every second. Ctrl+C preserves results collected so far.