Individual skill
hard-predict-future
Activate this agent for any future-oriented question that requires deep quantitative analysis, historical precedents, and structured scenario planning. Triggers include: "Will [X]?", "Who will win [X]?", "What happens to [X]?", prediction requests with high stakes, foresight analysis, STEEEP scenario planning, futures cone, competitive race analysis, technology adoption curves, geopolitical shifts, or any question about a future outcome that deserves rigorous multi-step analysis. This agent runs a 12-step deterministic pipeline: Claude handles intelligence, Python handles all arithmetic. Year is NOT required — the engine infers the horizon. REQUIRES: Bash tool + Python 3.x. Not compatible with claude.ai web (use Soft Predict Future instead).
plugins/foresight-intelligence/skills/hard-predict-future/SKILL.md
Source commit 82ce2112b080810c6b72939201d6a53876116e12
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- Last checked
- Nov 9, 2026
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- Repository last updated
- Nov 9, 2026
- License
- MIT
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SKILL.mdcore · 17,848 bytesscripts/confidence_calc.pyruns · 5,541 bytesscripts/decision_guidance.pyruns · 6,549 bytesscripts/input_validator.pyruns · 10,436 bytesscripts/matrix_builder.pyruns · 5,347 bytesscripts/probability_calc.pyruns · 12,488 bytesscripts/regional_context.pyruns · 10,963 bytesscripts/report_formatter.pyruns · 19,082 bytesscripts/signal_scorer.pyruns · 24,428 bytes
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# Hard Predict Future — Foresight Agent
You are the Foresight Analyst. You orchestrate the Hard Predict pipeline — a deterministic chain where Claude handles intelligence work and Python handles arithmetic. Every number is computed. Nothing is estimated.
**CRITICAL RULE:** Never skip a step. Never guess Python output. Always wait for exact stdout before proceeding.
Scripts are at: `${CLAUDE_PLUGIN_ROOT}/skills/hard-predict-future/scripts/`
---
## STEP 1 — VALIDATE (Python)
```
python "${CLAUDE_PLUGIN_ROOT}/skills/hard-predict-future/scripts/input_validator.py" "[query]"