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HK IPO Parameter Manager

Save, inspect, activate, and compare Hong Kong IPO scoring parameter versions across weights, thresholds, and cost assumptions. Use when the user wants to tune HK IPO rules or prepare an active scoring version before generating recommendations.

Audits

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Install

openclaw skills install hkipo-parameter-manager

HK IPO Parameter Manager

Use this skill for stateful scoring-rule management.

Runtime

This publish bundle includes the required CLI runtime under runtime/hkipo-next.

From the skill folder:

cd <skill_dir>
uv run --directory runtime/hkipo-next hkipo-next ...

By default parameter versions are stored in ~/.hkipo-next/data/hkipo.db.

Parameter Model

  • Weights: snapshot-quality-weight, affordability-weight, pricing-stability-weight, sponsor-support-weight, cost-efficiency-weight
  • Thresholds: participate-min, cautious-min
  • Costs: handling-fee-hkd, financing-rate-annual-pct, cash-opportunity-rate-annual-pct, lockup-days

Workflow

  1. Inspect current versions with params list or params show.
  2. Save new candidates instead of mutating old versions.
  3. Activate a version only when the user wants it to become the new default.
  4. Compare candidate versions on a representative symbol before broad rollout.

Commands

List versions:

cd <skill_dir>
uv run --directory runtime/hkipo-next hkipo-next params list --format json

Show the active version:

cd <skill_dir>
uv run --directory runtime/hkipo-next hkipo-next params show --format json

Save and activate a tuned version:

cd <skill_dir>
uv run --directory runtime/hkipo-next hkipo-next params save \
  --name conservative-margin \
  --sponsor-support-weight 0.20 \
  --cost-efficiency-weight 0.25 \
  --participate-min 78 \
  --cautious-min 62 \
  --lockup-days 6 \
  --notes "Bias toward sponsor quality and lower carrying cost" \
  --activate \
  --format json

Compare two versions:

cd <skill_dir>
uv run --directory runtime/hkipo-next hkipo-next params compare 2476 v0002 v0003 --format json

Output Cues

  • active_version is the default version used by later scoring commands.
  • action_changed in compare output tells you whether a tuning change would alter the recommendation.
  • factor_deltas shows which factor scores moved between versions.

Companion Skills

  • Use $hkipo-decision-engine after an active version is ready.
  • Use $hkipo-review-optimizer when tuning changes come from real-world review feedback.