Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add winstonkoh87/Athena-Public --skill trading-risk-gategit clone --depth 1 https://github.com/winstonkoh87/Athena-PublicWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/winstonkoh87/athena-public/trading-risk-gate)<a href="https://agentmods.dev/skills/winstonkoh87/athena-public/trading-risk-gate"><img src="https://agentmods.dev/badge/skills/winstonkoh87/athena-public/trading-risk-gate/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/winstonkoh87/athena-public/trading-risk-gate"><img src="https://agentmods.dev/badge/skills/winstonkoh87/athena-public/trading-risk-gate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00053 | $0.00878 |
| Opus 5.5 | $0.00021 | $0.00351 |
| Sonnet 5.5 | $0.00011 | $0.00176 |
| Haiku 4.5 | $0.00005 | $0.00088 |
Grade A, and why
trading-risk-gate scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 75 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Trading Risk Gate (Pre-Trade Safety)
Absorbs:
ergodicity-check,law-of-ruin,win-rate-dominance
Unified pre-trade gate. Answers: "Should I take this trade?" by running three checks in sequence.
Triggers
"is this safe", "should I risk", "ruin", "Law #1", "veto", "ergodic", "sequence risk", "wr vs rr", "win rate stability", "why am I losing with 1:3", "absorbing state", "all-in", "bankruptcy"
The Three-Gate Pipeline
GATE 1: Law of Ruin GATE 2: Ergodicity GATE 3: WR Dominance
┌─────────────────────┐ ┌─────────────────────┐ ┌─────────────────────┐
│ P(Ruin) > 5%? │ ──▶ │ Non-ergodic? │ ──▶ │ WR < Breakeven? │
│ 5 Domains: │ │ Absorbing barrier? │ │ Variance Drag > EV? │
│ Bio/Legal/Fin/ │ │ P(survive N) < 80%? │ │ RR structure viable? │
│ Social/Psych │ │ │ │ │
│ VETO if YES ❌ │ │ VETO if YES ❌ │ │ WARN if YES ⚠️ │
└─────────────────────┘ └─────────────────────┘ └─────────────────────┘
Gate 1: Ruin Class Check (Law #1)
| Layer | Domain | Event Horizon |
|---|---|---|
| 1 | Biological | Death, permanent disability |
| 2 | Legal | Incarceration, criminal record |
| 3 | Financial | Bankruptcy, margin call |
| 4 | Social | De-platforming, exile |
| 5 | Psychological | Burnout Stage 4, loss of agency |
VETO if P(Ruin) > 5%. No exceptions.
Gate 2: Ergodicity Audit
- Ensemble average ≠ Time average for non-ergodic processes
- $P(\text{Survive } n \text{ trials}) = (1-r)^n$
- Even 5% risk/trial = 0.6% survival after 100 trials
- VETO if P(survival over all planned trials) < 80%
Gate 3: Win Rate Dominance
- High WR / Low RR systems structurally dominate High RR / Low WR systems
- Variance Drag ($V^2/2$) geometrically destroys low-WR portfolios
- Validates that the system's WR sustains the chosen RR structure
Output
RISK GATE REPORT
────────────────
Gate 1 (Ruin): [✅ PASS / ❌ VETO — domain: ...]
Gate 2 (Ergodicity): [✅ PASS / ❌ VETO — P(survival): X%]
Gate 3 (WR/RR): [✅ PASS / ⚠️ WARN — variance drag exceeds ...]
VERDICT: [CLEARED / VETOED]
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 75 lines · 53 tokens per session scan A 3fef02ecfce0
trading-risk-gate is a skill published in the GitHub repository winstonkoh87/Athena-Public (619 stars, last pushed today), licensed MIT. It adds 53 tokens to every session and 878 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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