forward_odds
shallowio.github.beepboop2025/liquilens · Verify this server
Read the Markov forward odds for every state-bearing public-signal layer: the daily CALM/WATCH/ALARM state chain counted into a transition matrix, plus empirical k-day reach odds from today's state ('given today's WATCH, historical odds of ALARM within 5/20 days'). Counted, never fitted. The withhold discipline is the point: odds are withheld until a layer has 60 observed days, and the accrued count is stated — absence is never precision. Takes no arguments. Display-only context, never a state driver.
1 trials · measured 8 days ago
forward_odds scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.beepboop2025/liquilens, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- self-provisionable
- Category
- Developer infrastructure
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
Embed this score
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[](https://vouch.tools/tools/cab3983a-dcbf-4cad-9e14-7948f9fe713b)