tengu_v3_intel_ml_prediction

shallow

io.github.Hlobo-dev/tengu-firm · Verify this server

Latest ensemble ML prediction for the ticker, with full conformal interval + 19-voter decomposition. Sourced from the nightly ensemble scoring run (refreshed nightly Mon-Fri, ~13K tickers scored per cycle). Returns `prediction` block (predicted_return_pct, blended_score, conviction, decile, rank, percentile_rank, n_universe), `conformal_interval` block (lo/hi/half_width/method + stated_coverage 0.90 + realised_coverage_recent from live calibration table), `voter_decomposition` (per-voter contribution across the 19 voters — e.g. ml_ensemble, regime_hmm, technical_advanced, sentiment_finbert, macro_context, fundamental, options_flow, insider_flow, analyst_revisions, futures_macro, congress_trading, short_pressure), `context` (voter_coverage, confluence, feature_coverage), plus model_version, tier (small/mid/large universe), regime, sector. When a ticker isn't in the latest scoring universe, returns `available: false` with reason. 5min cache. NAMESPACE: predictions are US-EQUITY only. Nine crypto tickers collide with equities (BTC, ETH, LINK, LTC, COMP, ARB, NEAR, APT, ATOM) — such responses carry a `ticker_collision` note; for the crypto asset pass asset_class=crypto (fails closed 404: no crypto model yet). NEVER present an equity prediction as a crypto view.

100.0/100

1 trials · measured 8 days ago

tengu_v3_intel_ml_prediction scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.Hlobo-dev/tengu-firm, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
unreachable
Category
Finance & compliance
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

Embed this score

Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: tengu_v3_intel_ml_prediction
[![Vouch score](https://vouch.tools/api/tools/46b9dca2-8648-4ba2-91dd-27b0f78b2f31/badge.svg)](https://vouch.tools/tools/46b9dca2-8648-4ba2-91dd-27b0f78b2f31)
tengu_v3_intel_ml_prediction — Vouch