Live signals
Gogagate feed and strategy events are captured into the read model with freshness metadata.
GOGA methodology
Proof protocol for strategy rankings and supervised autotrading.
GOGA is not a promise that a bot will make money. It is the public operating method that decides which strategies are only research, which may run in paper mode, and which can become a live candidate after risk checks.
Read-only public surface. No custody, no exchange execution, no financial advice. Live trading remains behind venue, permission, risk, and operator confirmation gates.
Evidence before rankingInputs, freshness, source labels, and quality states are part of the result.
Paper before liveStrategies can be useful research before they qualify for real capital.
Rules before AIThe safety gate is deterministic. LLM commentary never decides risk.
Failures remain visibleOverfit, stale, weak, and blocked strategies are product evidence.
Signal to verdict
A strategy moves through seven auditable stages.
Every stage should be reproducible from the same inputs. The goal is not a universal black box; the first real wedge is a controlled Gate.io crypto and tokenized-asset flow with adapters designed for future venues.
Candle history
OHLCV context is backfilled across the available span instead of selling a thin lucky window.
Pattern scan
RSI, Bollinger, ATR, divergence, liquidity, and volatility tiers become normalized features.
Param sweep
Stop, target, trailing, and sizing candidates are simulated before they become presets.
Safety gate
A deterministic gate assigns LIVE_CANDIDATE, PAPER_ONLY, or NOT_READY.
AI analyst
LLM notes explain metrics and caveats. They are advisory, not an execution authority.
Leaderboard
Users compare strategies by risk-adjusted evidence and can practice in demo or paper mode.
Safety gate
The gate is deterministic before it is impressive.
A rule-based layer decides whether a strategy may be considered for live operation. High leverage, stale inputs, weak walk-forward behavior, missing stops, or low trade counts keep the strategy in paper or block it entirely.
Important: a LIVE_CANDIDATE is still not a command to trade. It means the strategy passed the current public criteria and can move to supervised confirmation.
LIVE_CANDIDATE
Passes checks, respects leverage caps, has positive risk-adjusted behavior, and remains behind confirmation.
PAPER_ONLY
Potentially useful, but leverage, decay, overfit risk, or weak forward data require paper evidence first.
NOT_READY
Insufficient data, missing stop logic, stale source state, or a failed hard check blocks promotion.
Composite score
rank_score weighs risk, not just profit.
The leaderboard default sort uses a 0-100 composite score. It blends risk-adjusted return with downside protection so a wild PnL screenshot does not outrank a more durable strategy by default.
rank_score ≔ clamp( Sharpe × 0.4 + pnl_pct × 0.3 + (1 − |max_drawdown_pct|/100) × 0.3 , 0, 100 ) — normalized inputs per relay contract; weights may change in methodology v2.
The exact tooltip on the leaderboard links back here. Weights may change when methodology v2 ships.
Honest evidence
A useful methodology shows the weakness too.
Past performance never guarantees future results, but a method you can inspect is better than a number you cannot audit.
GOGA shows
- Walk-forward and out-of-sample checks before promotion.
- Full-span candles where available, not cherry-picked short windows.
- Overfit, decay, stale source, and leverage warnings as visible states.
- Source labels that separate simulation, snapshot, paper, and funded context.
- Deterministic verdicts from the same normalized inputs.
A weak sales pitch hides
- In-sample curve fitting presented as a live edge.
- One lucky market period with no disclosure of failures.
- Paper and real results blended into one headline.
- Leverage risk pushed into a tiny disclaimer.
- Opaque "secret sauce" that cannot be reproduced.
GOGA safety layers · public read-only
Safety & governance snapshot
Aggregated from Tvijo AIOS /api/v1/trading/safety/*. No user accounts, ledger, confirmations, or execution controls on this surface.
Layer status
- Trust Ledger active
- Action Ladder active
- Paper-to-Live active
- Strategy Passport active
Action Ladder
- Read
- 1
- Explain
- 2
- Simulate
- 2
- CONFIGURE
- 1
- LIVE_EXECUTE
- 1
- PAPER_EXECUTE
- 1
- SPEND
- 1
Strategy Passport
- Passports
- 10
- Decaying
- 0
- backtested · 10
Data lineage
The portal reads evidence. It does not hold funds.
Public GOGA pages are read-only. Exchange execution, user balances, confirmations, and key permissions belong behind authenticated trading surfaces and separate risk controls.
Evidence stays separated from execution.Read relay, source freshness, and no-custody boundaries are part of the public methodology.
Tvijo AIOS read relay
Strategy cards and details are served from GET /api/v1/portal/goga/leaderboard and GET /api/v1/portal/goga/strategy/{id}.
Source labels
Each row carries a source discriminator, for example backtest_db, analyzer snapshot, or leaderboard_snapshot, so simulated PnL is not confused with funded accounts.
Timestamps
as_of and data-quality fields describe snapshot freshness. When upstream is unavailable, the UI must show an explicit empty or degraded state.
Where to go next
Methodology should lead users into the right surface.
Different users need different doors: public proof, demo practice, account entry, education, risk notes, and the broader BibaMoney trust layer.
LeaderboardCompare strategy evidence by rank_score and safety state.
Demo terminalPractice the workflow before real permissions are involved.
Google / Microsoft sign-inAccount entry for saved progress and authenticated app surfaces.
FinEdg scannerFlagship edge discovery vertical under the BibaMoney umbrella.
AcademyLearn the terms before interpreting strategy metrics.
Trading riskRead the risk boundaries before connecting any venue.
BibaMoney trust layerUnderstand the umbrella, ownership boundaries, and supervised automation posture.
Full disclaimerRead the legal and practical caveats before acting on strategy data.
In short
rank_score is a composite of Sharpe, pnl_pct, and drawdown protection. Data comes from the read-only Tvijo AIOS relay. The portal never executes trades or holds user funds from this public page.
See the method in action
Every rule here is applied in the Strategy Lab — backtest and paper-trade any coin, no real funds at risk.