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Aperion ModelV1
Recursive Trading Intelligence

Welcome to theἄperion

An unbounded trading intelligence that learns from every trade it takes.

LearnAdaptEvolveGenerate Edge
LearnAdaptEvolveGenerate Edge
LearnAdaptEvolveGenerate Edge
Inside the system

Signals, review, execution, learning

Aperion watches the structure the market cannot hide. Multi timeframe RSI stacks, EMA12 cascade, stair breaks, divergence quality, and MLS option detection become ranked conviction signals across crypto, equities, and futures.

Nothing reaches you raw. A panel of five agents reviews every call. Augur, Specula, and Custos pressure test conviction, counter case, and risk on each signal, and above them Prometheus and Daedalus debate how Aperion itself should change. Each asset trades as one collective position across timeframes, so a higher timeframe trend and a lower timeframe hedge live as a single coherent trade.

Every outcome teaches it. Wins, losses, exits, and your own feedback feed the next cycle. The strongest ideas from that debate become new doctrine. That is the recursion. The market teaches the signals, the outcomes teach the agents, and the agents rewrite the playbook. The edge compounds.

How you participate

Follow the system. The Aperion Agentic Collective trades a live paper book in the open. Every position, timeframe, and fill is visible and verifiable. Mirror it exactly.

Take your own. Accept a signal and Aperion stages the entry, stop, and targets to your broker. Skip it and the system records why.

Build your edge. Assemble your own portfolio of signals and trades. Your accepts, skips, and notes feed the same recursive loop that sharpens the whole system.

Live track record

Agentic Portfolio

A rotating basket of up to ten conviction-weighted positions across crypto, commodities, and equities. Updated in real time as paper fills come in.

Portfolio equity
Open positions
Last trade
MTF arming
Today’s P&L

A recursive trading system, not a signal feed

Layer 1 · Market structureMarkets become structured evidence

Aperion turns every chart into evidence: trend, momentum, exhaustion, divergence, key levels, time frame agreement, and behavior across related assets. The first read is mechanical and consistent, so every signal starts from the same disciplined view of market structure.

Layer 2 · Context modifiersThe outside world changes the read

CFTC commitment of traders positioning. EPA, EIA, and USDA fundamental data for commodities. Earnings surprise and forward guidance. Sector relative strength. Macro events. On chain flow. Social sentiment. Aperion does not chase one magic indicator. It builds a living conviction layer that learns how outside pressure changes the odds.

Layer 3 · Agent panelFive agents turn every signal into a debate

Augur studies historical analogs. Specula attacks the thesis. Custos audits risk. Counsel synthesizes the trade read. Prometheus looks one level higher, asking what the system itself should learn or change. In the architect chamber, multiple top LLMs debate through Prometheus and Daedalus, turning signals, missed setups, live trades, notes, and outcomes into memory for the next cycle.

Layer 4 · Your operating modeEvery cycle teaches the next one

Trade any asset you want with the engine, build your own portfolio and let it trade agentically, or keep the signals as decision support for strategies you design yourself. Trades, skips, exits, notes, agent debates, and outcomes all feed back into the loop. The goal is direct: build toward the world's greatest trading system by making every decision improve the next one.

Historic replay

Watch Aperion walk a BTC trade

The candles are a real BTC 4H Hyperliquid window from April 29 to May 8, 2026. The replay uses Aperion execution chart language for the MLS signal, trade approval, fill, stop trail, TP1, and TP2.

Aperion ChartBTCBitcoin$82,47924H +2.32%Replay
Hist Hyperliquid
Signal packetMLS H long, 4 starsExecution mode · signal accepted · bracket staged
MLS optionH long / 4 starsEMA 12reclaimed and risingRSI stack4H over daily confirmStop trail$74.9K -> $81.3KRisk model0.12 BTC / 1.3% stop
Augurhistory agreesSpeculacounter clearCustossize approvedCounseltake setup
TapeBTC 4H · HLWindow57 bars · Apr 29-May 8Range$74.9K-$82.8KEntry$75.9K / $74.9KHarvest$82.5K · +8.7% · 6.7R
Replay clockApr 30 00 to May 06 08
model view · execution route · outcome writeback
Risk1.3%MFE+9.1%MAE-0.8%R multiple6.7R
01Scanpublish_signal()BTC 4H MLS H02Reviewagents_align()Augur / Specula / Custos03Acceptaccept_trade()paper intent queued04Fillentry_fill()$75,881 long05Managetrail_stop()$81,297 stop print06Harvestwrite_outcome()+8.7% TP2
LONG 4★ HFillTP1TP2MLS H firesAcceptStop printProfit takenStop trail
Accepted execution intentLong 4 star MLS H, BTC 4HApril 29 to May 8, 2026, entry $75,881, initial stop $74,894, risk 1.3 percent, TP2 $82,479
RoutePaper SimSize0.12 BTCBracketTP1 50% / TP2 50%Stop logic$74.9K -> $81.3K
SignalMLS H firesAcceptpaper intentFill$75,881Stop$81,297TP28.7% TP2
Replay sequenceSignal to harvest
Signal Apr 29 20:00LONG 4 star H firesMLS H prints after the BTC 4H stack turns constructive.
Agents Apr 30 00:00Augur, Specula, Custos alignConviction, counter-case, and stop distance all clear review.
Accept Apr 30 00:00Paper trade approvedUser accepts the signal and Aperion stages entry, stop, TP1, and TP2.
Fill Apr 30 00:00$75,881 entryThe accepted intent becomes a filled long with the initial stop attached.
Stop May 06 08:00$81,297 stop printThe stop trail ratchets under structure as the trade moves in favor.
Harvest May 06 08:00+8.7% to TP2TP2 is tagged and the replay records the outcome back into the loop.
Execution ledgerWhat the system records
Apr 29 20:00MLS H signalscanner publishes long setup
Apr 30 00:00Review packetagents align, risk accepted
Apr 30 00:00Intent stagedentry, stop, TP1, TP2 prefilled
Apr 30 00:00Entry filledpaper route confirms long
May 01 12:00TP1 taggedpartial harvest recorded
May 06 08:00TP2 harvestoutcome written back to loop
↳ COGNITION