Рассматриваем реализацию вероятностных компонентов Habi на MQL5 и OpenCL: обработку рыночных наблюдений, преобразование параметров нормального распределения и пакетное семплирование латентных векторов. На примере CNeuronHabiObservationOCL, CNeuronHabiGaussianOCL и CNeuronHabiVAEOCL разбираем архитектуру, инициализацию, прямой и обратный проходы. Показываем согласование Prior и Posterior через условную KL-дивергенцию и накопление градиентов от нескольких выборок. Полученные компоненты создают основу для последующей генерации торговых действий.
Адаптируем фреймворк Habi для алгоритмической торговли на финансовых рынках. Его основной принцип — перенос опыта сложного планирования в генеративную политику для быстрого принятия решений. Модель учитывает рыночные данные и состояние счёта, формирует варианты управления торговой позицией, а Critic оценивает их потенциальные результаты. Для обучения используются эталонные действия Oracul. Рассматриваем архитектуру торговой адаптации и реализацию OpenCL-кернелов пакетного семплирования и обратного распространения градиентов.
REVDEN AI Desk: gestisci il tuo trading da un'unica conversazione con la tua IA, sul contesto di mercato di REVDEN Immagina di gestire il tuo trading da un'unica conversazione. REVDEN AI Desk la porta in MetaTrader 5: chiedi alla tua IA come legge il mercato, e lei risponde dal contesto completo di REVDEN sui simboli che operi, con il loro stato, il loro quadro di rischio e le pubblicazioni in arrivo. Le sue proposte arrivano con ingresso, stop, target e rischio, e tu approvi quelle che ti
Do you build your own trading tools with AI? I mean EAs, indicators, scripts and analyses you develop yourself with an AI assistant.
One click is your vote:
✅ Yes: https://stein.investments/innovation-report/2026-w43?vote=yes#frage
❌ No: https://stein.investments/innovation-report/2026-w43?vote=no#frage
I'd like to know where the community stands on this. It helps us decide which tools we offer. The result is in the next report on Saturday 31 October.
Also in this issue:
• Two days at the chart with the Power Candles Suite
• Smart Stop Manager 3.1 at 59 USD until Sunday 25 October
• The REVDEN AI Desk on the home stretch
• An EA with one losing month since 2021 and open losses of up to 66 percent
Daniel
👉 https://stein.investments/innovation-report/2026-w43
Завершаем адаптацию DPCC к задачам финансовых рынков. На основе ранее разработанной торговой модели AC-SRM объединяем диффузионного Актёра, прогноз ценовых сценариев и двух распределительных Критиков. Рассматриваем подготовку рыночного представления, обучение на исторических планах и последующие TD-обновления торговой политики. Представляем результаты тестирования на EURUSD H1 за январь–май 2026 года. Несмотря на положительный финансовый результат, существенная просадка и ограниченный объём испытаний не позволяют делать выводы об устойчивости модели.
I noticed it because the signals got fewer as the day went on. FX Dynamic, top right in the picture, confirmed my hunch: EURUSD is at 34 percent of its average daily range, most other majors between 50 and 68 percent.
The searching was left to the tools. The Power Candles Strategy Scanner reported the signals. Power Candles put the tested setup on the chart. Premium Trade Manager executed at a fixed risk.
✅ Six trades on my demo account, four of them in profit. The result is in the picture.
Profit booked, I'm calling it a day.
One day shows the workflow. What a setup is worth shows over many trades.
Daniel
👉 https://stein.investments/products/power-candles-scanner
👉 https://stein.investments/products/power-candles
👉 https://stein.investments/products/premium-trade-manager
👉 https://stein.investments/products/fx-dynamic
A stop manager works in the background. So what did it do, and when? In 3.1 the row tells you: after a stop change it shows "SL updated" for a minute, and the detail line names the old stop, the new stop and the time.
✅ The glass panel of the Smart Stop Scanner 4.0. Status in colour, and point at any row that needs a look: it explains itself in plain words.
✅ Short stops include the spread. Indicator, scanner and manager now follow one Bid/Ask logic.
✅ A magic filter with a list: only the listed numbers, or all except them. Every position it covers is managed, also on later pages of the panel.
The core stays: the manager only ever tightens a stop. While the structure runs against your trade, your own stop does the work.
If you own the manager, 3.1 is a free update in the MQL5 Market. New to it? Until Sunday 25 October it is 59 USD instead of 79. Have a look.
Daniel
👉 https://stein.investments/products/smart-stop-manager
Продолжаем торговую адаптацию DPCC на MQL5/OpenCL: рассматриваем кадровый денойзер CNeuronPlanDenoiserOCL и отдельно — действующий цикл планировщика CNeuronDPCCOCL. Показываем подготовку контекста, предсказание шума, обратную диффузию и возврат исправленных действий в генерацию. Разбираем режимы P0/P1/P2, проверку финансовых ограничений по ценовым сценариям и выбор первого действия по спектральной оценке денежных результатов G. Материал помогает проследить движение планов и условия допуска кандидатов к выбору.
Продолжаем торговую адаптацию DPCC и объединяем ранее разработанные OpenCL-кернелы в два класса MQL5: CNeuronScenarioRolloutOCL для сценарного расчёта торговых планов и CNeuronPlanProjectionOCL для их коррекции с учётом ограничений. Разбираем организацию данных, взаимодействие классов, поиск поправок и повторную проверку финансовых последствий. Показываем, как использовать эти механизмы в собственных моделях и различать допустимый план, исчерпание бюджета поиска и ошибку вычислений.
You tuned Power Bar to a symbol, switched the timeframe and started all over again. Traders asked me to change that, and they are right: what you worked out for a symbol should stay.
✅ Your tab and setup values return after a timeframe change, a symbol change or a terminal restart, the values kept per symbol.
✅ The glass panel keeps one height in every tab, and its gear opens switches for arrows, lines and alerts right on the chart.
✅ Arrows sit behind the candles and past signal lines are fine and dotted, so the candles stay readable.
The core stays: three readings of the extreme candle, tested against the history of your chart. The panel counts raw moves before spread and costs, so read it as a pre-selection. The entry stays your call.
If you own Power Bar, 1.2 is a free update in the MQL5 Market. New to it? Until Sunday 18 October it is 59 USD instead of 79. Have a look.
Daniel
👉 https://stein.investments/products/power-bar
🎬Power Candles answers all three on the chart, and its film shows how. Every setup is tested on the last 1,000 candles of that market, and Power Candles keeps what held up best. Tested, not guessed.
✅ Entry, stop loss and take profit at exact prices
✅ Every past trade of the setup drawn in, with its outcome
✅ Candles coloured by strength, a Signal line in plain words
✅ Auto-apply keeps the plan current after every closed bar
✅ The Power Candles Strategy Scanner alerts you to fresh signals across your Market Watch, and one click switches your chart
🚀Indicator 4.7 is in the MQL5 Market: LIVE shows at a glance what your chart is doing. A free update for owners.
The decision stays yours.
Daniel
👉 https://stein.investments/products/power-candles
👉 https://stein.investments/products/power-candles-scanner
Trading involves risk.
Between October 7 and 9, nine buyers of Quantum Queen X reported on the product page that the EA wiped out their account or came close. The accounts they named ranged from 700 EUR to 4,500 USD.
An ordinary market was enough: from the last closed trade on the vendor's signal on September 30 to the day's low on October 7, gold fell 110 USD. Across a whole week, that is only slightly more than gold moves on an average day (about 98 USD).
The EA sits at rank 2 on the MT5 bestseller list and sells for 1,199.99 USD. As of October 10, one of the nine reviews shows neither text nor stars. Our archive kept it.
The MQL5 Market Report, week 41, with the full analysis:
https://algocheck.net/report/2026-w41
Продолжаем торговую адаптацию фреймворка DPCC и рассматриваем семь OpenCL-кернелов для коррекции торгового плана. На основе диагностики нарушений определяем порядок изменения действий, формируем варианты поправок и повторно проверяем их последствия на заданных ценовых сценариях. Разбираем сравнение предложений, выбор улучшения и контроль бюджета проверок. Итоговые статусы и диагностика позволяют отличить успешную коррекцию от завершения поиска с оставшимися нарушениями.
Every other trade manager executes your click. This one weighs it first.
✅ Drag the stop, the lot size follows, and your risk stays exactly what you set.
✅ Max reads this exact setup against your live account. The decision stays yours.
✅ One click on Execute, and the panel takes over. The trailing stop carries the rest.
🚀Version 3.3 is in the MQL5 Market too: Break-Even runs alongside every trailing method, Max answers while the manager keeps working, and Smart Stop works for sells, spread included. If you own it, 3.3 is a free update.
New to it? One-time purchase, lifetime updates, and every purchase comes with two months of Max as your coach.
Daniel
👉 https://stein.investments/products/premium-trade-manager
Рассматриваем адаптацию фреймворка DPCC для построения торговых планов с учётом ограничений счёта. Разбираются принципы диффузионной генерации траекторий, модельной проекции и проверки допустимости последовательности действий. Для финансовых рынков используется сценарное моделирование состояния счёта. Практическая часть посвящена OpenCL-кернелам DPCCRollout и DPCCRolloutReduce, которые рассчитывают последствия планов и определяют их допустимость по заданным ценовым сценариям.
The symbols you trade already sit in your Market Watch. So I made it the scan. And the panel now wears the glass design of the Smart Stop Indicator 3.0.
✅ Change your Market Watch and the scan follows. An Include or Exclude list narrows it down.
✅ Behind the gear sits a settings page: hide broken stops, show only new ones, switch alerts and their channels.
✅ Short stops include the spread, by the same rule as the Smart Stop Indicator since 3.0.
✅ Every alert is one line: symbol, timeframe, event, stop and scanner name.
✅ The panel is there the moment you attach it and fills symbol by symbol.
✅ Click a row and the chart switches to that symbol. With the Smart Stop Indicator on it, you see the level drawn.
If you own the scanner, 4.0 is a free update in the MQL5 Market. New to it? This week it is 79 USD instead of 99, until Sunday 11 October. Have a look.
Daniel
👉 https://stein.investments/products/smart-stop-scanner
The panel now has the same Glass layout as Power Candles. The stop level is the largest figure on it, in white, with BUY in green or SELL in red beside it, so where your last stop sits is the first thing you read.
A short is stopped out on the Ask. So the sell stop line, the panel level and the alerts now sit the normal spread above the swing high. A trader asked me for this.
The chart stays responsive however many stop levels it shows. Six fixes keep the ADR labels readable, give each status its own colour and let your EA read the levels with the candle colouring hidden.
Version 3.0 is in the MQL5 Market now, free for every owner. And until Sunday, 4 October, 23:59 CEST, the new version comes at the series price: 59 USD instead of 79.
Daniel
👉 https://stein.investments/products/smart-stop-indicator
Торговая адаптация AC-SRM объединяет подготовленный энкодер рынка, Актёра и два распределительных Критика на MQL5 и OpenCL. Спектральная оценка распределения результатов используется для обучения политики с учётом неблагоприятных исходов. Рассмотрены офлайн-подготовка по завершённым результатам торговых действий и последовательное онлайн-обучение в тестере MetaTrader 5 с собственной схемой перекрёстных целевых моделей Критиков. Приведены результаты эксперимента и практические ограничения подхода.
My stop methods had proven themselves, and still they sometimes took me out too early. So I built a stop that reads the market structure and moves with it.
The Smart Stop Indicator shows the most recent valid stop level on your chart, for BUY or SELL: the exact price, its distance as a share of the daily range, and its status live: new, valid or broken. Alerts tell you when a new level forms and when one breaks, and broken levels turn grey in the panel, so the valid one stands out. I spent a long time on this one aspect of trading, and it became one of my favorite products.
A new structure takes a little longer, and until it forms, the indicator waits. The call on the trade stays yours. It runs in MetaTrader 5, on every timeframe.
This week it is 59 USD instead of 79, until Sunday 4 October. Have a look.
Daniel
👉 https://stein.investments/products/smart-stop-indicator
Who is on which side of a pair? The answer sits in three places: the regulator's weekly report for the large funds, the futures exchange for the active trades of the last trading day, the spot market for the live positions of retail traders. The new sentiment overview puts all three side by side, one row per pair, for the seven major pairs and gold.
✅ Large funds, exchange flow and retail traders, each from its own source
✅ Funds and retail traders on one scale of seven classes, next to the state of a week ago
✅ When all three sit on the same side, the row shows it at a glance
✅ Its own page in REVDEN, plus the detail on each of the eight symbol pages
Pro and VIP see all three players live, and a free account shows the eight rows with each pair's weekly move.
👉 Sentiment overview: https://revden.io/sentiment
→ The film, from the sentiment scene: https://youtu.be/EAr28q9dAqw?t=54
→ The whole series: https://www.youtube.com/playlist?list=PLKm-ziHHBYxw
