AGA-agentsDiagram, version 4 · October 2026Русский

AGA-Agents: inputs → modules → AI control

How venue data turns into one clear message for the owner

↔ Drag the diagram sideways; the − and + buttons below zoom in.

AGA-Agents: inputs → modules → AI control AGA-Agents system diagram: data sources, analysis modules, core and outcome. Wi-Fi cams · Data sources Wi-Fi cams Video recorder · Data sources Video recorder Shift photo reports · Data sources Shift photo reports Video and photo · order without inspections · Modules Video and photo order without inspections · Guest waiting at desk · Seat used, not paid · Litter → task · Photo report check · Not done → back POS mics · Data sources POS mics Call records · Data sources Call records Speech analysis · average ticket grows · Modules Speech analysis average ticket grows · Was an upsell offered · Offer → purchase rate · Weak speech → review · Best lines for all iiko · r_keeper · Langame · Data sources iiko · r_keeper · Langame OFD · Data sources OFD Bank · Data sources Bank 1C (read-only) · Data sources 1C (read-only) Diadoc EDI · Data sources Diadoc EDI Till log · Data sources Till log Finance · money seen the same day · Modules Finance money seen the same day · Management accounts · Payroll, no disputes · Every expense tagged · Till matches the bank · Shortfall and theft · A document per expense · Cash gap seen early Buying + sales · Data sources Buying + sales Stock + trends · Data sources Stock + trends EDI: invoices and UPDs · Data sources EDI: invoices and UPDs Photos of receipts, invoices · Data sources Photos of receipts, invoices Prices: Avito · DNS · Ozon · Data sources Prices: Avito · DNS · Ozon Goods and stock · no dead stock, no overpaying · Modules Goods and stock no dead stock, no overpaying · Receipt scan → database · EDI document → database · Purchase request · Best purchase price · Dead stock · Best-seller everywhere Club PC agent · Data sources Club PC agent Signed command channel · Data sources Signed command channel GGBoot server · Data sources GGBoot server PC load by zone · Data sources PC load by zone Specs by zone · Data sources Specs by zone Venue PCs · the fleet runs and pays back · Modules Venue PCs the fleet runs and pays back · Repair with no visit · FPS of every PC · Frozen system image · Diskless GGBoot (pilot) · What to replace first · Upgrade payback Temp sensors · Data sources Temp sensors Smart plugs · Data sources Smart plugs LEDs · Data sources LEDs AC units · Data sources AC units Airflow · Data sources Airflow TVs: price list + bar · Data sources TVs: price list + bar Climate + power · empty rooms burn no power · Modules Climate + power empty rooms burn no power · Lights follow PC load · Cooling before booking · Savings in roubles · Breakdown alert at once · Price list + bar on TVs, hands-free Rival price lists · Data sources Rival price lists Langame: rivals' halls · Data sources Langame: rivals' halls Yandex/2GIS · reviews · Data sources Yandex/2GIS · reviews Competitor analysis · price and load on par · Modules Competitor analysis price and load on par · Rivals' load · Their prices vs ours · Rival hall plan · Rivals' praised points “News 2.0” sheet · Data sources “News 2.0” sheet Venue photos and video · Data sources Venue photos and video VK · Instagram · Data sources VK · Instagram Telegram · MAX · WhatsApp · Data sources Telegram · MAX · WhatsApp Venue TVs · Langame · site · Data sources Venue TVs · Langame · site Yandex Maps · 2GIS · Data sources Yandex Maps · 2GIS Content factory · posts daily, no people needed · Modules Content factory posts daily, no people needed · News → post by itself · Card on a venue photo · AI video for socials · One-click approval · One post → 6 channels · Map listings kept fresh · Which post made money Avito responses · Data sources Avito responses HeadHunter · Data sources HeadHunter Site and bot applications · Data sources Site and bot applications Staff register · Data sources Staff register Hiring and HR · every shift is staffed · Modules Hiring and HR every shift is staffed · Response in 15 minutes · Unopened responses · Hiring funnel · Staff documents Tasks · Data sources Tasks Shifts/vacations · Data sources Shifts/vacations Work chats · Data sources Work chats Rules and fines · Data sources Rules and fines CRM · clear pay for everyone · Modules CRM clear pay for everyone · Shifts and leave · Lateness and shortfalls · Honour and shame boards · Fines by the rules Chatwoot · Data sources Chatwoot VK · site · Telegram · Data sources VK · site · Telegram Loyalty system · Data sources Loyalty system Community · guests come back · Modules Community guests come back · Unified inbox · Complaint → fix · Player ratings · SMS to lapsed guests Guest Telegram Mini App · Data sources Guest Telegram Mini App Phone · Langame deposit · Data sources Phone · Langame deposit Cases and prizes · Data sources Cases and prizes Wallet and tickets · Data sources Wallet and tickets Reviews and forms from the bot · Data sources Reviews and forms from the bot Case bot · the guest plays and comes back · Modules Case bot the guest plays and comes back · A case for a deposit · Prize claimed only in the club · Mailing to our own base · Bot review → inbox · Applicant form → hiring Database · PostgreSQL (VPS-8) · SQLite · pgvector · AGA-Agents core + memory · FACTS Database PostgreSQL (VPS-8) · SQLite · pgvector FACTS KB: memory · decisions + reasons · AGA-Agents core + memory KB: memory decisions + reasons AGA-Agents · the agent gives the owner back time and control · AGA-Agents core + memory AGA-Agents the agent gives the owner back time and control ▲ More profit: losses seen the same day ▼ Lower costs: empty rooms burn no money ⚙ More automation: the agent checks itself ✓ Less routine: 1 message instead of 10 chats ◎ Control of every venue without being there ★ “Done” only with proof Event card · Architecture component Event card Telegram to owner · Architecture component Telegram to owner VENOM cabinet /lk · Architecture component VENOM cabinet /lk Analytics + reports · Architecture component Analytics + reports CRM · Architecture component CRM Command to a venue PC · Architecture component Command to a venue PC Plugs + climate · Architecture component Plugs + climate Club adm chat · Architecture component Club adm chat Posts and guest replies · Architecture component Posts and guest replies Club TV screens · Architecture component Club TV screens SMS + guest bonus · Architecture component SMS + guest bonus Applicant to manager · Architecture component Applicant to manager Purchase list · Architecture component Purchase list Data sources Modules AGA-Agents core + memory Modules Data sources Legend Core + memory What the owner gets Module: problem and functions Data source

AGA loop — 7 steps

  • • 01 Connects sources
  • • 02 Watches
  • • 03 Finds drift
  • • 04 Gathers proof
  • • 05 Sets action
  • • 06 Checks result
  • • 07 Saves context

Trust rules

  • • AGA says “suspicious event,” not “guilty”: one frame is not a verdict
  • • Every change passes the Fix door: tests and gates, then Dozor checks a day and a week later
  • • Shepherd sets tasks for venue staff and closes them only on photo proof
  • • Start with one problem: risk → cycle → expansion

Data flow

  • • In: each source goes its own way to its module, nothing needs replacing
  • • Inside each module are its functions: each solves one problem and passes facts to AI control
  • • AI models, the database and decision memory sit in one core
  • • Out: cabinet, message, task, command, report, purchase