AI Social Agents
Built like infrastructure. Controlled like behavior.
Behavioral-AI discipline applied to live social platform ecosystems — production-grade conversational agents with persistent state across Instagram, X, Discord and WhatsApp. This is agent architecture, not bot scripting.
Positioning
This is agent architecture, not bot scripting
Behavioral discipline
Behavioral-AI discipline applied to live social platform ecosystems.
Production-grade
Conversational agents engineered for real production environments.
Persistent & structured
Structured interaction systems with persistent state across platforms.
System overview
Five layers. One controlled system.
Engagement
Human-like discovery, comments, replies and DMs across platforms.
Content
Supervised generation and publishing — feed, Stories and Reels.
Knowledge & Memory
Persistent user profiles, RAG and live structured-SQL knowledge.
Safety & Control
Anti-bot pacing, moderation, and operator approval at every step.
Campaign Mechanics
Full conversational campaigns — receipts, teams and prize fulfilment.
The agent stack
Built in layers, deployed as one
Personality architecture
Voice, banned phrases, topic gates per brand.
Behavioral logic engine
Prompt-driven pipeline: classify, route, respond.
Tone & context control
Platform-native register, language lock, memory.
Safety & moderation
Scope clamps, refusal logic, escalation hooks.
Multi-platform deployment
One context shipped across four live channels.
Platform coverage
Four live channels. The rest is roadmap.
Browser engagement pipeline + Graph API.
Real-time DM agent · campaign in pipeline.
Discord
Multi-context bot, persistent threads.
X / Twitter
Post, reply & monitor (API-tier limits).
TikTok · Facebook · LinkedIn · YouTube
Recognised in the platform registry — scaffolding only, controlled expansion as agents mature.
01 · Capabilities — the engagement pipeline
Public engagement becomes private conversation
Discover
Scout target profiles & hashtags.
Score
Text + media relevance, 0–10.
Comment
Brand-voice reply, posted live.
Reply
Harvest responses on the thread.
DM
Escalate warm leads privately.
Every commenter can become a target page. Every reply can become a DM. Strict eligibility and frequency caps apply.
Capabilities — the engine
Engagement, content, knowledge and safety
Beyond the API
Notification intelligence reads in-app replies and mentions the Graph API never surfaces; a page-discovery flywheel promotes or retires target pages by real engagement yield.
Content factory
Trend → generate → validate → publish. Feed posts, Reels and campaign moments — supervised and approval-ready.
Account safety
Warmup stages, hourly rate windows, action spacing, blockers & cooldowns, reach-drop detection and auto-throttle.
Real-time DM processing
Ingestion → intent classification → tone modulation → response generation → engagement loop, end to end.
Knowledge & memory
Persistent profiles, RAG over Postgres / pgvector, and live structured-SQL queries on context-owned tables.
Operator control plane
Run, approve and tune with no code — schedules, prompts, RAG memory, content approval, metrics and a webchat simulator.
02 · In production
Three live agents — plus a campaign in the pipeline
Trivia game character
Turns followers into players — discovers posts, comments in-voice, escalates warm followers into DM trivia. Organic acquisition, no ad spend.
Luxury brand ambassador
A high-end lifestyle persona. Its browser Instagram pipeline went live and validated on production, with successful comment activity and a rising posted count.
Gaming community agent
Answers with live data, not a script — queries context-owned tables for products and tournaments so replies reflect real inventory and events in real time.
— trivia agent, example interaction
Campaign engine · in pipeline
A full campaign, run inside the chat
Built and launching soon with a major consumer brand. Reusable mechanics per brand and per campaign — receipts, teams, prizes and operator approval.
Scan
Player sends a receipt photo.
Validate
Vision check + duplicate guard.
Team up
Form or join a team.
Reserve
Prize code locked atomically.
Deliver
Operator approves, card sent.
03 · Where it stands
Live today, built to expand
- Live on four channels — Instagram (browser pipeline + Graph API), WhatsApp, Discord and X.
- Multiple agents in production — several character and support agents, each on its own live channel.
- Real operational traction — thousands of discovered posts, hundreds of executed comments and DMs.
- Campaign engine in pipeline — receipt-to-prize gamification built; launching soon with a major brand.
- Safety & operator control — warmup, rate windows, reach-drop detection, approval and live logs.
- Modular by design — ready for controlled platform expansion as new agents mature.
Operational AI systems, designed for controlled brand deployment at scale.
Built like infrastructure. Controlled like behavior.