Autonomous agents, architected —
not assembled.
Custom agent squads for small and mid-market businesses. Deployed in 3–6 weeks on your hardware.
From a single booking bot to an orchestrated multi-agent system that handles support, sales, and operations — architected around your workflows, your data, your stack. No vendor cloud. No per-seat pricing. No lock-in.
2026 is the inflection point.
Every business is a sequence of repeatable decisions and actions. Most of them can now be done by agents. Those who architect this layer first compound for the next five years.
Claude Code, LangGraph, CrewAI, Autogen — all production-ready in 2026. Agent orchestration is no longer research-grade.
An M4 Mac Mini runs 13–32B LLMs at production speed. A €1,500 GPU (RTX 4080/5070) handles the same tier with room for RAG. The cost of owning your stack collapsed.
What used to be custom engineering is now a handful of packages (LangChain, Mem0, Instructor). The hard part left is picking the right workflows and stitching them right.
Where AI agents actually work — and where they don't.
No vendor slideware. Eight verified case studies with primary sources — including two honest failures — so you can calibrate what's real.
Anthropic · Claude Code
Terminal-native autonomous coding agent — the one powering this studio.
$2.5B+ Claude Code ARR · Anthropic total hit ~$19B ARR by March 2026. 8 of Fortune 10 are customers; >50% of enterprise spend.
Cursor · Anysphere
AI-native code editor (VS Code fork) with agentic Composer model.
$2B+ ARR by April 2026 · closed $2.3B Series D at $29.3B valuation, $50–60B round reportedly in talks.
Harvey AI
Domain-specific AI agents for lawyers — drafting, review, diligence, research.
$190M ARR · 1,300+ customer orgs · ~100K lawyers across 60 countries · $11B valuation (Mar 2026 raise).
GitHub Copilot
AI pair programmer inside VS Code, JetBrains, Neovim, and GitHub workflows.
4.7M paid subscribers · +75% YoY growth · Copilot Pro+ +77% QoQ · deployed at ~90% of Fortune 100.
Salesforce Agentforce
Agentic AI layer on top of Salesforce CRM — autonomous agents for sales, service, ops.
$800M ARR (+169% YoY) · 29,000 deals closed cumulatively · Agentforce + Data 360 combined $2.9B ARR.
Intercom Fin
Autonomous AI agent resolving support tickets across chat, email, WhatsApp, SMS.
67% average autonomous resolution (official). Well-configured real-world deployments typically 30–50%. Priced per resolution.
Klarna × OpenAI
AI assistant for Tier-1 customer service across 23 markets.
Handled work of 700 agents on launch → walked back to hybrid model after quality drop. Lesson: replace busywork, not judgment.
McDonald's × IBM
Voice-AI drive-thru ordering at 100+ U.S. locations.
Partnership terminated in 2024 after accent failures and viral order errors. Lesson: narrow domain AI ≠ general voice AI.
Not a developer.
An architect.
At the center, a Router dispatches every request to the right specialist. Around it — a squad of agents, each with its own skills, memory, and reason to exist. Not a single bot — a squad built around your process: as many specialists and links as it takes to run end-to-end.
Routes, designs, researches, reviews — the strategic layer.
Writes, tests, deploys, manages scope — the shipping layer.
Sales, outreach, docs, data, parsing — the workflow layer.
Fast narrow helpers — translation, summarization, parsing.
Router-led
One entrypoint. The Router picks the right specialist for each request — you don't orchestrate, they do.
Local-first
Deployed on your hardware. Data never leaves your stack. No vendor lock-in, no surprise bills.
Memory across sessions
Every agent has persistent memory. Your business context compounds instead of evaporating.
Three proven places to start.
Most businesses don't need custom research-grade AI. They need one of three patterns that already work.
Support
Resolve more tickets than any hire can touch.
- Tier-1 chat/email grounding on your docs + CRM
- Smart routing to human only when confidence drops
- Knowledge that updates itself from every resolution
Intercom Fin: 67% autonomous resolution average.
Sales
An SDR squad that never sleeps, doesn't forget, and qualifies before you wake up.
- Inbound qualifier that reads your ICP and books calls
- Outbound research at the account and contact level
- Follow-up cadences tuned by response data
Salesforce Agentforce: $800M ARR, +169% YoY (Feb 2026).
Operations
Replace busywork, not judgment.
- Internal knowledge search across Notion, Slack, Drive
- Automated reporting and anomaly detection
- Agents that fill forms, file tickets, and chase approvals
GitHub Copilot: 55% faster coding tasks (Accenture study).
One architect, not an agency.
Hi, I'm Igor. AI developer.
I architect agent systems on Python and Claude Code — from single Telegram bots to multi-agent squads. Working as a solo architect: you talk directly to the person designing and building your system. No account managers, no ticket hand-offs, no "junior will handle it".
Three phases. No surprises.
Diagnose
We audit your processes, map what can and can't be automated, and return a written blueprint with ROI per workflow. No code yet — clarity first.
Assemble the squad
We pick the right specialists from a tested library, wire them to your stack (Telegram, CRM, Notion, APIs), and train memory on your domain. The squad grows to match the scope — single agent, small squad, or full orchestration.
Deploy on your hardware
Local deploy on your server, Mac Mini, or VPS. You own weights, data, prompts, and logs. No lock-in, no per-seat pricing, no vendor dependency.
One path from $149 to an enterprise squad.
Every tier starts with a written brief on Telegram. Real scope is quoted after the diagnosis, not before.
Template
Ready-made agents dropped into your stack in 3–5 days. Perfect if your process already exists and you just need automation.
- Booking bot, FAQ support, lead qualifier, content scheduler
- Telegram / WhatsApp / web widget connector
- Basic analytics + Telegram admin panel
- 2 weeks of adjustments included
Automate
We automate one complete business workflow — from trigger to outcome. The number of agents and the router shape are driven by process complexity, not by the tier.
- One workflow end-to-end (lead qualification, auto-support, booking + CRM, etc.)
- Agents are picked to fit the job — one specialist or a small team, whatever it takes
- Integration with Telegram / WhatsApp / Slack / CRM / calendar
- RAG on your own documents and knowledge
- Deploy on your server or managed hosting
- 2 weeks of iteration + 30-day warranty
Orchestrate
Several workflows in one system: a router dispatches requests, agents share memory and business context. Complexity is driven by how tightly processes connect — not by agent count.
- Multiple connected workflows under router orchestration
- Shared memory and knowledge base across agents
- Multi-channel deployment (web, Telegram, API)
- Local deploy + observability dashboard
- 4–6 weeks build + 60-day warranty
Enterprise
Automation across several business domains — different teams, different data, different rules. SLAs, audit logs, a dedicated build team.
- Multi-domain architecture (teams, subsidiaries, regions)
- SLA, audit logs, SSO, compliance review
- On-prem or private-cloud deployment
- Dedicated architect + support squad
Support retainers from $149/mo (monitoring) to $2,500/mo (active management). Quoted per system.
Questions before we talk.
Everything runs on your hardware — your Mac Mini, your VPS, your server. The agents never send your business data to someone else's cloud. Prompts, logs, memory, weights — all live where you live. If the vendor (me or Anthropic or anyone else) disappears tomorrow, your system keeps running.
Those are finished tools. Great at one vertical. I build you a custom architecture — your workflows, your data, your CRM, your rules. I'm the architect, they are the materials. Often I use them inside the system I build for you.
That's normal and expected — every client iterates in month 1-2. The build includes 30-60 days of warranty depending on tier. After that, a retainer from $149/month keeps the system healthy and evolves it with you.
A $149 template for solo operators (booking bot, FAQ agent, etc.) — installed in 3-5 days. For anything custom, $990 is the real floor. Anything cheaper means I'm not spending enough time to actually understand your process.
No. You need to know your own business well enough to describe what you want automated. I handle the architecture, the build, the deploy, the monitoring. You test and approve. That's the split.
Technical stack: Python, TypeScript, SQL, shell. Spoken: English, Russian, Ukrainian — written fluently in all three. If your clients speak something else, a Translator agent joins the squad.
Assessment + blueprint: 1 week. First working agent on staging: 2-3 weeks after kickoff. Full squad in production: 4-6 weeks for Orchestrate tier. Enterprise varies — quoted per scope after discovery.
Didn't see yours? Ask on Telegram — I answer within 24h.
Let's architect your squad.
A short brief on Telegram. Written diagnosis of what to build first. No pitch, no slides — we'll map your workflows and I'll tell you honestly what's ready and what isn't.