// STRATEGIC ENGAGEMENT MODELS
Ways to Collaborate
Enterprise engagement models: 30-day workforce training with 30 days of included support, Claude agent orchestration, local LLMs that cut inference costs, workflow automation and experimental quantum work.
// STRATEGIC ENGAGEMENT MODELS
9 Ways We Can Work Together
From our flagship 30-Day Training Sprints and Claude Agent Suite orchestration to Private Local LLM deployment and quantum readiness, select the engagement model engineered for your technical milestones.
01. 30-Day Enterprise Workforce AI Training
Live training for engineering teams and staff, followed by 30 days of included support. Teams move from one-off chatbot use to coordinated agent teams, private model deployments and AI-assisted TDD.
02. Claude Agent Suite & Team Orchestration
Architectural implementation across the 8 Claude Agent modules: Claude 101 loops, Claude Code terminal workflows, Claude Skills schema injection, Model Context Protocol (MCP) servers, multi-agent teams, design patterns, and budget limiters.
03. Private Local LLMs & Inference Cost Slashing
Slashing recurring cloud AI API bills by 60–90% by hosting fine-tuned open-weight models (Qwen3.5, DeepSeek V3.2, GPT-OSS-120B, Gemma 4, Mistral) on workstation clusters or private VPCs using vLLM, Ollama, and GGUF/AWQ quantization with complete zero data egress.
04. Role-Based Workforce AI Bootcamps (6 Cohorts)
High-impact training intensives delivered live or remotely worldwide for 6 distinct cohorts: Freshers (foundational agent literacy), Developers (Claude Code, MCP, TDD), Corporate Staff (workflow automation), Tech Leads (state machines), Management (operational efficiency), and CXOs (strategic roadmap & ROI).
05. AI-Assisted Test-Driven Development (TDD)
Embedding rigorous Red-Green-Refactor methodologies directly into AI coding agent workflows. Author failing test suites first in pytest or cargo before directing AI models to generate code, so hallucinated or broken code fails a test before it reaches review.
06. AI Budget Limits & Cost-Control Gateways
Establishing enterprise cost governance gateways using LiteLLM, prompt compression, semantic caching, and hard departmental quotas to prevent recursive tool-calling runaways and unpredictable cloud API billing spikes.
07. Autonomous Workflow Automations (n8n & Webhooks)
Covers both self-hosted n8n pipelines and Claude-native automations (skills, plugins, and connectors), connecting ERPs, CRMs, and internal databases to intelligent agent decision routers with private data options.
08. Early Quantum Applications & Migration Advisory
Designing and simulating quantum circuits using IBM Qiskit and PennyLane. Exploring variational quantum algorithms (VQE, QAOA) and Quantum Machine Learning (QML) kernels, alongside Post-Quantum Cryptography (PQC) readiness assessments.
09. Dedicated Advisory Retainers & Fractional AI Leadership
Dedicated monthly sprint capacity providing weekly architectural reviews, multi-agent code audits, model fine-tuning guidance, executive AI steering, and priority asynchronous advisory.
// EXECUTION FRAMEWORK
How We Collaborate: 8-Step Lifecycle
A transparent, predictable process with Revisions to roadmaps, syllabi and deliverables throughout the engagement and support window, equal-weighted milestones, complete IP transfer, 30-day Discord support, and 60-day free updates.
Scope & AI Agent Architecture Audit
We align on agent team composition (Claude, OpenAI, Gemini, Grok), task domain knowledge requirements, agent constraints, and workforce training cohorts via an async brief or focused 30-minute scoping discussion.
Milestone Agreement & 6 Parity Tiers
Fixed milestone proposal with equal weightage across every deliverable phase, structured under 6 Parity Pricing tiers — including 50% off for Early-Stage Startups (Tier 4), 75% off for Non-Profits & Academia (Tier 5), and customized pricing for underprivileged nations (Tier 6).
Architecture Blueprint & Tool Selection
We architect integration schemas, data pipelines, and select the optimal tooling stack (Claude Code, Google Antigravity, OpenRouter, vLLM, Ollama, LangGraph, Qiskit) and customized training syllabi.
Live Sandbox & Strict TDD Verification
Strict Test-Driven Development (TDD) with AI: every API connector, agent tool loop, local LLM pipeline, and quantum circuit is runtime-verified in isolated sandboxes with passing test suites.
Revisions to roadmaps, syllabi and deliverables throughout the engagement and support window
Continuous, collaborative iteration on every technical architecture, agent workflow, local model configuration, and training module until your leadership is 100% satisfied.
Milestone Sign-Off & Complete IP Transfer
Full commercial ownership, complete IP rights, sample code guides, explainer documentation, and clean sandbox repository handover granted immediately upon milestone completion under your proprietary license.
07. 30-Day Training Delivery
Live sessions, sandbox demonstrations and hands-on labs for freshers, developers, staff and CXOs.
08. 30 Days of Included Support
Q&A, code and architecture reviews, and fixes for upstream model or API changes for 30 days after training ends.
// IDEAL FIT
Who I Collaborate With
Partnering with founders, enterprise engineering teams, non-profits, and global organizations modernizing operations through AI and quantum exploration.
Founders & Solo Entrepreneurs
Solo founders and entrepreneurs seeking 10x operational leverage by orchestrating coordinated teams of AI agents with Claude to execute multi-person workloads without headcount bloat.
Tier 4: Early-Stage Startups (50% Off)
Pre-seed, seed-stage, and bootstrapped startups building technical velocity. Eligible for automatic 50% off standard rates under Startup Enablement.
SMBs & Mid-Market Enterprises
Growing businesses seeking to automate manual operational bottlenecks with self-hosted n8n pipelines, slash cloud API bills with local LLMs, and upskill their internal developers in AI-assisted TDD.
Global MNCs & Enterprise Leaders
Large organizations deploying air-gapped private model clusters on private VPCs, enforcing strict departmental spend limits, and rolling out comprehensive 6-cohort workforce training programs.
Developers & Technical Leads
Engineering teams looking to master terminal-native Claude Code, build custom Model Context Protocol (MCP) servers in TypeScript/Rust, and orchestrate robust LangGraph state machines.
Corporate Staff & Business Units
Cross-functional knowledge workers, analysts, and project managers seeking practical training in secure prompt engineering, AI report generation, and automated business workflows.
Tier 5: Non-Profits & Academia (75% Off)
Open research initiatives, universities, and mission-driven non-profits supported through a dedicated 75% discount across all training courses, consulting sprints, and workshops.
Tier 6: Crisis-Affected & Under-Resourced Regions
Custom subsidized pricing and flexible milestones for teams, startups and researchers in crisis zones, hyperinflation economies and UN Least Developed Countries.
// TRANSPARENCY
Collaboration FAQs
Transparent answers about engagement timelines, 30-day training contracts, runtime verification, IP transfer, included support, and country parity pricing.
How quickly can an AI engagement or training contract start?
Initial architectural audits and scoping sprints start within 3 to 5 business days of scope approval. Comprehensive 30-day workforce training sprints, private local LLM deployments, and dedicated advisory retainers are scheduled based on current sprint cohort capacity.
What does the training contract look like in practice?
Each training contract spans 30 calendar days (4 intensive weekly milestones) of hands-on architectural and coding immersion:
Week 1 (Days 1–7) — Architectural Assessment, Toolchains & Sandboxes: System discovery, tooling verification, prompt engineering design patterns, and Claude agent reasoning loop primitives.
Week 2 (Days 8–15) — Agent Orchestration, Skills & MCP Servers: Claude Code CLI, Claude Cowork, custom capability Skills, Model Context Protocol (MCP) servers, and hierarchical agent teams.
Week 3 (Days 16–22) — Local LLM Clusters, OpenCode & AI-Assisted TDD: High-throughput local model serving (vLLM/Ollama), OpenCode model routing, test-driven hallucination prevention, and guardrails.
Week 4 (Days 23–30) — Hard Budget Governance, Automated Evals & IP Handover: Token spend caps, circuit breakers, Ragas/DeepEval benchmarks, capstone live verification, and 100% intellectual property transfer.
Participants conclude the 30-day program with fully operational, sovereign multi-agent systems running in production, backed by 30 days of included post-training support.
How does runtime system and code verification work (TDD)?
Every code sample, automated pipeline, API harness, and local model deployment is tested in live execution environments (Python REPLs, pytest suites, cargo test sandboxes, and Qiskit simulators) using Test-Driven Development (TDD) before handover.
Who owns the intellectual property (IP) and custom training assets?
You retain 100% complete IP ownership and copyright upon milestone payment completion. All code, automated agent scripts, local LLM configurations, and training artifacts are transferred directly under your organization's proprietary license.
What ongoing support is included after training completion?
Every engagement includes 30 days of included support for Q&A, code and architecture reviews, and fixes for upstream model or API changes after training ends.
What are the 6 Tiers of Purchasing Power Parity (PPP)?
Pricing is indexed across 6 tiers of payment covering 195 countries: Tier 1 (100%): World Bank high-income economies; Tier 2 (75%): Upper-middle-income economies; Tier 3 (50%): Lower-middle and low-income economies; Tier 4: Startups (50% off); Tier 5: Non-Profits & Academia (75% off); and Tier 6: Crisis-Affected & Under-Resourced Builders (Custom subsidized quote).
Ready to Start an AI Transformation?
Whether you need 30-Day Enterprise Workforce AI Training, Claude Agent Suite orchestration, the Google Gemini AI Ecosystem (Google AI Studio, Google Antigravity, Gemini Deep Think, Gemini Agents & Argon), Private Local LLM cost reduction (60–90%), or early quantum exploration, let's discuss your milestones.