Led by Dr. Sam Sammane - Forbes Technology Council - TEDx - books - research - AI founder We Build AI That Ships.
TheoSym is an AI consulting firm for founders and enterprises who need to ship, not prototype. Strategy, build, weekly Coding with AI, or white-label implementation: we take the engagement that fits your constraint.
EEAT proof stack
The consulting offer is backed by Sam's work, not generic AI claims.
TheoSym sells from authority: Forbes Technology Council articles, Human-AI Augmentation, books, talks, QGI research assets, Aurora TIC lab AI bridge work, GPTPress publishing, and the broader project network already in this repo.
Review press and proofOct 2, 2025
Custom AI Is A Must For Pharma
A clear argument for customized, domain-aware AI in regulated and knowledge-heavy organizations.
Sep 12, 2025
What Context Engineering Is And Why It's The Future Of AI For Business In 2025
A practical explanation of why useful business AI needs company context, private knowledge, and clear operating boundaries.
Apr 9, 2025
Capitalizing On The AI Gold Rush: Opportunities, Risks And The Future Of Work
A timely view of AI opportunity, workforce change, and the skills founders need to keep pace.
Dec 3, 2024
Rethinking AI: Beyond The Hype And Into Real Potential
Practical AI adoption, limits, and human purpose beyond generic transformation language.
Weekly training offer
Coding with AI, once per week.
A practical weekly cohort for founders, indie developers, consultants, and internal teams. The point is not prompt tricks. The point is shipping useful software with Claude Code, Codex, open models, local AI, GitHub workflows, and reusable AI factory patterns.
Conversion ladder
- 1. Weekly public cohort: low-friction paid training for founders and indie devs.
- 2. Private team cohort: company-specific repo, workflows, and training.
- 3. Build sprint: TheoSym implements the production system with the client team.
- 4. Retainer: AI factory, agent maintenance, evals, and new workflow launches.
How we work
Three phases. Small senior team. Your engineers embedded from day one.
Discover
We map your stack, data sources, team shape, and the one wedge that moves the business. No fluffy "AI transformation" workshops.
Design
We scope the build: agents, pipelines, integrations, guardrails, evals, and deployment shape. You get a signed SOW with milestones.
Deliver
We ship with your team, not to them. Weekly demos, working code in your repo, evals tracked from day one. You own it when we leave.
Engagement packages
Pick the constraint you're solving for. We'll fit the engagement to it, then map the right scope.
Strategy Sprint
- -> Stack + data audit
- -> Ranked AI wedges with ROI bands
- -> 30/60/90-day implementation plan
- -> Vendor vs. build decision matrix
AI Build
- -> Custom agents, pipelines, RAG, local AI, or business operating systems
- -> Managed API or in-VPC deployment
- -> Embedded delivery, full IP handover
- -> Guardrails, observability, evals baked in
Weekly Coding with AI
- -> Claude Code, Codex, open models, local AI, and repo workflows
- -> Each session ships one automation, agent, or app slice
- -> Upsell into private build sprint, team training, or white-label implementation
- -> Founder and indie-dev friendly; enterprise private cohorts available
White-Label / Platform Build
- -> Your brand, hardened delivery stack
- -> Custom model + vector store per tenant
- -> SLAs on uptime, drift, evals
- -> Launch, support, and revenue-share options
What we've already built
Every capability we sell should point to a real project, paper, repo, archive, or production site. No slideware.
TheoSym
Custom AI systems, agents, RAG, training, white-label builds, and weekly Coding with AI cohorts.
AI Factory proof
Practical examples for agentic coding, RAG, model routing, local AI, media automation, and SMB systems.
QGI
Beyond-AGI positioning, quantum embedding, engines, and model architecture when builds need deeper reasoning.
Aurora TIC
ChatGMP, LIMSAI, DeepGMP, GMP, ISO 17025, Part 11, AI audits, and regulated lab workflows.
GPTPress
Publishing infrastructure for expert content, books, authority, and AI-native media workflows.
GEC
Founder features, community conversion, authority loops, and cross-site demand for TheoSym.
Sammane
Concrete training, founder education, talks, ventures, and community side-by-side with TheoSym.
The Soul
Home for Sam Sammane books, AI optimism, consciousness, and long-form thesis content.
Ghiath.ai
Future AI portal for Arab countries and regional AI thought leadership.
Why TheoSym, not a freelancer or a Big 4?
We build and operate AI systems across agents, knowledge workflows, regulated compliance, publishing, and research-backed decision infrastructure. We know where AI breaks in production because we own the delivery path.
20+ peer-reviewed papers on formal verification via QGI. When a client needs explainability or auditability, we do not hand-wave; we design for evidence.
TheoSym understands regulated patterns, but lab and GxP AI now routes to Aurora TIC. That keeps TheoSym focused on SMB, founder, consultant, and general AI implementation.
Sam + a senior team. No offshore delivery, no junior-first engagements, no "delivery partners." The person in the sales call is the person in the build call.
Close the usual objections
How fast can you start? +
Two weeks from a signed CDA. Discovery kicks off the following Monday.
Do we own the code? +
Yes - custom AI Build engagements ship with full IP assignment. White-label licensing is a separate track with its own terms.
Will you sign our DPA / BAA / IP-assignment? +
Yes. We sign standard enterprise paperwork. For regulated industries we have templates ready.
Can you work with our existing ML team? +
Our default model is embedded delivery - we ship with your team, not to them. Your engineers keep the muscle after we leave.
What tech stack do you work in? +
Python, TypeScript, LLM orchestration (LangGraph, custom), vector stores (Postgres/pgvector, Pinecone, Qdrant), and any major cloud. We deploy on AWS, GCP, Azure, Cloudflare Workers, or on-prem.
Do you handle regulated data (HIPAA / GxP / SOX)? +
For lab, GMP, ISO 17025, LIMS, and pharma AI, the primary commercial path is Aurora TIC. TheoSym can support general AI implementation, training, and systems architecture around those workflows.
Let's scope the engagement.
30-minute call with Sam. No deck, no pitch. We will ask what you're trying to ship, map the constraint, and tell you honestly whether we're the right partner.