Request the room
Show us what you are building, how you think, and where you want sharper production judgment.
Fit over volumeOne company · shared operating method
Learn the method. Prove the work.
Learn is the practitioner practice of Intent Solutions, an applied AI engineering company. Learn to define done, test the claim, and use evidence to operate and improve real systems.
Credentials are optional. Production standards are not.
01 / ROLESeparate practiceLearn has its own room and member experience.
02 / METHODShared standardFrame, build, prove, and operate the Intent Solutions way.
03 / PROOFPublic evidenceIntent Labs shows the method working, including the failures.
04 / ACCESSSelective by designPeer density matters more than member volume.
How the room works
A practice, not a course catalog.
Practice turns engineering knowledge into capability you can carry into your own work. Members use live review and evidence to sharpen how they build, evaluate, and operate systems; deeper access remains invitation-only.
Learn the house way
Use shared systems, live review, real artifacts, and optional proof paths alongside people doing the work.
Standard requiredEarn deeper trust
Judgment, contribution, and operating fit can lead to a founder invitation into the deeper arena.
Invitation onlyHow Intent Labs evaluates
Define done. Show the receipts.
Intent engineering, Labs evaluations, and working demos feed the methods practiced here. Evals provides the definitions for interpreting those results. Learn transfers that knowledge so practitioners and customer teams can make, test, and maintain their own decisions.
Frame with judgment
Clarify the outcome, constraints, authority, evidence, and stopping conditions before an agent starts generating.
Build with agents
Design context, tools, handoffs, and human control so the system is useful beyond a single impressive prompt.
Prove before trust
Use evals, tests, adversarial cases, receipts, and review gates to separate demonstrated behavior from confident claims.
Operate the whole system
Ship with rollback, secrets discipline, observability, cost awareness, and clear ownership when the model is wrong.
Optional proof paths
One practice. Several ways to prove it.
Everyone shares the house core. From there, members can pursue role-shaped practice, including relevant credentials, without turning the room into separate vendor fan clubs.
Shared first
Intent Solutions house core
Systems thinking, agentic delivery, evaluation, governance, production operations, and peer review.
Production architectureSystem design, risk, and technical judgment
Agent building and orchestrationTools, context, coordination, and failure handling
Evaluation and governanceEvidence, policy, auditability, and release confidence
No credential requiredShipping well remains a valid proof path
Built by practitioners
The people behind Intent Solutions
The people behind our engineering, operations, instruction, and legal guidance.
Jeremy Longshore
Founder & CEO
Heather C. Johnson, JD
Legal Counsel
Opeyemi Ariyo
Co-Founder & Chief Technical Officer
Pablo Perez
Co-Founder & Project Manager
Max Sheahan
Lead Instructor
Tim Neunzig
Head of German Operations
Tolulope Ariyo
Software & Design Engineer
Meet the Intent Solutions team
Verified Anthropic partner credential
Standards over spectacle
Looking for a room that takes the work seriously?
Tell us what you are building and where you want sharper judgment. Access is selective because the quality of the room is the product.