Mejepa turns code changes, documents, tests, audit trails, and outcomes into signed reality signals. Use them to verify claims, predict failures, trigger agents, and prove what happened — months later, offline, in 30 seconds.
A reality compiler converts messy work into deterministic readings: what changed, what exists, what passed, what failed, what drifted, and what needs a human. That gives organizations a new operating surface for AI.
When an agent says a task is complete, Mejepa checks the filesystem, tests, claims, provenance, and witness chain. The organization gets a signed record instead of a status update.
RealityPrediction asks what works, why it might fail, what else could go wrong, and how the patch impacts production, security, cost, compliance, and edge cases.
Instead of cron jobs and prompt loops, agents can activate when signed reality changes: a test flips, a claim fails, a workflow leaves its validated envelope, or an auditor-ready packet is ready.
Edits, test outcomes, reviewer feedback, and field results become training material. The system learns from reality because the target side is frozen, measured, and externally defined.
Every verdict is signed, hashed, and replayable. Compliance stops being a cleanup project at the end of the quarter and becomes a byproduct of verified execution.
Pass, Fail, Abstain, and Out-of-distribution verdicts route attention. Reviewers stop rereading everything and focus on the claims, diffs, citations, workflows, and outputs that reality rejected.
For code, the system is designed around five operator questions from the source-code map: does the claim exist on disk, does the code work, why would it fail, what else could go wrong, and how does the patch impact reality.
Every AI-assisted output sits between productivity and liability. When the auditor, judge, insurer, customer, or release manager asks "how do you know this happened and worked?" — most teams have no signed answer.
AI can draft a brief, triage a ticket, write a compliance memo, or change code. Five questions remain unanswered every single time:
Did the AI cite a real source? Did it make an unsupported claim? Did it leave its validated operating envelope? Did a human review the risky parts? Can you prove any of that later — six months later, in front of a regulator, judge, or assessor?
Mejepa answers those questions with signed verification records. Every AI-assisted output is checked against thirteen frozen instruments, guarded by a conformal boundary, and signed so it can be replayed and verified by anyone — long after the original AI tool has changed or vanished.
Send the artifact. We return the packet. Fixed price. Fixed turnaround. Signed.
Internally, Mejepa compiles work into reality signals: fixed readings, calibrated predictions, conformal refusal, and a signed witness chain. Externally, you get a packet humans can trust and agents can act on.
Every AI output flows through fixed-shape lenses that never change between releases. The reading is always the same for the same input — a calibrated ruler, not a black box.
A learned model forecasts what should happen in a shared embedding space. It can be retrained. The instruments cannot. The split is what makes drift detectable.
Before any verdict leaves, a statistical geometry check asks: is this prediction inside what Mejepa learned safely? If not, abstain. The abstention itself is signed.
Every verdict is signed with an ed25519 key and hashed into an append-only chain. An auditor replays it offline. The signature is the proof. The chain is the record.
Mejepa uses AI and agentic workflows internally — but every customer-facing verification packet receives human oversight before delivery. Our small team is a trust signal, not a constraint.
No platform demos. No multi-month integrations. No procurement back-and-forth. Send the artifact you would most hate to defend. We return the signed verification packet.
Litigation firms · Risk partners · General counsel
Submit one AI-assisted brief, memo, or filing. In 48 hours, Mejepa returns a signed packet showing every citation checked, every quote matched to source, every unsupported claim flagged, every section requiring human attorney review.
Stop a Mata v. AviancaMSPs · MSSPs · vCISOs · CMMC & NIST consultants
In five business days, Mejepa reviews a client's AI-assisted security or compliance workflow and returns an AI usage inventory, a risk map, signed sample verification records, and a CMMC/NIST-mapped audit packet — without ripping out the existing security stack.
Attackers test code. Auditors test evidence.AI vendor founders · GCs · Heads of Product
Enterprise buyers want proof your AI can be trusted. In five business days, Mejepa returns an output sample review, a failure-boundary summary, an abstention and escalation policy, signed verification examples, and a procurement-ready evidence memo with underwriter-facing language.
Unblock the security questionnaireDev agencies · AI coding shops · Teams using agents
Your coding agent says it is done. Mejepa checks reality. Send one AI-generated PR, repo change, or agent session — Mejepa returns whether the claimed change exists, whether the tests prove it, where the edge cases hide, and a signed verification record.
"Done" should mean somethingBuilding a vCISO or GRC platform? Mejepa OEMs an AI Risk Verification Module you can embed. · Future applications: AI underwriting · financial-services model risk · healthcare post-market monitoring.
MSPs, MSSPs, vCISOs, and CMMC consultants are adding AI to ticket triage, policy drafting, security summaries, compliance evidence, and client reporting. The new gap no one can fill: how do you know the AI didn't invent, leak, or misstate something?
Mejepa hands you the auditor-ready packet — mapped to CMMC 2.0, NIST SP 800-171, and the controls your clients already care about. Not another EDR. Not a SIEM. Not a GRC dashboard. An evidence service that sits beside your existing stack.
See the wedge →Mejepa's verdicts hold up under audit because the architecture makes hand-waving impossible. The math is public. The signatures are verifiable. The chain is append-only.
Thirteen calibrated lenses that do not change between releases. Same input, same reading — every time. The foundation for any verdict that can be defended later.
A statistical boundary with a published coverage rate. When the prediction drifts outside what Mejepa learned, it abstains. The abstention is signed too.
Every verdict is signed with an ed25519 key and hashed into an append-only chain. Six months later, an auditor replays the verdict and verifies the signature offline.
Mejepa is not AI governance software, AI safety tooling, AI monitoring, EDR, SIEM, CASB, SASE, DLP, a model wrapper, or a chatbot. It is an AI verification service that produces a packet your auditor can verify themselves, offline, in thirty seconds — without trusting us.
Mejepa is the commercial productization of Teleox.ai — an independent research framework on meaning compression. The 13-instrument panel, Gτ guard, and witness chain are open-research primitives (Derived Data Abundance + Teleological Constellation Training). No black box. Read the papers.
Zenodo DOI: 10.5281/zenodo.19977981 · Dynamic / ME-JEPA: An Audited, Domain-Portable World-Model Runtime · Royse, May 2026
Every Mejepa packet is built on shipping, peer-reviewable primitives. The vision below is where the methodology goes — sold as direction, never delivered as a feature you haven't paid for.
Mejepa is built and operated by two people, on a research stack we publish openly. The methodology can be read, cited, and verified by anyone — including the auditor on the other side of the verdict.
Positioning · Commercialization · Claim discipline
Multi-decade serial founder. Currently also co-founder of Leapable.ai, SyntheticJuror.ai, and RealLifeAI — the parallel productizations of the Teleox research substrate. Steve owns the buyer side of Mejepa: which packets we sell, how they're priced, and what we will and will not put a signature on.
Research · Systems · Verification primitives
AI engineer and educator at Kansas State University; specializes in neuromorphic computing and cognitive architectures. Founder of Frontier Tech Strategies. Open-source builder: Pheromind (AI agent swarm framework, 380★), CodeGraph, ContextGraph, NeuralShrink. The 13 frozen instruments and conformal guard inside every Mejepa packet are Chris's research, productized.
Mejepa is one of three productizations of the same research line. Each product addresses a different buyer; they share the methodology, the frozen instruments, and the witness chain.
Teleox is the open research line on meaning compression — Derived Data Abundance (DDA), Teleological Constellation Training (TCT), Context Graph, and ME-JEPA. Mejepa runs every customer artifact through the Teleox Context Graph (N=13 instruments) and uses the Teleox conformal-coverage method to decide when to abstain. The benefit for the buyer: methodology you can cite. When an underwriter, assessor, or judge asks "how does this work?" we hand them the Teleox papers, not a vendor pitch deck.
Leapable is the productized OCR Provenance pipeline from the Teleox stack, applied to creator knowledge marketplaces — every AI answer cites the exact page and paragraph it came from. Mejepa uses Leapable's hardened OCR Provenance MCP to ingest, parse, and witness the artifacts customers submit for verification (filings, PRs, evidence files, security workflows). The benefit for the buyer: every page reference in a Mejepa packet is traceable to a source line in your original artifact. There is no hallucinated citation, because the citation is a provenance receipt, not an LLM output.
Two co-founders. Three productized lines (Mejepa · Leapable · SyntheticJuror). One open research substrate (Teleox.ai). No black box.
Answer-first. Statistics-grounded. Cited where citable. Written for human buyers and indexed for AI search.
Mejepa is an AI verification service that produces signed, tamper-proof evidence of AI-assisted work. Customers send one AI-assisted artifact — a filing, security workflow, AI product output, or code change — and receive a signed verification packet anyone can verify offline in 30 seconds. Mejepa is built on the published Teleox.ai research framework (Zenodo DOI 10.5281/zenodo.19977981) and is not an AI governance platform, AI safety tool, or model wrapper.
Mejepa runs every AI output through four invariants: (1) 13 frozen instruments declared by a TOML domain pack — same readings every time; (2) a learned predictor brain; (3) a conformal Gτ guard with frozen centroids that the predictor cannot fool; (4) a witness chain that SHAKE-256 hashes and ed25519-signs every verdict into an append-only log. The result is a verdict — Pass, Fail, Abstain, or Out-of-distribution — that an auditor can replay offline using a published public key.
Mejepa sells productized fixed-scope packets, not subscriptions. Legal AI Filing Verification: $750 Express (24 hours) or $2,500 Counsel-Reviewed (48 hours). Cybersecurity AI Evidence Snapshot: $1,500–$3,500 plus optional $1,000–$5,000/month retainer (5 business days). AI Insurability Evidence Pack: $3,500–$10,000 across three tiers (5 business days). AI Code Done-Claim Audit: $500–$2,500 per audit, from 2 hours scaled by PR size.
AI governance platforms produce policies, dashboards, and risk scores. Mejepa produces a signed verification packet for a single AI-assisted artifact that an auditor can verify offline without trusting Mejepa. The pure-play AI governance category was sub-$50M total revenue in 2025 (Credo AI ~$2.2M ARR, Fiddler ~$2.0M ARR, Robust Intelligence sold to Cisco at $9.3M ARR). Mejepa restructures the frame: an AI evidence service, productized, sold by the packet, built on peer-reviewable research.
Mejepa was built by two co-founders: Steve Abbey (multi-decade serial founder; co-founder of Leapable.ai, SyntheticJuror.ai, RealLifeAI) and Chris Royse (AI engineer and educator at Kansas State University; specializes in neuromorphic computing and cognitive architectures; author of the Dynamic / ME-JEPA research paper at Zenodo DOI 10.5281/zenodo.19977981). The technology is the commercial productization of the Teleox.ai research framework.
Yes. Every Mejepa packet ships with a machine-verifiable JSON witness chain signed with an ed25519 key. The Mejepa public key is published at mejepa.com/keys. Any party — opposing counsel, judge, malpractice carrier, CMMC assessor, insurance underwriter, or board auditor — can verify the packet offline in approximately 30 seconds using standard ed25519 tooling, without contacting Mejepa or trusting the vendor.
A signed AI output is a cryptographically attested record that a specific AI-assisted artifact was verified by a specific methodology at a specific time. Mejepa signs every verdict with an ed25519 private key that never leaves operator-controlled hardware, hashes the verdict into a SHAKE-256 append-only chain, and publishes the verification public key. The resulting receipt is tamper-evident, replayable, and admissible as evidence of pre-deployment diligence.
Send the AI-assisted artifact you'd most hate to defend in front of an auditor, judge, regulator, or buyer. Mejepa returns a signed verification packet — and a path forward.
Mejepa · info@mejepa.com · ED25519 · 2026