CAUM watches the shape of agent work and shows when compute stops converting cleanly into progress. Start with one receipt, then move recurring workflows into CAUM Live for zero-semantic monitoring, workflow memory, and review-only evidence.
Includes public replay and controlled regression traces designed to validate structural detection paths. CAUM does not publish these as a customer waste rate.
The entry product is simple: send one real agent workflow, get structural findings, reviewable exposure, and a fix receipt your engineering team can test.
For small teams and builders. Upload JSON or JSONL and receive an after-the-run structural receipt for loops, retries, stagnation, token exposure, and cost exposure.
For teams with recurring agent runs. Stream neutral events from production or internal workflows and review structural health while agents operate.
For repeated workflows. CAUM groups recurring structural fingerprints, drift, and review boundaries so teams can see whether the same problem keeps returning.
CAUM does not steer, block, or judge your agent's answer. It classifies the structural shape of execution and produces reviewable evidence.
Classifies agent execution into discrete structural regimes - Explorer, Grind, Stagnation, or Loop - through proprietary analysis. No semantic interpretation required.
Every analysis can produce committed evidence artifacts: canonical hashes, chain heads, Merkle-style roots, and report metadata that can be reviewed later.
CAUM does not need prompts, source code, customer messages, or business payloads. Strict mode uses opaque state IDs, event shape, counters, timestamps, and hashes.
Agent work can stall silently: repeated calls, circular plans, retries, and long runs where compute stops converting cleanly into new structural movement. CAUM observes these patterns from event shape, counters, timestamps, hashes, and cycle evidence. No access to reasoning, prompts, code, or private data is required.
Identical structural input produces the same structural evidence. No content truth judgment and no autonomous blocking.
A minimal trace with opaque state identifiers, event type, tool or phase labels, status, timestamps, and optional cost/token counters. No private user data. No API keys. No proprietary code.
A deterministic, independently verifiable report detailing the structural regime of the trajectory, with a hash-chain Artifact Vault.
Analyze historical trajectory datasets. Generate institutional structural observation reports for post-incident investigation and compliance audits.
Integrate CAUM into running systems. Receive structural health tiers, loop evidence, and cost exposure while agents execute.
Deploy CAUM directly within your infrastructure. Full local control. Zero external data transfer.
A strictly formatted PDF designed for institutional audits, compliance reviews, and structural trace review. Every report includes canonical hash commitments so later tampering is detectable.
No sensitive context is ever exposed. Reports contain only structural regime classifications, severity assignments, and hash-chain attestations.
| Dataset Hash | e3b0c44298fc1c14...96fb924 |
|---|---|
| Structural Health | T5 - critical exact-cycle evidence |
| Verification | Observation-only - claim-audited receipt attached |
Every report can ship with canonical SHA-256 commitments, chain-head evidence, and a Claim Audit that records what the report does and does not assert.
CAUM performs structural observation on a simulated execution, detects anomalies, and generates verifiable attestations - all without accessing semantic data.
Upload a trajectory. Receive verifiable evidence of your agent's structural behavior.