Category
AI Training Intelligence
A product layer focused on whether a training artifact is ready to proceed before compute is committed.
PHRONELIS
Deterministic infrastructure. Verifiable by design.
Phronelis builds infrastructure for AI systems and data where evidence, decisions and traceability are designed into the system from the beginning.
Phronelis Crucible is AI Training Intelligence for the decision that comes before training.
A clean dataset can still be unfit for training. Passing checks does not mean the data is ready to teach a model.
CRUCIBLE
Phronelis Crucible
Flagship commercial product. AI Training Intelligence. Crucible audits training artifacts against a declared objective, establishes findings, and produces a controlled Repair plan when remediation is required. It executes only owner-authorized repairs on a new derived artifact, then re-verifies the result through deterministic A/B comparison and applicable hard gates. When the evidence clears those gates, Crucible delivers a Verified Training Handoff while preserving evidence, provenance, and traceability throughout.
Deployment
Two operating models
Operate through Customer-Controlled Deployment or the Managed Cloud Agent, with the same deterministic Crucible authority in both models.
Outcome
Verified Training Handoff
When the evidence permits it, final deterministic validation and applicable hard gates clear a verified handoff for training.
Passing checks does not mean the data is ready to teach a model. Checks can establish presence, validity, and order while still missing the artifact structure, consistency, coverage, and evidence required by the declared objective.
Readiness is objective-bound
Crucible evaluates the training artifact against a declared objective and evaluation contract.
Evidence precedes training
The system converts readiness into a technical decision before compute is committed.
Traceability travels with the verdict
The output keeps the decision reviewable through evidence, hard gates, and reproducible artifacts.
PRODUCT EVIDENCE
Claims should survive contact with evidence.
Phronelis surfaces product evidence through controlled cases, reproducible artifacts, and documented handoff states.
CRUCIBLE
The BANKING77 controlled benchmark shows Crucible completing audit, repair, approval, curation, re-audit, and verified training handoff.
RESULT
The evidence case reports zero final critical leakage groups, zero active duplicate groups, re-audit A/B PASS, and READY_FOR_TRAINING_HANDOFF.
INTEGRITY
The evidence package records manifest/checksum coverage PASS and byte-identical rebuild verification.
PHRONELIS SYSTEMS
One technological principle across Phronelis systems.
Phronelis systems share deterministic execution, verifiable evidence, and traceable outputs while addressing different technical problems.
Phronelis Crucible
Flagship product. AI Training Intelligence, operated through Customer-Controlled Deployment or the Managed Cloud Agent with the same deterministic authority.
Phronelis Verify
Private Technical Preview for provenance, consistency, artifact integrity, and verified handoff.
Research
Foundational Research for scientific records, DOI provenance, theoretical work, and research discipline.
Lab
Applied Research for experimental systems, prototypes, and Cognitive Systems.
METHOD
Built for controlled handoff.
Crucible turns pre-training review into a reproducible technical decision that teams can inspect before training begins.
Decision
The run produces a PASS, WARNING, or FAIL readiness verdict under the evaluated contract.
Evidence
The verdict is supported by structured findings, gates, manifests, checksums, and reviewable report artifacts.
Handoff
When the evidence clears the gates, the result can proceed as a verified training handoff.
COMPANY
One company, one technological principle.
Phronelis develops deterministic and verifiable infrastructure for AI systems and data.
Phronelis Crucible is the flagship product and applies this discipline before training. Phronelis Verify extends verification principles to technical artifacts and handoffs.
Research and Lab are Phronelis's Foundational Research and Applied Research programs, respectively.
CONTACTjesusmujica@phronelis.com
Discuss Crucible, verification, or research.
Use the public contact channel for product access, partnership, or institutional research inquiries.
Authorized users can access Phronelis Console.
Crucible
- Crucible evaluation and product access.
- Partnerships around verifiable AI-data infrastructure.
Institutional
- Verify, provenance, and artifact-integrity inquiries.
- Research or Lab discussions through the correct public channel.