Frontier Collaboration

Use frontier intelligence without making it the final authority.

Claude, Codex and future security models can reason about novel vulnerabilities. CodeMarine supplies continuous deterministic coverage, bounded context and an independent validation gate.

The collaboration workflow is the product direction. Deterministic scanning and graph context exist today. Automated escalation and patch validation are planned.
Investigation handoff Target workflow
Current CODEMARINE FINDINGAuthorization boundary changed

Reachable from two external entry points.

Planned SECURITY CONTEXT PACKET3 files · 2 call paths · revision bound
Planned APPROVED MODELDeep investigation

Novel impact, exploit path and proposed remediation.

Division of labor

Each layer does the job it is good at.

Pattern quantity does not replace semantic reasoning. Model intelligence does not replace reproducible policy. CodeMarine keeps those roles separate and connects them through evidence.

FRONTIER MODELSCODEMARINE

Find novel, context-dependent vulnerabilities

Check known risk continuously and deterministically

Reason across business logic and intent

Track dependencies, agent tools and policy state

Explain impact and propose contextual fixes

Validate patches against revision, rules and tests

Investigate selected high-value cases

Control when code, data and budget may be shared

Governed workflow

From signal to durable control.

The frontier model operates inside a defined workflow. It can add evidence, challenge a finding and propose a patch. It cannot silently erase deterministic policy.

  1. 01CURRENT

    Detect

    CodeMarine scans the workspace, dependency graph and AI configuration.

  2. 02PLANNED

    Route

    Policy decides whether the case deserves local specialist or frontier investigation.

  3. 03PLANNED

    Package

    A bounded packet includes relevant files, call paths, evidence and sharing scope.

  4. 04PLANNED

    Investigate

    An approved provider returns a verified, rejected, uncertain or incomplete result.

  5. 05PLANNED

    Validate

    CodeMarine rescans an isolated patch and checks policy, provenance and tests.

  6. 06PLANNED

    Retain

    A verified discovery can become a tested deterministic regression rule.

Security context packets

Send less code. Send better context.

CodeMarine already knows parts of the call graph, finding evidence and dependency state. A model should not waste time rediscovering them or receive unrelated source by default.

Every future packet must state its revision, included scope, coverage gaps, redactions and why each source range was selected.
Context packet Planned schema
SCHEMAcodemarine.context/v1
Revision
8fa2c1e
Finding
AUTHZ-021
Source slices
3 bounded
Call chains
2 reachable
Secrets
Excluded
Coverage gaps
Declared

Provider, model, budget and data policy are attached before transmission.

Current 01

Deterministic hot path

Cheap, continuous and reproducible checks.

Planned 02

Local specialist tier

Compact security models narrow candidate files inside a constrained sandbox.

Planned 03

Frontier tier

Deep reasoning for selected novel or high-impact cases.

Local specialist models

A useful middle tier, if it earns its place.

Small open-weight security models may reduce the search space before a frontier call. Their output remains a candidate, not proof. CodeMarine will benchmark this tier before claiming support or performance.

  • Read-only, network-disabled investigation scope
  • Strict terminal allowlist and tool budget
  • Model and weights revision recorded
  • No clean-repository verdict from model output
  • Independent verification before policy use
Independent patch gate

A model-reviewed patch is still a model-generated patch.

Remediation should happen in an isolated worktree and return through CodeMarine before it reaches the developer’s checkout or merge path.

01

Expected revision

The patch must apply to the finding’s exact code revision.

02

Finding eliminated

The original issue is rescanned or explicitly adjudicated.

03

No new risk

Code, dependency and protected-file checks run again.

04

Tests pass

Applicable project and policy tests complete successfully.

05

Evidence retained

The decision, provider and validation results remain attributable.

Cost and privacy

Continuous protection without continuous model spend.

Use local deterministic checks on every relevant event. Buy frontier reasoning only for the cases where semantic depth changes the decision.

CONTINUOUS PATHLocal deterministic

High-frequency checks. No model required.

SELECTIVE PATHFrontier investigation

Policy-controlled cases only. Scope and budget recorded.

Bars illustrate workflow frequency, not measured customer volume.

Early access

Bring frontier intelligence into a governed security workflow.

Keep deterministic policy independent. Use the best model for the cases that need it.

Sarge, the CodeMarine guardian