AI-Governed Engineering

Build with AI.
Ship with Confidence.

AI can now write code faster than any team can review it. Vyazen Continuum is the layer that makes AI aware of your environment and keeps the speed accountable — every architecture decision, every token spent, traced back to a human-approved intent.

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ledger reconciliation · recon-v2
payments-core  ·  task/recon-v2 from main
GRAPH 1.24M NODES
Reasoning
Change touches ledger_txn and the RECON_V2 stored proc. Now exploring the repo–task relationship and the cascade path before touching orchestration.
Explore subagent12 tool calls
2 readsledger_txn.sql · RECON_V2.pls
Reasoning
Root cause confirmed — task.repoId isn't guarded before orchestration. Adding the helper before markFailedSafely.
editprovisioning-orchestrator.service.ts-2+14
const task = await this.taskRepo.findOneBy({ id: taskId }); return { task, repo: task.repo };private async loadTaskAndRepo(taskId: string) { const task = await this.taskRepo.findOneBy({ id: taskId }); if (!task.repoId) throw Err.invalidTransition('no repo'); return { task, repo };}
recon-v2
Connected 0s ago
Running
Progress
  • Starting up
  • Research
  • Clarifying
  • Implementation
  • Verification
  • Review
  • Applying fixes
  • Wrapping up
Documents (1)
attestation.json

Enterprise SDLC breaks where AI can't see

Coding copilots and autonomous agents generate code fast. What they don't have is a shared, structural understanding of your system — its architecture, its dependencies, its regulatory constraints. Vyazen Continuum closes each gap directly.

01Context Management

Business logic is scattered

Code, docs, tickets, schemas, and tribal knowledge live in different systems. Every agent sees a different fragment — and fills the rest in with assumptions.

One structural graph

Your multi-repo codebase, DB schemas, stored procs and IaC compiled into one structural graph. Not embeddings, not fragments retrieved on a guess. Every agent works from the same grounded understanding of your system.

02SDLC Governance

No governance on agent output

Agent-driven development can 5–10× output. Review, security checks, and architectural compliance can't scale linearly to match — governance breaks first.

Governed, test-driven SDLC

A test-driven workflow enforced above the coding agent, not left to it. Specs, task decomposition, implementation, and test validation run as governed stages — each one checked before the next begins.

03Integrations

Disconnected from the tools engineers use

Tickets, scanners, observability, and runbooks stay outside the loop. Agents work blind to signals your team already has.

Connected to your existing stack

The graph and workflow connect outward — to your existing code review tools, security scanners and observability stack. Governance doesn't require replacing what your team already runs on.

The advantage compounds as codebases grow

Retrieval quality on a 200K LOC codebase doesn't predict what happens at 2M LOC. We benchmarked Vyazen Continuum against Claude Code on both.

Vyazen ContinuumClaude Code
Source Adherence
98%
85%
··
Vyazen repo · 200K LOC
+13 pts
95%
72%
··
Babylon repo · 2M LOC
+23 pts
Retrieval Accuracy
92%
82%
··
Vyazen repo · 200K LOC
+10 pts
87%
62%
··
Babylon repo · 2M LOC
+25 pts

Performance gap widens at scale. On the 10× larger repo, Vyazen's lead grows from +13 → +23 points on Source Adherence and +10 → +25 points on Retrieval Accuracy.

Deployment choices. Zero compromises on control.

Continuum adapts to your infrastructure and compliance posture — not the other way around. Vyazen has deployment access only for updates and support. No runtime access to your code or data, in any configuration.

SaaS

Fastest to deploy

Vyazen-hosted, with the same governance and context graph as on-prem. Best fit for teams without a hard data-residency requirement.

On-Premise · Vyazen LLMs

Captive on-premise

Runs entirely inside your environment. Vyazen supplies and manages the model layer — open-weight or licensed — so no code or data ever leaves your infrastructure.

On-Premise · BYO-LLMs

Full model-layer control

Bring your own LLM provider — Anthropic, Azure OpenAI, or private — Continuum's governance and context graph run against it unchanged.

How we work with you

SDLC Modernization Engagement

Vyazen is deployed into your engineering team to modernize how you build software — with Forward-Deployed Engineers and ongoing consulting embedded alongside your team, not handed off after go-live.

PHASE 01

Engineering Assessment

We index your codebase, map your workflows, and identify where governance gaps sit. Fixed scope, concrete output — a clear picture before any further commitment.

PHASE 02

Platform Deployment

Continuum is deployed into your environment — SaaS or on-prem. The context graph is built on your live codebase. Your team is onboarded to the governed workflow.

PHASE 03

FDE Enablement

Forward-Deployed Engineers embed with your team, running the governed SDLC on real work — not a sandboxed pilot.

PHASE 04

Ongoing Advisory

Continued FDE and consulting support as your codebase, team, and governance needs evolve.

Services Engagement

Vyazen's own team uses Continuum to execute your modernization project directly — you get the outcome; we own the delivery and the governance.

Codebase Documentation

Functional docs, a living wiki, and dependency/data-flow maps generated from your source — logic captured as it behaves, not as remembered. Tech-debt hotspots flagged and ranked.

Codebase Reviews

Independent, graph-powered review across security, architecture, quality, and tech-debt. 100% of the estate reviewed, no sampling. One-time audit or continuous governed review on every merge.

Legacy Modernization

Behaviour-preserving migration to a modern stack. Tests generated from existing code first — the new stack must pass the same tests as the old. Delivered in parallel with your engineers.

Stored Procedure Optimization

PL/SQL and T-SQL parsed into the graph as first-class artifacts. Bottlenecks and anti-patterns found with evidence, then refactored under behaviour-preserving tests.

Start with an Engineering Assessment

Fixed scope. A clear picture of where your engineering organization stands, and which engagement model fits — before any further commitment.

Frequently asked questions