singular

// DECSEA

Deterministic Code Synthesis
via Execution Analysis

A verification system that grounds AI code generation in real-time execution feedback.

DECSEA v2
PROCESSING
> Synthesizing code via LLM...
> Orchestration Engine
SYNTHESIZE○ PENDING
LLM Generation
EXECUTE○ PENDING
Sandbox Run
VALIDATE○ PENDING
Output Check
ITERATE○ PENDING
Feedback Loop
STAGE: SYNTHCYCLE: 1

AI is Probabilistic.
DECSEA is Deterministic.

Every generated module runs through a verification environment. Pass or fail. No ambiguity.

DECSEA::EXEC_MONITOR
[0x7f2a] init verification_context
[0x7f2b] load module @singular/data-pipeline
[0x7f2c] spawn sandbox pid:4821
[0x7f2d] inject assertions n=47
[0x7f2e] execute :: done
[0x7f2f] state: PASS 47/47 assertions
heap: 2.4mb cycles: 1.2k exit: 0

Fast Feedback. Binary Signals.

Milliseconds, not minutes. The agent generates code, the environment runs it. Errors feed back instantly. The agent regenerates. Loop until clean.

No guess work. We leverage execution environment's precision.

Orchestration Engine

LLMs tied to REPLs and sandboxes. Real-time execution feedback grounds every synthesis.

01
λ
Synthesize
LLM Generation
02
Execute
Sandbox Run
03
Validate
Output Check
04
Iterate
Feedback Loop
05
Verified
Ready

// What's New in v2

Years of R&D.
Significant Cost Reduction.

Same engineering rigor. Faster delivery. Lower cost per feature.

Reusable LEGOs

We've built a repository of pre-verified modules. Authentication flows, payment integrations, agentic workflows, and data pipelines. Each LEGO (component) verified across multiple deployments.

> VERIFIED MODULES 50+
@singular/auth VERIFIED
@singular/agentic-workflows VERIFIED
@singular/data-pipeline VERIFIED
@singular/gen-ui VERIFIED
> TEAM STRUCTURE HUMAN-LED
[ARCHITECT] Senior Engineer
System design, code review, deployment
[EXECUTE] DECSEA + AI Agents
Code generation, iteration, verification
[QUALITY] Human Review
Final verification, edge cases, polish

Senior Engineers in the Loop

AI agents execute under human guidance. Every architectural decision is made by engineers with decades of experience building production systems. Every check-in is reviewed and tested by humans.

Streamlined Design Pipeline

UI/UX workflows run faster. AI accelerates wireframing and component scaffolding. Human designers handle pixel-perfect refinement and brand alignment.

  • [✓] AI-generated component scaffolds
  • [✓] Human design review and refinement
  • [✓] Consistent design system enforcement
> DESIGN PIPELINE STREAMLINED
Wireframe generation AI
Visual design Human
Component scaffolding AI
Pixel-perfect polish Human
Brand alignment Human

Compliance Ready

Healthcare. Finance. Government. We build for industries where software has to work.

HIPAA Ready SOC2 Aligned ISO 42001 Aligned Zero-Trust Architecture