DevMesh.

Hire the
Agent-Native
Engineer.

Traditional coding tests are obsolete. DevMesh evaluates how candidates orchestrate AI agents to solve complex, ambiguous problems.

The Assessment Engine

How DevMesh reads engineers

Three interconnected exhibits that observe, measure, and audit every layer of an engineer's process — not just their final output.

Multi-Agent Protocol

Candidates interact with specific personas, not a generic chatbot. The system acts as an orchestration layer, routing messages between specialized agents while maintaining a deterministic state machine.

PM

Requirements Agent

Simulates non-technical stakeholders. Creates ambiguity.

SE

Context Agent

Provides institutional knowledge & legacy docs.

JR

Coding Agent

Generates solutions with subtle bugs.

EX

Execution Agent

Runs code in isolation. Validates functionality.

EV

Evaluator Agent

Post-assessment analysis & scoring.

Orchestration Layer
Assessment Layer
USERCandidate
PMRequirements
SEContext
JRCoding
EXExecution
EVEvaluator
RPTAudit Report
Multi-Agent Orchestration

Five agents. One verdict.

PM, SE, and JR agents run in parallel — dispatching requirements, context, and code signals. The assessment layer executes and evaluates. A final audit report seals the decision.

drag to pan

The Observatory

Ambiguity Analysis

The system evaluates how candidates dissect vague requirements. It tracks clarifying questions against an objective rubric of edge cases, scoring the ability to identify missing constraints before writing a single line of code. We also analyze the precision of language used to define system boundaries.

Requirement
Context
Code
Review

Monitored Sandbox

Every keystroke and execution is isolated in a deeply instrumented ephemeral runtime. We capture not just the code, but the process.

container-id: 8f2a9c
Memory
Network
Isolated
[init] Spawning ephemeral runtime...
[sys] Applying seccomp profile: strict
[net] Outbound connections disabled
[fs] Mounting read-only root...
[ready] Environment active (512MB)
[exec] Running test_suite.py...
[test] Test 1 passed (12ms)
[test] Test 2 passed (45ms)
[warn] Memory spike detected
[sys] Garbage collection trigger
[init] Spawning ephemeral runtime...
[sys] Applying seccomp profile: strict
[net] Outbound connections disabled
[fs] Mounting read-only root...
[ready] Environment active (512MB)
[exec] Running test_suite.py...
[test] Test 1 passed (12ms)
[test] Test 2 passed (45ms)
[warn] Memory spike detected
[sys] Garbage collection trigger

Two Pathways

Built for both sides of the hire

Whether you're evaluating talent or demonstrating yours, DevMesh has a surface designed for you.

For Companies

Hire engineers who are force-multipliers. Our evidence-based scoring predicts on-the-job performance in an AI-native world.

  • Signal-over-noise scoring
  • Full session replay & audit logs
  • Customizable agent personas

For Developers

Showcase your ability to lead AI, not just follow syntax. Get graded on judgment, vigilance, and architecture.

  • Real-world architectural problems
  • Access to complete pedagogical environment
  • Detailed feedback report