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[02] Approach

AI-native. Human-led.

We didn’t add AI to an agency. We rebuilt how software gets made — senior engineers own every decision, and fleets of AI agents do the heavy lifting in between.
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[01] The difference

Same goal. Different machine.

Traditional agencies scale by adding people. We scale by giving senior engineers an agent fleet — and keeping every decision human.

Traditional delivery compared with the NeuronFX way
AspectThe old wayThe NeuronFX way
Team shapeLarge teams, many hand-offsSmall senior team + agent fleet
First prototypeWeeks of meetingsDays, on your real data
TestingA phase before launchGenerated with every change
DocumentationWritten at the end, if everRegenerated on every merge
SecurityAn audit after go-liveThreat-modelled from day one
After launchSupport tickets and waiting24/7 monitoring, response in minutes
[02] The AI-native loop

Human judgment. Machine speed.

Every engagement runs through the same five-stage loop. Senior engineers make the calls. AI agents do the heavy, repetitive work in between — in parallel, around the clock.

  1. 01 — DiscoverDays 1–3

    We turn a goal into a scope we can defend — risks, constraints and success metrics included.

    Human
    A senior engineer runs the workshop and owns the scope.
    Agents
    Research APIs and competitors, draft user stories, map data flows.

    nfx://agents — discover

    live

    ❯ loop start project=nfx-2481 stage=discover

    agent.research scanning APIs, competitors, regulations38 sources
    agent.analyst drafting user stories64 stories
    agent.analyst mapping data flows11 flows
    human.lead workshop notes merged, risks logged✓ ok

    ● scope v1 locked · estimate ±10%

  2. 02 — ArchitectDays 3–5

    Architecture, data model and security model — decided by people who have run systems in production.

    Human
    Senior engineers choose the stack and sign off every trade-off.
    Agents
    Draft ADRs, schemas, threat models and cost projections.

    nfx://agents — architect

    live

    ❯ architect stack=typescript,postgres,k8s

    agent.architect drafting decision recordsADR 001–007
    agent.security threat model (STRIDE)23 threats
    agent.finops projecting infrastructure costRM 1.9k/mo
    human.cto review: 2 changes requested → applied✓ ok

    ● architecture signed off

  3. 03 — BuildWeeks 1–2

    Parallel agents build features, tests and docs. Engineers own the core and review every change.

    Human
    Engineers write the critical paths and review every pull request.
    Agents
    Scaffold features, generate tests, keep documentation current.

    nfx://agents — build

    live

    ❯ build sprint=1 agents=12 parallel

    agent.dev[01–12] features in flight18
    agent.test unit + end-to-end generated412 tests
    agent.docs API reference regeneratedok
    human.review PR #214 approved · #215 changes requested✓ 2 PRs

    ● 14 PRs merged · main is green

  4. 04 — VerifyContinuous

    Quality is a pipeline, not a phase. Every commit is tested, scanned and measured against a budget.

    Human
    QA and security engineers sign off each release candidate.
    Agents
    Regression suites, SAST/DAST, dependency audits, accessibility checks.

    nfx://agents — verify

    live

    ❯ verify pipeline=release/1.0

    agent.qa regression suite1,284 passed
    agent.security SAST · DAST · dependency audit0 critical
    agent.perf p95 latency (budget 250 ms)182 ms
    human.security penetration test sign-off✓ ok

    ● release candidate approved

  5. 05 — Operate24/7

    We ship with canaries, watch it around the clock, and keep improving it after launch.

    Human
    On-call engineers respond, fix and plan the next iteration.
    Agents
    Monitor, triage alerts, draft incident reports and optimisations.

    nfx://agents — operate

    live

    ❯ deploy env=production canary 10% → 100%

    agent.ops health checks48/48 ok
    agent.monitor anomaly watch24/7
    agent.triage alert → on-call paged00:42
    human.oncall acknowledged · resolved✓ 6 min

    ● shipped · monitoring live

  6. Illustrative run. Every project is scoped individually.
[03] Division of labour

Clear roles. No grey zones.

Senior engineershuman.*

Engineers decide.

  • Architecture & trade-offs
  • Security model & risk
  • Critical code paths
  • Code review & sign-off
  • Your roadmap and priorities

AI agent fleetagent.*

Agents accelerate.

  • Scaffolding & boilerplate
  • Test generation & regression
  • Documentation & changelogs
  • Dependency & security scans
  • Monitoring & triage
[04] Guardrails

Fast, never reckless.

Speed is only useful if you can trust it. Four rules hold on every project, without exception.

  1. 01Every change is reviewed by a human.Agents open pull requests; engineers approve them. Nothing reaches production without a named owner.
  2. 02Your data stays yours.Enterprise model APIs with training disabled, or self-hosted models when required. Secrets never enter prompts.
  3. 03Measured, not assumed.Test coverage, performance budgets and error rates are tracked on every build — speed never skips quality.
  4. 04You own everything.100% of the code, designs, infrastructure and documentation — from day one, with no lock-in.
[05] FAQ

Fair questions, straight answers.

Next — who we areAbout NeuronFX