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[00] AI-native software engineering · Kuala Lumpur

Tomorrow’s tech,
delivered today.

NeuronFX is a senior engineering firm that builds with AI at its core. We design, ship and secure production software — web, mobile, AI and cloud — in weeks, not quarters.

[01] Manifesto

Most teams bolt AI onto the old way of building. We rebuilt the way we build. Senior engineers own the architecture, the judgment and the result — fleets of AI agents do the heavy lifting in between. The outcome is simple: production-grade software at a pace that used to be impossible.

01 — Human-led

Every decision, review and release is owned by a senior engineer.

02 — AI-accelerated

Agents draft, test, document and review — around the clock.

03 — Security-first

Threat models and hardening from the first commit, not the last.

[02] Capabilities

Six practices. One engineering standard.

From the first prototype to 24/7 operations — one senior team, end to end.

[03] 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.
[04] By the numbers

Speed you can measure.

01 — weeks
02Typical time from kickoff to a production-ready MVP.
02 — agents
12Working in parallel alongside each engineer on a build sprint.
03 — on-call
24/7Monitoring and incident response for everything we ship.
04 — yours
100%Of the code and IP belongs to you. No lock-in, ever.
[05] Security by default

Built secure. Kept secure.

Our cybersecurity practice works inside every build — threat modelling on day one, hardening before launch, monitoring after. The team that writes your code also defends it.

  • 01 — Threat modelling

    Every architecture reviewed against STRIDE before a line of code ships.

  • 02 — Penetration testing

    Manual and automated testing of web apps, mobile apps and APIs.

  • 03 — Hardening & compliance

    CIS benchmarks, PDPA-aligned data handling, audit trails by default.

  • 04 — 24/7 monitoring

    Detection, alerting and incident response — around the clock.

Sample posture report monitoring

  • ✓ WAF active
  • ✓ 0 critical CVEs
  • ✓ TLS A+
  • ✓ Backups verified 03:00
  • ✓ MFA enforced
[06] Client words

Our clients stay confidential. Their words don’t.

NeuronFX shipped in three weeks what our previous vendor quoted at four months. The code was clean enough that our own team took it over without a single handover call.
p***labCEO · Network infrastructure Name redacted
01 / 06
[07] Stack

Tools change. Principles don’t. Proven, boring technology for the core — the best AI models at the edges.

TypeScriptReactNext.jsTanStackNode.jsGoRustPythonFlutterSwiftKotlin
PostgreSQLRedisKubernetesDockerAWSTencent CloudCloudflareTerraformGrafanaOpenAIAnthropicLangGraph
  • TypeScript
  • React
  • Next.js
  • TanStack
  • Node.js
  • Go
  • Rust
  • Python
  • Flutter
  • Swift
  • Kotlin
  • PostgreSQL
  • Redis
  • Kubernetes
  • Docker
  • AWS
  • Tencent Cloud
  • Cloudflare
  • Terraform
  • Grafana
  • OpenAI
  • Anthropic
  • LangGraph
[08] Start

Your next release could be two weeks away.

Tell us what you are building. A senior engineer — not a salesperson — replies within minutes during business hours.

  1. 01 — 5 minutes

    Tell us the goal

  2. 02 — 30 minutes

    Call with an engineer

  3. 03 — Within 48 hours

    Fixed-scope proposal

  4. 04 — Days, not months

    Kickoff & prototype