The Approach

Spec-Driven. Adversarial-Reviewed. Quality-Gated.

Not a methodology pitch. A working system with 30 years of failure modes baked in.

TL;DR

Every agent runs in a sandbox. Every output faces a hostile reviewer. Every deliverable passes automated quality gates. The methodology is selected per problem domain, not per preference.

Why This Matters Now

The trust gap is an engineering problem.

82%

of executives lack confidence in AI outputs

3%

trust AI-generated code without review

40%+

of agentic projects face cancellation

The gap between “AI can do this” and “AI did this reliably” is an engineering problem, not a prompting problem.

Comparison

Three Approaches to AI Development

Vibe Coding

Prompt → hope for the best. No specs, no tests, no review. Fast to start, impossible to maintain.

AI-Assisted

Human writes, AI suggests. Better than nothing. Still depends on the human catching everything.

Orchestrated

Spec-first, multi-agent, adversarial-reviewed. Agents follow contracts, not vibes. This is what Applied Minds builds.

Methodology

Methodology Selection

TDD

Test-Driven Development

Deterministic systems. Binary pass/fail. Write the test first.

EDD

Evidence-Driven Development

Probabilistic outputs. Statistical validation, confidence intervals.

SDD

Spec-Driven Development

Formal verification. Mathematical proofs of specification compliance.

Foundation

Core Principles

Spec-First

Every feature starts with an AI-consumable specification.

Sandboxed

Every agent in isolated Proxmox containers.

Adversarial

Every output reviewed by a hostile scoring agent.

Quality Gates

Multi-phase: automated tests → adversarial review → architect sign-off.

Deep Dives

Explore the details.

Zero Trust for AI Agents

How we isolate agents and verify every action.

Adversarial Review

Hostile scoring agents that catch what tests miss.

Spec-Driven Development

AI-consumable specifications that drive implementation.

Methodology Selection

TDD, EDD, or SDD — matched to your problem domain.

Quality Gates

Multi-phase verification before anything ships.

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