#ai

Semi-Autonomous Bug Bounty System

How I built a multi-agent bug bounty hunting system with evidence-gated progression, RAG-enhanced learning, and safety mechanisms that keeps humans in the loop.

Introducing MicroSaaSBot

Announcing MicroSaaSBot—the AI system that takes ideas from validation to deployed MVP with minimal human intervention. It built StatementSync in one week.

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automation

Idea to Deployed MVP: MicroSaaSBot's Complete Workflow

The full pipeline from 'I have an idea' to 'it's live on Vercel with Stripe billing.' Every phase explained with the real StatementSync timeline.

Dec 27, 2025 5 min read

How MicroSaaSBot Validates Ideas Before Writing Code

The validation phase that prevents building products nobody wants. Market research, persona scoring, and the go/no-go decision that saves weeks of effort.

Dec 27, 2025 5 min read

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automation

Multi-Agent Architecture: Building SaaS

Deep dive into MicroSaaSBot's multi-agent architecture: Researcher, Architect, Developer, and Deployer agents working in sequence to ship SaaS products.

From Pain Point to MVP: I Built StatementSync in One Week

How I validated a bookkeeper pain point and shipped a working SaaS in 7 days using MicroSaaSBot. The story of StatementSync from idea to production.

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philosophy

Why I Built Human-in-the-Loop Instead of Full Automation

Keep humans in control when building AI security tools. Full automation sounds impressive until your reputation tanks from false positives.

Claude Code Complete Guide

Master Claude Code with quality gates, context management, and evidence-based workflows. The comprehensive guide to building with AI that doesn't break.

Dec 25, 2025 5 min read

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neurodivergent

ADHD & AI Innovation

ADHD's dopamine-seeking behavior drives continuous learning and early adoption. This 'shiny object syndrome' is actually technology scouting for the AI era.

Dec 20, 2025 9 min read

I Built an AI-Powered Bug Bounty Automation System

Why I chose multi-agent architecture over monolithic scanners, and how evidence-gated progression keeps findings honest. Part 1 of 5.

Dec 19, 2025 6 min read

Human-in-the-Loop: The Ethics of Security Automation

Why mandatory human review protects researcher reputation better than any algorithm. Building AI that knows when to stop. Part 5 of 5.

Dec 19, 2025 8 min read

Code Verification Over Confidence

The psychology of skipping verification and how forced evaluation achieves 84% compliance. Evidence-based completion for AI-generated code.

Dec 14, 2025 5 min read

Claude Context: Dev Docs Method

Dev docs prevent Claude Code context amnesia after compaction. Three files that persist task state so Claude picks up exactly where it left off.

Dec 14, 2025 5 min read

I Built a Quality Control System for AI Code Generation

A two-gate mandatory system that blocks implementation until quality checks pass. Here's how it works and why 'should work' is banned.

Dec 14, 2025 6 min read

Progressive Disclosure: Reduce AI Token Usage by 60%

Loading less context upfront makes AI more effective. Here's the 3-tier system that cut my Claude costs while improving output quality.

Dec 14, 2025 5 min read

llms.txt Explained: The robots.txt for AI Crawlers

What is llms.txt and why do AI engines scan it? Learn how to set up this robots.txt companion file to control how AI crawlers use and cite your content.

Jan 16, 2025 3 min read

Optimize for AI Search Engines

Step-by-step guide to make your content visible in AI search engines. Includes robots.txt, structured data, and content format optimization.

Jan 15, 2025 5 min read

What is AEO? Answer Engine Optimization Explained (2026)

AEO is the SEO of AI search engines. Learn to optimize for Perplexity, Claude, ChatGPT, and other answer engines without traditional SEO.

Jan 14, 2025 5 min read