Your engineering multiplier. One developer. 100-person output.
ml0x.com — Open-source agentic engineering pipeline built on Karpathy's context engineering, Claude Code, NASA-grade quality gates, and cost-optimized model routing.
A copy-paste ready framework that turns a solo developer into a 100-person team using autonomous AI agents. Every script production-tested. Every claim sourced from 150+ references.
| Multiplier | Impact | Source |
|---|---|---|
| Harness engineering | 6-10x on same model | Hashline: 6.7% → 68.3% |
| Model routing | 48-85% cost savings | RouteLLM (ICLR 2025) |
| Prompt caching | 90% input savings | Anthropic cache pricing |
| Loop budgets | $0 runaway costs | Prevents $47K incidents |
| Quality gates | 7-stage fail-fast | NASA Power of 10 |
| Multi-agent | Parallel execution | Separate write/review |
| Memory system | Compounding knowledge | Karpathy's LLM Wiki |
git clone https://github.com/theluckystrike/100xagenticdev.git
cd 100xagenticdev
cp CLAUDE.md ~/your-project/
bash config/mcp-setup.sh
bash scripts/pipeline.sh "Your task here"ORCHESTRATOR Shell scripts · Cron · GitHub Actions
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AGENT LAYER PLAN (Opus) · CODE (Sonnet) · REVIEW (Opus) · TEST (Haiku)
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MCP SERVERS Memory · GitHub · Search · Browser · Context7
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QUALITY GATES Prettier → ESLint → tsc → Vitest → Semgrep → Gitleaks
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COST CONTROL Model routing · Prompt caching · Token budgets
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MEMORY Conversations → Daily Logs → Wiki → Next Session
All pipeline code, configs, scripts, and research: theluckystrike/100xagenticdev
Free Telegram utilities (countdown timers, reminders, habit streaks): tg.zovo.one
MIT