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@DirectGTM-Labs

DirectGTM-Labs

I code for growth. An open laboratory for AI-era Growth Engineering. Custom GTM Engineering Systems & Outbound Pipelines.

DirectGTM-Labs

Evidence-backed Growth & GTM engineering systems for direct opportunity acquisition.

DirectGTM-Labs is an independent public laboratory exploring how public signals, verifiable capability evidence, respectful direct routes, automation, measurement, and experimentation can be combined into repeatable Growth and Go-to-Market systems.

Our flagship project is DirectGTM-OS.

Core Operating Model

Identify → Research → Detect Signals → Qualify → Engage → Automate → Measure → Learn

This operating model treats opportunity acquisition as an engineered, measurable system rather than a purely passive application or distribution process.

What Gatekeeper-Bypass Means

Gatekeeper-Bypass means reducing unnecessary dependence on low-context screening, opaque intermediary decisions, and single-channel acquisition.

It uses:

  • verifiable capability proofs;
  • public and consented signals;
  • qualified decision-maker research;
  • multiple legitimate acquisition routes;
  • respectful, low-volume engagement;
  • explicit evidence and stop rules;
  • measurable experiments and learning loops.

It does not mean unauthorised access, deception, fabricated evidence, identity manipulation, data poisoning, harassment, or bypassing an explicit refusal.

Current Projects

Project Purpose Status
DirectGTM-OS An evidence-backed Growth and GTM engineering system for acquiring and learning from opportunities Active flagship
Growth-Glossary A bilingual, structured knowledge base for Growth, GTM, analytics, experimentation, MarTech, SEO and GEO Active maintenance
SEO-Playbook Evidence-led SEO, GEO and search-growth playbooks Incubating

Current Reference Use Case

The first DirectGTM-OS reference implementation is career acquisition.

It explores how a Growth Engineer can:

  1. identify suitable roles and organisations;
  2. research problems, requirements and decision contexts;
  3. detect evidence-backed opportunity signals;
  4. qualify fit, constraints and negative ICP conditions;
  5. map requirements to verifiable capability proofs;
  6. select legitimate direct and intermediary routes;
  7. measure progression and outcomes;
  8. turn results into reusable learning.

The underlying system is designed to generalise later to consulting, partnership and B2B opportunity acquisition.

Evidence Policy

Public repositories may include:

  • reusable schemas and code;
  • documented methodologies;
  • synthetic fixtures;
  • anonymised or aggregated results;
  • reproducible SQL and engineering proofs;
  • public-source research with clear attribution;
  • explicit distinctions between fact, inference, hypothesis and unknown.

Public repositories do not contain:

  • private target lists or personal contact data;
  • confidential client or employer information;
  • private salary limits or negotiation positions;
  • unpublished outreach messages;
  • credentials, tokens or infrastructure secrets;
  • unsupported performance claims;
  • private prompts, heuristics or proprietary operating knowledge.

LLM-generated output is never treated as evidence by itself.

Engineering Principles

  • Evidence before assertion
  • Reproducibility before performance theatre
  • Explicit assumptions and boundaries
  • Human review for consequential decisions
  • Respectful routes and enforceable stop rules
  • Synthetic data before exposing private data
  • Measurement before scaling automation
  • Learning loops before premature optimisation

Maintainer

DirectGTM-Labs is currently maintained by mingmingcodes.

Website: mingmingcodes.com
Contact: contact@mingmingcodes.com

Popular repositories Loading

  1. DirectGTM-OS DirectGTM-OS Public

    An open-source Growth & GTM engineering system for signal-based prospecting, account research, intent detection, automation, and measurement—with a gatekeeper-bypass approach to career and opportun…

  2. SEO-Playbook SEO-Playbook Public

    Incubating: evidence-led technical SEO, GEO and search-growth playbooks. No stable implementation release yet.

  3. Growth-Glossary Growth-Glossary Public

    A structured, open glossary of Growth, GTM, Growth Engineering, Growth Hacking, MarTech, SEO, GEO, SEM, SMO, and related disciplines. Built as part of DirectGTM-Labs.

  4. .github .github Public

    Organisation profile, shared contribution policies and community templates for DirectGTM-Labs.

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Showing 4 of 4 repositories

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