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Learning, building, evolving
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teckedd-code2save/README.md

Edward Twumasi

Systems thinker. Protocol builder. Founder @ Serendepify AI.

I write software that lives at the intersection of distributed systems, autonomous agents, and developer infrastructure. I care deeply about ergonomics — the kind you feel when a tool just fits. Most of what I build starts as something I needed and couldn't find.


What I'm Shipping

Deployment agent that rehearses, ships, and observes — without touching your code. Writes only deployment-surface files (Dockerfile, manifests, CI config), runs a real env-scrubbed rehearsal before anything merges, and promotes through canary steps only when signals stay healthy. When rehearsal breaches, an Opus 4.7 agent loop investigates with four scoped tools, forms a hypothesis, and emits a structured diagnosis with a specific fix — never patching code it doesn't own. Built for the Claude Code hackathon.

Repo-aware deployment planning tool. Connects to GitHub read-only, scans for deployment signals across 12 signal types, scores 11 hosting platforms against what it actually finds, and produces a saved plan with comparison view and evidence trail. Chat interface for blockers and tradeoffs. No code writes. No deploy execution.

Operating system for an agent-run venture studio. A full agent chain — CEO, Chief of Staff, Client Partner, Product Strategist, Architect, Builder, Reviewer, QA, Delivery Operator — each scoped to their lane. Built on Paperclip + Linear + Symphony for unattended execution across many repos without a human managing every handoff.

CLI ecosystem bootstrapper for AI-assisted backend delivery. Detects your agent environment (Claude Code, Cursor, Codex, Gemini CLI), installs the business-to-data-platform skill and sibling skills, wires the Datafy MCP server, and verifies everything is connected. Feed it a product spec through your agent — get schema design, migrations, repo scaffolding, integration tests, and infra stubs.


Other Work

Project What it does
OpsMesh Agent-native ops platform on OpenClaw. First product: Gig Radar — polls sources, scores via OpenClaw, fires Telegram alerts.
MPP Studio Developer console for the Machine Payments Protocol — register APIs, run sandbox 402 flows, graduate to live payment rails.
Datafy Zero-dependency, token-efficient MCP server for Postgres, MySQL, SQL Server, SQLite. Raw SQL to agents without ballooning context.
Biblioteck Writing on MLOps, Docker sandboxing, and running models locally.

Currently Thinking About

  • Agent coordination primitives that aren't just HTTP calls with extra steps
  • Memory architectures for long-running autonomous systems
  • The unsolved problem of making multi-agent debugging not feel like reading tea leaves
  • What "production-ready AI" actually means when your system can take actions

GitHub Stats

GitHub Stats

Top Languages


Find Me

Portfolio · Twitter / X


"The best abstraction is the one you don't notice."

Pinned Loading

  1. datafy datafy Public

    Forked from bytebase/dbhub

    Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, SQLite.

    TypeScript 1

  2. edward.entire edward.entire Public

    A portfolio website documenting my tech journey so far

    TypeScript 1

  3. ai-build-tools ai-build-tools Public

    Ai build tools that helps you do things faster

    TypeScript 2

  4. agentmart agentmart Public

    ⚡ Autonomous AI agent economy — agents hire agents, pay each other, and get work done. Built on MPP (Machine Payments Protocol) by Stripe.

    TypeScript 1

  5. opsmesh opsmesh Public

    TypeScript 1