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Manweba Agent — browser cockpit with task pipeline and code generation UI

Agents that challenge, defer, and verify

Manweba Agent

A production-minded AI coding platform: agents that challenge, defer, and verify — then ship into isolated workspaces and a hosting plane — instead of vibe-coding and calling it done.

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Intent → verify · Docker sandboxes · Manweba Node · Cloud deploy

The problem

What this product was built to fix.

  1. 01

    Fluent wrong answers

    Most AI coding tools optimize for speed and demos. Chat is not a system of record — and “done” often means fluent text, not proven builds.

  2. 02

    No control of where code runs

    Teams lose the thread between generation, execution, and deploy. Isolation and hosting are bolted on — if they exist at all.

  3. 03

    Behavior left to prompt luck

    Without confidence gates and verification, agents ship hope. Architecture has to enforce when to act, ask, or defer.

What it does

Surfaces that carry the product story.

Manweba Agent — browser cockpit with task pipeline and code generation UI

  1. Agent cockpit

    Browser /app task pipeline: intent → plan → execute → verify with persisted state, audit trails, and specialist staffing.

  2. Manweba Node

    Local BYOC runtime — Tauri/CLI, Ollama, Docker sandboxes, outbound-only pairing so inference can stay on the user’s machine.

  3. Manweba Cloud

    Hosting plane: publish, environments, revisions, promote/rollback, and live runtimes — not just chat diffs.

  4. Platform spine

    Auth, tenancy, billing hooks, audit logs, and security-conscious secrets — server-only, no client-leaked keys.

How it’s built

Engineering and design decisions that make it real.

  1. Epistemic control plane

    When to act and under what evidence — challenge, defer, verify — versus raw codegen as the product.

  2. Real systems layers

    Orchestration + agent + execution; Redis/Postgres persistence; WebSockets; host-path I/O with Docker command sandbox.

  3. Product honesty

    ADRs and gap analysis that separate shipped from roadmap — rare, and credible for a platform story.

  4. Stack that ships

    React/TypeScript, Express, Postgres/Drizzle, Better Auth, provider-agnostic LLMs — monorepo of control plane, node, and cloud console.

See it live

Open the published product when the link is ready — or start a project with us in the meantime.

Live preview coming soonStart a Project

Want something at this level?

Tell us what you are building — we will shape the path with you.

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