HIPMMAI · PRODUCT HANDBOOK 2026

From one coding task
to a delivery system.

HiPMMCode is the execution engine. Code Platform turns conversations into reusable knowledge and artifacts. HiPMM configures the team. Yongzhi IM keeps the work within reach.

FOUR LAYERS · ONE DELIVERY LOOP
hipmmcode · live orchestration

model kimi-k3 · provider ready

workspace customer-portal · main

lead planning delivery

researcher collecting evidence

builder implementing interface

verifier running checks

HADELIVERY
HCEXECUTE
KBRETAIN
PMCONFIGURE
IMCONTROL
01 / DECISION

The question is not “which tool has more checkmarks?”

The right question is where your bottleneck sits: model access, execution, knowledge, team design, or the last mile of coordination.

Your bottleneckStart hereWhy
Coding executionHiPMMCode ↗Terminal workflow, tools, model routing and agent teams.
Knowledge fragmentationCode Platform ↗Projects, knowledge bases, workflows and artifacts.
Team misalignmentHiPMM ↗Make role configuration explicit before orchestration.
Coordination latencyYongzhi IM ↗Start, approve and receive local-agent work from Android.
All of the aboveThe system ↗Connect understanding, execution, retention and control.
AN HONEST COMPARISON

Claude Code is a strong coding agent. HiPMMAI solves a wider system problem.

If your goal is a polished, Anthropic-first coding experience, Claude Code may be the simpler choice. Choose HiPMMAI when provider choice, cross-model agent teams, retained organizational knowledge and private multi-device control become requirements.

Read the full comparison
Choose Claude Code whenChoose HiPMMAI when
Anthropic-first coding is the whole jobProvider choice is an architectural requirement
One developer needs a polished coding agentMultiple roles and models must collaborate
Context can remain inside the coding sessionKnowledge, workflows and artifacts must compound
03 / DELIVERY LOOP

A deliverable does not end at “the code ran.”

A mature AI workflow preserves context, packages results, routes decisions and makes the next task easier than the last.

01

Understand

HiPMM maps roles, friction and collaboration structure.

02

Execute

HiPMMCode routes models and agents to real tools and repositories.

03

Retain

Code Platform turns context into knowledge, workflows and artifacts.

04

Coordinate

Yongzhi IM carries tasks, approvals and results across devices.

HiPMMAI four-product delivery system
START SMALL · PROVE VALUE

Start with one real project.

We map the current workflow, select one measurable task, and recommend the smallest product combination that can prove value.