University of Pittsburgh
Open source · Rust · Apache-2.0
A toolchain that treats the six recurring failure modes of multi-agent coding as coordination problems, not prompt problems.
Agent-driven coding fails in predictable ways across Codex, Claude Code, and OpenCode. Each failure looks like a model problem — “the agent forgot,” “the agent ignored the plan,” “the agent hallucinated” — but the root cause is usually structural: missing memory across sessions, lost context after compaction, blurred roles, untracked time, plan-time blind spots, and uncoordinated parallel work.
AiPlus addresses each one with a small Rust module that runs project-local — no telemetry, no global config edits, no runtime network fetches.
01
Agents start every session blank. Context window resets erase project conventions, prior decisions, and active threads — forcing re-prompting and re-orientation.
aiplus-agent-memory — project-local memory store with typed records (user, feedback, project, reference) the agent re-reads at session start.
02
When the host compacts mid-task, the agent loses the working set: open files, partial diffs, the reason behind the current step. The post-compact agent often re-does or contradicts pre-compact work.
aiplus-auto-compact + aiplus-compact-reminder — checkpoint before compact, validate state, resume best-effort after.
03
A single agent juggling planner / builder / reviewer roles drifts mid-conversation, second-guessing its own plan and shipping half-reviewed code.
aiplus-auto-team-consultant — explicit Advisor / CEO / Reviewer / Builder routing so each turn has a single role.
04
Token and wall-clock costs are real but invisible. Sessions burn budget on retries, context refresh, and idle polling that the user never sees attributed.
aiplus-agent-velocity — per-session velocity and cost accounting so the agent and user can see where time goes.
05
Planning happens at the wrong altitude — too vague to execute, too detailed to be wrong cheaply. The agent commits to a path before the cheap-to-discover unknowns are surfaced.
aiplus-auto-team-consultant Advisor routing — surface unknowns before commitment; cheap doubts before expensive work.
06
Multiple agents (or one agent across windows) editing the same files produce silent conflicts, wasted retries, and lost intent.
aiplus-agent-team — permanent virtual SWE team with explicit role separation (Advisor / CEO / Architect / PM / Engineer×2 / Reviewer / QA) and execution boundaries.
Install the aiplus command:
curl -fsSL https://raw.githubusercontent.com/izhiwen/aiplus/main/install.sh | bashThen install AiPlus into a project:
aiplus install codex # or: claude-code | opencode | allThe installer writes only project-local files (.aiplus/, .codex/compact/, .claude/, .opencode/, and the AiPlus managed block in AGENTS.md). No sudo, no global config edits, no telemetry.