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@@ -28,9 +28,11 @@ Gem Team wraps your AI with a disciplined engineering delivery system. It enforc
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## Why Gem Team?
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- **Quality by Default**: TDD and acceptance checks always apply; reviews and security audits run when risk requires them. No more "vibe coding" that breaks in production.
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- **Smart & Efficient**: Optimized for fewer tokens and lower costs. Progressive context management prevents bloat and keeps your AI focused.
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- **Smart & Efficient**: 40-60% less context per task through scoped handoffs and proportional architecture. Cached tokens and compact evidence paths keep costs predictable and your AI focused.
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- **Works With Your Tools**: Seamless integration with Copilot, Claude, Cursor, Codex, Gemini, and Windsurf. Use your preferred environment.
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- **Learns & Improves**: Remembers what works and extracts reusable skills. Your AI gets smarter and more efficient over time.
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- **Resumable Plans**: Every MEDIUM/HIGH task gets a persistent plan ID. Pause, resume, or extend work without losing context or re-discovering what you already know.
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- **Works With Any Model**: Hardened output contracts and relational invariant fallbacks mean every agent works across commercial and open models — not just the ones that memorized your schema.
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### Intelligent Model Routing
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@@ -129,10 +131,14 @@ Gem Team uses a structured workflow to turn AI coding into a reliable engineerin
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## Features
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- **Risk-Based Quality Gates**: TDD and deterministic verification always apply; specialist reviews and audits run when the plan or changed scope requires them.
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- **Effortless Context**: Progressive context management prevents bloat and keeps your AI focused.
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- **Effortless Context**: Progressive context management prevents bloat. Scoped handoffs, bounded `planning_context`, and evidence-by-reference keep each agent's token footprint minimal while maximizing cached token reuse across waves.
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- **Smart Routing**: Tasks are automatically routed to the right agents based on complexity.
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- **Parallel Execution**: Independent tasks run in parallel within waves; overlapping ownership is serialized to prevent conflicts.
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- **Resumable Plans**: Every MEDIUM/HIGH task gets a persistent plan ID and `plan.yaml`. Pause, resume, or extend work without losing context.
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- **Reusable Knowledge**: High-confidence patterns and skills are extracted and reused for future tasks.
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- **Cost Efficiency**: Model routing and output hygiene ensure you only use the tokens you need.
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- **Cost Efficiency**: Model routing, output hygiene, and compact handoffs ensure you only use the tokens you need. Evidence travels by reference, not by copy — keeping context usage low and cache hits high across waves.
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- **Failure Classification**: Every failure is classified (retry, fixable, replan, flaky, regression, platform-specific, test-bug) so the Orchestrator routes it to the right agent instead of blindly retrying.
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- **Verification Boundary**: The Orchestrator never re-verifies or second-guesses specialist output. Verification is owned exclusively by the specialist responsible for the work.
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## How it Works
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@@ -144,20 +150,20 @@ Gem Team installs a set of specialized agents that work together under the guida
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### Agent Roles
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| Role | Description |
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| :------------------ | :---------------------------------------------------------------------------------------------- |
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| **Orchestrator** | Coordinates the workflow and ensures all tasks are completed correctly. |
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| **Planner** | Creates bounded wave plans: milestones, routing, per-task handoffs, waves, risks, and criteria. |
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| **Implementer** | Writes the code using TDD and best practices. |
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| **Reviewer** | Reviews plans; provides read-only critique for ideas and challenges. |
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| **Debugger** | Diagnoses bugs with root-cause analysis (never implements fixes). |
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| **Researcher** | Explores the codebase and finds the best patterns to use. |
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| **Tester** | Runs E2E browser tests and visual regression. |
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| **Tester Mobile** | Runs mobile E2E tests on iOS/Android simulators. |
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| **DevOps** | Manages deployments, CI/CD, and infrastructure with approval gates. |
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| **Documentation** | Writes technical docs, API references, and walkthroughs. |
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| **Code Simplifier** | Refactors code to reduce complexity and remove dead code. |
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| **Skill Creator** | Extracts reusable patterns into packaged agent skills. |
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| Role | Description |
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| :------------------ | :------------------------------------------------------------------------------------------------------------------ |
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| **Orchestrator** | Classifies intent, routes work, tracks state, and enforces verification gates. Never re-verifies specialist output. |
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| **Planner** | Creates bounded wave plans with YAGNI/KISS scope reduction: milestones, routing, handoffs, risks, and criteria. |
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| **Implementer** | Implements features, fixes, and refactors with TDD. Covers happy paths, boundaries, errors, and state transitions. |
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| **Reviewer** | Independent reviews for quality, security, and compliance. Read-only critic mode for decisions. |
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| **Debugger** | Root-cause analysis, stack traces, regression bisection. Adds a reproduction test; never implements fixes. |
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| **Researcher** | Codebase exploration in five budgeted modes: scan, question, audit, trace, deep. |
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| **Browser Tester** | E2E browser tests with visual, accessibility, performance, network, and regression checks. |
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| **Mobile Tester** | Mobile E2E on iOS/Android with Detox, Maestro, or Appium. |
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| **DevOps** | Infrastructure, CI/CD, containers, health checks, rollback, and production approvals. |
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| **Documentation** | Technical docs, READMEs, API references, diagrams, and walkthroughs. |
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| **Code Simplifier** | Removes dead code, reduces complexity, consolidates duplicates, and improves naming. |
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| **Skill Creator** | Extracts high-confidence patterns into reusable `SKILL.md` files and assets. |
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## Compatible Tools
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@@ -202,17 +208,22 @@ review_target: decision
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review_scope: full
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handoff:
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critic_subject:
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objective: string
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proposal: string
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constraints: string[]
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alternatives: string[]
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evidence: string[]
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decision_needed: string
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objective: str
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proposal: str
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constraints:
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- str
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alternatives:
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- str
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evidence:
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- str
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decision_needed: str
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critic_context:
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audience: string
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time_horizon: string
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success_criteria: string[]
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known_unknowns: string[]
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audience: str
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time_horizon: str
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success_criteria:
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- str
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known_unknowns:
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- str
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```
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## Learn More
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