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[gem-team] V1.123.0 Anti slope rules + cost reduction patterns (#2942)
* refactor(agents): standardize argument hints and output formats * feat: Enforce yagni * feat: Add delegation constitutional rules to gem-orchestrator * refactor(agents): standardize output format and navigation * chore: More anti slope rules for Gem agents * chore: add engineering principles to Gem agents * docs(gem-team): sync agent output formats and rules, fix README links * chore: sync .codespellrc ignore words and skip patterns * chore: sync gem-team version to 1.123.0 and update agent hygiene rules * chore: improve risk signals and TDD quality wqith gates * chore: improve memory persistence * feat: add nudge rule for tools preference over cli * chore: Improve evidence usage
This commit is contained in:
Muhammad Ubaid Raza
+22
-15
@@ -17,6 +17,12 @@
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<img src="https://img.shields.io/badge/PRs-welcome-brightgreen?style=flat-square" alt="Pull requests welcome">
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</p>
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## Real-world performance
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> Sub-$0.001 per API call on 100K+ token contexts. 82.8M+ tokens processed across 666 agent runs, with typical responses completing in 2-5 seconds. Prompt caching turns large contexts into sub-penny operations — a 10x cost reduction vs. uncached input.
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_Observed during Gem-Team development using DeepSeek V4.1 Flash via CommandCode._
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## The Problem
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Current AI coding is often one-off and ad-hoc. You get code, but you don't get a repeatable process. This leads to inconsistent quality, wasted tokens, and a lack of long-term learning.
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@@ -139,6 +145,7 @@ Gem Team uses a structured workflow to turn AI coding into a reliable engineerin
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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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- **Quality Directives**: Every agent follows specific rules that prevent common AI coding issues: no dead buttons, no buzzwords, no template filler, and every decision has a reason.
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## How it Works
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@@ -150,20 +157,20 @@ 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** | 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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| 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 and concern-separated slices: 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. Applies SOLID, fail-fast, and least-surprise. Every major decision has a one-line reason. No dead buttons. |
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| **Reviewer** | Independent reviews for quality, security, and compliance. Read-only critic mode for decisions. Verifies every decision has a reason. Flags dead buttons and external script patches as blocking issues. |
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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. No buzzwords. Every section exists because the product needs it. No fabricated statistics. |
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| **Code Simplifier** | Removes dead code, reduces complexity, consolidates duplicates, and improves naming. Every refactoring has a one-line reason. No buzzwords. Removes AI-slop comments. |
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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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@@ -230,7 +237,7 @@ handoff:
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- [Documentation](https://mubaidr.github.io/gem-team/)
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- [Contributing](https://mubaidr.github.io/gem-team/5.resources/2.contributing.html)
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- [License](https://github.com/mubaidr/gem-team/blob/main/LICENSE)
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- [License](LICENSE)
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## Support
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@@ -44,5 +44,5 @@
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"license": "Apache-2.0",
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"name": "gem-team",
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"repository": "https://github.com/mubaidr/gem-team",
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"version": "1.119.0"
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"version": "1.125.0"
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}
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