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Merge pull request #3853 from mubaidr/main
[gem-team] v1.138.0 Enhance Workflow for Cached Token re-usages
This commit is contained in:
Aaron Powell
@@ -1162,7 +1162,7 @@
|
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"name": "gem-team",
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"source": "plugins/gem-team",
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"description": "Self-Learning Multi-agent orchestration framework for spec-driven development and automated verification. With smarter tool calling and leaner context.",
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"version": "1.131.0"
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"version": "1.138.0"
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},
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{
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"name": "gesture-review",
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||||
|
||||
@@ -5,7 +5,6 @@ argument-hint: "Enter plan_id, task_id, task_definition, and role-scoped config_
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disable-model-invocation: false
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user-invocable: false
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mode: subagent
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hidden: true
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---
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||||
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# BROWSER TESTER
|
||||
@@ -36,7 +35,10 @@ No improvisation.
|
||||
"console_errors": 0,
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"network_failures": 0,
|
||||
"a11y_issues": 0,
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||||
"evidence_path": "string",
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"handoff": {
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"evidence_path?": "string",
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"verdict": "pass | fail | skip"
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},
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"learn": "string"
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}
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```
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@@ -45,13 +47,15 @@ No improvisation.
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
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||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
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||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
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||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
- No greetings, sign-offs, filler, or unnecessary prose.
|
||||
- No unnecessary alternatives, caveats, repetition.
|
||||
- Minimal payload: omit fields only when omission == explicit empty/null.
|
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- `evidence_path?` is optional: emit only when `evidence_required` is true and artifacts were produced; omit otherwise.
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- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
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- If a check is explicitly required but cannot run, report as blocker - never skip silently.
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- Check relevant memory when applicable; expand as warranted.
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</rules>
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@@ -5,7 +5,6 @@ argument-hint: "Enter plan_id, task_id, task_definition, and role-scoped config_
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disable-model-invocation: false
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user-invocable: false
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mode: subagent
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hidden: true
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---
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# CODE SIMPLIFIER
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@@ -40,6 +39,11 @@ No improvisation.
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"status": "completed | failed | needs_retry | blocked",
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"reason": "string",
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||||
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
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"handoff": {
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"changed_files": ["string"],
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"complexity_delta": 0,
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"verdict": "pass | fail"
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},
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"learn": "string"
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}
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```
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@@ -48,7 +52,7 @@ No improvisation.
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
@@ -58,4 +62,5 @@ No improvisation.
|
||||
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
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- Prefer maintained official/in-stack libraries to custom code.
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- Fix code, not comment on it. Refactor only; add no features.
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- Check relevant memory when applicable; expand as warranted.
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</rules>
|
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|
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@@ -5,7 +5,6 @@ argument-hint: "Enter plan_id, task_id, task_definition, and role-scoped config_
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disable-model-invocation: false
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user-invocable: false
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mode: subagent
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hidden: true
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---
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# DEBUGGER
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@@ -30,7 +29,6 @@ No improvisation.
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{
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"status": "completed | failed | needs_revision",
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"reason": "string",
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"handoff_notes": ["string: max 3; root cause, target files, fix recommendation"],
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"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
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"handoff": {
|
||||
"debugger_diagnosis": {
|
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@@ -49,7 +47,7 @@ No improvisation.
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
@@ -59,5 +57,5 @@ No improvisation.
|
||||
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
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- Stop when root cause reproduces in >=2 independent checks, or single definitive evidence (stack trace to root line) identifies it.
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- Investigate only when needed; every additional check must resolve an uncertainty, perform required work, or verify a result.
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- Check relevant memory when applicable; expand as warranted.
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</rules>
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||||
|
||||
@@ -5,7 +5,6 @@ argument-hint: "Enter plan_id, task_id, task_definition, and role-scoped config_
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disable-model-invocation: false
|
||||
user-invocable: false
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||||
mode: subagent
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||||
hidden: true
|
||||
---
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||||
|
||||
# DEVOPS
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||||
@@ -33,7 +32,10 @@ No improvisation.
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||||
"status": "completed | failed | needs_retry | blocked",
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||||
"reason": "string",
|
||||
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
|
||||
"evidence_path": "string",
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||||
"handoff": {
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||||
"evidence_path?": "string",
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||||
"verdict": "pass | fail | blocked"
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||||
},
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||||
"learn": "string"
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||||
}
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||||
```
|
||||
@@ -42,13 +44,15 @@ No improvisation.
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
- No greetings, sign-offs, filler, or unnecessary prose.
|
||||
- No unnecessary alternatives, caveats, repetition.
|
||||
- Minimal payload: omit fields only when omission == explicit empty/null.
|
||||
- `evidence_path?` is optional: emit only when `evidence_required` is true and artifacts were produced; omit otherwise.
|
||||
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
|
||||
- Make operations idempotent, preferably atomic.
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||||
- Check relevant memory when applicable; expand as warranted.
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||||
</rules>
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||||
|
||||
@@ -5,7 +5,6 @@ argument-hint: "Enter plan_id, task_id, task_definition, and role-scoped config_
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||||
disable-model-invocation: false
|
||||
user-invocable: false
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||||
mode: subagent
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||||
hidden: true
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||||
---
|
||||
|
||||
# DOCUMENTATION WRITER
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||||
@@ -35,6 +34,11 @@ Write docs, READMEs, API docs, diagrams. Maintain `AGENTS.md`. Never implement c
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"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
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"created": 0,
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||||
"updated": 0,
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||||
"handoff": {
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||||
"created_paths": ["string"],
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||||
"updated_paths": ["string"],
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||||
"verdict": "pass | fail"
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||||
},
|
||||
"learn": "string"
|
||||
}
|
||||
```
|
||||
@@ -43,7 +47,7 @@ Write docs, READMEs, API docs, diagrams. Maintain `AGENTS.md`. Never implement c
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
@@ -57,4 +61,5 @@ Write docs, READMEs, API docs, diagrams. Maintain `AGENTS.md`. Never implement c
|
||||
- No buzzwords ("AI Powered", "Revolutionary", "Seamless", etc.). Use specific language.
|
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- Every section must exist because the product needs it. Remove template filler.
|
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- No fabricated statistics or claims. Use `[REAL DATA]` or omit the claim.
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- Check relevant memory when applicable; expand as warranted.
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||||
</rules>
|
||||
|
||||
@@ -5,7 +5,6 @@ argument-hint: "Enter plan_id, task_id, task_definition, and role-scoped config_
|
||||
disable-model-invocation: false
|
||||
user-invocable: false
|
||||
mode: subagent
|
||||
hidden: true
|
||||
---
|
||||
|
||||
# IMPLEMENTER
|
||||
@@ -33,8 +32,12 @@ No improvisation.
|
||||
{
|
||||
"status": "completed | failed | needs_retry | blocked",
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||||
"reason": "string",
|
||||
"handoff_notes": ["string: max 3; approach chosen, key files touched"],
|
||||
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
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||||
"handoff": {
|
||||
"target_files": ["string"],
|
||||
"approach": "string",
|
||||
"tests_run": "string"
|
||||
},
|
||||
"files": { "modified": 0, "created": 0 },
|
||||
"tests": { "passed": 0, "failed": 0 },
|
||||
"learn": "string"
|
||||
@@ -45,7 +48,7 @@ No improvisation.
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
@@ -53,10 +56,13 @@ No improvisation.
|
||||
- No unnecessary alternatives, caveats, repetition.
|
||||
- Minimal payload: omit fields only when omission == explicit empty/null.
|
||||
- Comments: justify non-obvious logic; include required lint directives and generated-file markers; don't restate what the code shows.
|
||||
- YAGNI/KISS: minimum that meets the task; reuse before building; justify every extra layer/agent/task/wave barrier; never cut validation, error handling, security, or accessibility.
|
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- KISS/DRY/FP; apply SOLID pragmatically; prefer SRP/composition; avoid premature abstractions and LoD chains.
|
||||
- Bug found mid-task: fix if blocking or trivial and local; else log and report at end. Never ignore.
|
||||
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
|
||||
- Every test must target a specific failure mode. Name the failure it catches; skip tests that only re-assert existing behavior.
|
||||
- Start with handoff context as primary source. Expand exploration only when task scope requires it
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||||
- Check relevant memory when applicable; expand as warranted.
|
||||
</rules>
|
||||
|
||||
</rules>
|
||||
|
||||
@@ -5,7 +5,6 @@ argument-hint: "Enter plan_id, task_id, task_definition, and role-scoped config_
|
||||
disable-model-invocation: false
|
||||
user-invocable: false
|
||||
mode: subagent
|
||||
hidden: true
|
||||
---
|
||||
|
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# MOBILE TESTER
|
||||
@@ -39,7 +38,10 @@ No improvisation.
|
||||
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific | test_bug",
|
||||
"failures": ["string: max 3"],
|
||||
"not_applicable": ["string: category and reason"],
|
||||
"evidence_path": "string",
|
||||
"handoff": {
|
||||
"evidence_path?": "string",
|
||||
"verdict": "pass | fail | skip"
|
||||
},
|
||||
"learn": "string"
|
||||
}
|
||||
```
|
||||
@@ -48,16 +50,18 @@ No improvisation.
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
- No greetings, sign-offs, filler, or unnecessary prose.
|
||||
- No unnecessary alternatives, caveats, repetition.
|
||||
- Minimal payload: omit fields only when omission == explicit empty/null.
|
||||
- `evidence_path?` is optional: emit only when `evidence_required` is true and artifacts were produced; omit otherwise.
|
||||
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
|
||||
- Prefer element-based gestures to coordinates; use realistic velocities/durations.
|
||||
- Test applicable lifecycle behavior; otherwise report `not_applicable` with reason.
|
||||
- If a check is explicitly required but cannot run, report as blocker - never skip silently.
|
||||
- Use required device farms; never substitute simulator-only testing.
|
||||
- Check relevant memory when applicable; expand as warranted.
|
||||
</rules>
|
||||
|
||||
@@ -5,7 +5,6 @@ argument-hint: "Describe your objective or task. Include plan_id if resuming."
|
||||
disable-model-invocation: true
|
||||
user-invocable: true
|
||||
mode: primary
|
||||
hidden: false
|
||||
---
|
||||
|
||||
# ORCHESTRATOR
|
||||
@@ -89,7 +88,8 @@ On promotion: keep `plan_id`; create `docs/plan/{plan_id}/plan.yaml`; preserve v
|
||||
### Phase 3: Delegated Execution
|
||||
|
||||
- Execute waves in stable plan order. Run up to `orchestrator.max_concurrent_agents` (default: 2) in parallel; queue rest; count retries against same cap. Wave completes only when all tasks reach terminal states.
|
||||
- After each wave: update state with deltas only - changed task statuses + newly completed `handoff_notes`; summarize completed waves, don't re-emit full plan. For persistent plans, persist status before proceeding.
|
||||
- Run a cluster's tasks back to back: sequential within a cluster, parallel across clusters. Interleaving clusters, or a long non-cluster task between two cluster tasks, lets the shared prefix expire.
|
||||
- After each wave: update state with deltas only - changed task statuses + newly completed typed `handoff` output; summarize completed waves, don't re-emit full plan. For persistent plans, persist status before proceeding.
|
||||
- Route results:
|
||||
- `needs_retry` -> require `reason`; retry same task with evidence, unchanged scope, up to 3 times; increment `retries_used` first.
|
||||
- `needs_revision` + `clarification_needed: true` -> ask user; do not retry.
|
||||
@@ -98,7 +98,7 @@ On promotion: keep `plan_id`; create `docs/plan/{plan_id}/plan.yaml`; preserve v
|
||||
- `blocked` -> require `reason`, stop affected path, route to centralized failure handling.
|
||||
- `escalate` -> mark blocked, escalate to user.
|
||||
- All tasks completed -> Phase 4.
|
||||
- Learn: evaluate on failure/retry/blocker only. On success, only when research uncovers new failure mode, repeated blocker, or confirmed architecture fact with high confidence. Route to single most suitable memory type.
|
||||
- Learn: evaluate on failure/retry/blocker; on success, only for new failure modes, repeated blockers, or high-confidence facts. Store in the best-fit memory type.
|
||||
|
||||
### Phase 4: Output
|
||||
|
||||
@@ -122,8 +122,8 @@ agent_input_reference:
|
||||
execution_task:
|
||||
required:
|
||||
plan_id: str
|
||||
config_snapshot: {}
|
||||
task_id: str
|
||||
retries_used: int
|
||||
task_definition:
|
||||
objective: str
|
||||
acceptance_criteria:
|
||||
@@ -133,7 +133,11 @@ agent_input_reference:
|
||||
- str
|
||||
relevant_context:
|
||||
- str
|
||||
config_snapshot: {}
|
||||
retries_used: int
|
||||
optional:
|
||||
context_cluster: str
|
||||
shared_context:
|
||||
- str
|
||||
|
||||
planner:
|
||||
required:
|
||||
@@ -181,7 +185,9 @@ agent_input_reference:
|
||||
### Rules
|
||||
|
||||
- One invocation contract; pass only required/applicable fields. Sanitize `config_snapshot` to target-agent settings.
|
||||
- Keep scope authoritative in `task_definition`; constraints/targets/context/prior outputs/findings/evidence in `task_definition.handoff`. Inject completed dependencies' `handoff_notes` as `<task_id>: <note>` (cap 9).
|
||||
- Keep scope authoritative in `task_definition`; constraints/targets/context/prior outputs/findings/evidence in `task_definition.handoff`. Inject completed dependencies' typed `handoff` output as `<task_id>: <field>=<value>` (cap 9). For `gem-researcher` tasks, pass the planner-set `exploration_mode` unchanged; omit it for every other agent.
|
||||
- Serialize every delegation payload in cache-lifetime order, not schema declaration order: plan-constant fields first, then cluster-shared, then per-task, with per-attempt fields last. Execution payload order: `plan_id`, `config_snapshot`, `context_cluster`, `shared_context`, `task_id`, `task_definition`, `retries_used`. Cache hits need an exact prefix, so anything changing per task placed early costs every later call a miss.
|
||||
- Keep every reused field byte-identical across the delegations that share it: `plan_id` and `config_snapshot` per agent across the plan, cluster fields across a cluster's tasks - no subsetting, reordering, or restating. Per-task delta stays in `handoff.relevant_context`. Omit `context_cluster` and `shared_context` for standalone tasks.
|
||||
- Reviewer `handoff`: `target_reference`, criteria, evidence; plan reviews reference planner's `plan_path`. `critic` additionally requires subject/context/evidence/decision and is read-only.
|
||||
- Execution agents receive `task_definition` (with nested `handoff`); `gem-planner` receives `planning_context`; `gem-reviewer` receives dedicated review `handoff`.
|
||||
|
||||
@@ -217,16 +223,18 @@ Next: Wave `{n+1}` (`{pending_count}` tasks)
|
||||
|
||||
<rules>
|
||||
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- No greetings, sign-offs, filler, or unnecessary prose.
|
||||
- No unnecessary alternatives, caveats, repetition.
|
||||
- Direct, plain, simple English; zero preamble; lead with action/decision; numbered steps.
|
||||
- Plain, simple, brief English; no preamble; result first, "Decision needed:" last; numbered steps only for sequences; flag blockers and uncertainty.
|
||||
- One invocation contract; pass only required/applicable fields. Sanitize `config_snapshot` to target-agent settings.
|
||||
- `task_definition` is authoritative scope. Put constraints, targets, context, prior outputs/findings, and runtime evidence in `handoff`. Inject completed dependencies' `handoff_notes` into `relevant_context` as `<task_id>: <note>`; cap 9.
|
||||
- `task_definition` is authoritative scope. Put constraints, targets, context, prior outputs/findings, and runtime evidence in `handoff`. Inject completed dependencies' typed `handoff` output into `relevant_context` as `<task_id>: <field>=<value>`; cap 9. Handoff content: terse, no prose. Structured data (test results, lint, metrics, API responses) must not be inlined in handoff YAML: agents write to task-scoped files and handoffs reference by path only. Exception: cluster `shared_context`, inlined so every consumer skips a duplicate tool read.
|
||||
- Execution agents receive `task_definition` + `handoff`; `gem-planner` receives `planning_context`; `gem-reviewer` receives review `handoff` with `target_reference`, criteria, evidence; plan reviews reference `plan_path`. `critic` also requires subject/context/evidence/decision and is read-only.
|
||||
- Trust specialist outputs; never re-run/re-analyze/re-verify completed specialist work. Escalate doubts to `gem-reviewer`.
|
||||
- Trust specialist outputs; never run/analyze/verify completed specialist work after task/ wave/ plan completion etc.
|
||||
- Orchestrator owns workflow-state bookkeeping only. Read/update state; never execute work.
|
||||
- Every workflow has `plan_id`: `{YYYY-MM-DD}_{slug}`. Persistent execution alone may access `docs/plan/{plan_id}/`. Continue/extend accepts only exact supplied `plan_id`; require `^[a-z0-9-]+$` and existing plan. Never infer, fuzzy-match, or auto-load.
|
||||
- Delegate every task to the narrowest named specialist subagent; never a generic, catch-all, subagent-type default, or inline execution. Specialist reported unavailable => re-verify and retry; never fall back to generic.
|
||||
- Every workflow has `plan_id`: `{YYYYMMDD}-{slug}`. Persistent execution alone may access `docs/plan/{plan_id}/`. Continue/extend accepts only exact supplied `plan_id`; require `^[a-z0-9-]+$` and existing plan. Never infer, fuzzy-match, or auto-load.
|
||||
- Report minimal status between waves; never pause for approval.
|
||||
- Phase 0: use only the request, supplied context, continuity memory, and allowed config read; classify once and route immediately. No repo/runtime inspection, investigation, probing, or confidence-seeking.
|
||||
- Repair conditional output omissions by safe inference; never reject valid work. `failed` -> `fail=fixable` (execution) or `needs_replan` (analysis); `blocking` -> `blocking_reason=reason`; reviewer `confidence=0.95`; omit otherwise. Surface inferred choices.
|
||||
|
||||
+35
-13
@@ -3,9 +3,8 @@ description: "Create lean, decision-complete wave plans with clear task ownershi
|
||||
name: gem-planner
|
||||
argument-hint: "Enter plan_id, objective, acceptance_criteria, provisional_complexity, risk_signals."
|
||||
disable-model-invocation: false
|
||||
user-invocable: true
|
||||
user-invocable: false
|
||||
mode: subagent
|
||||
hidden: false
|
||||
---
|
||||
|
||||
# PLANNER
|
||||
@@ -19,19 +18,34 @@ No improvisation.
|
||||
|
||||
<workflow>
|
||||
- Decision Resolution:
|
||||
- Identify facts, assumptions, unresolved decision blockers before constructing plan.
|
||||
- Identify facts, assumptions, unresolved decision blockers from `planning_context` before constructing plan.
|
||||
- Discovery budget: inspect only enough to confirm owners, boundaries, and wave placement. Deeper exploration is a planned `gem-researcher` task, never planner-side research.
|
||||
- Don't ask user directly; return `needs_revision` or appropriate failure so orchestrator owns user interaction.
|
||||
- Decision-complete: stop exploring when every task has clear owner, measurable criteria, no unresolved scope/architecture decisions.
|
||||
- Scope Reduction Gate:
|
||||
- Prefer reuse > platform/stdlib > new code. Justify new code when neither applies. Tag rung in task `description`.
|
||||
- Smallest task list that hits baseline wins.
|
||||
- Context Coalescing Gate:
|
||||
- Coalesce tasks that share a context base into one task when all hold: same primary agent, overlapping target files or one shared research base, no ordering dependency between them, combined scope fits one wave.
|
||||
- Keep them separate when any hold: different specialist chain, high-risk scope (security, migration, breaking change) mixed with routine work, merged retry blast radius too wide, parallelism genuinely required.
|
||||
- Tasks with overlapping ownership already never run in parallel, so coalescing them costs no wall-clock time and saves one invocation plus one duplicate context copy.
|
||||
- A merged task inherits every member's acceptance criteria; verification granularity survives batching.
|
||||
- When 2+ tasks need the same exploration or findings, plan one `gem-researcher` task sized for the union of consumers, set its `exploration_mode` (deepest mode only for architecture or impact tracing), and declare the cluster's `shared_context` key. Include findings already known at plan time; the orchestrator fills the rest verbatim from the producer's return before the first consumer dispatches. Single-consumer evidence stays a path reference.
|
||||
- Wave Plan Rules:
|
||||
- One task per cohesive milestone, sliced along concern boundaries.
|
||||
- One task per cohesive milestone, sliced along concern boundaries, then coalesced per Context Coalescing Gate. Each task must be independently verifiable.
|
||||
- Assign every task to one positive execution wave. All tasks in wave eligible after preceding wave completes.
|
||||
- Add `depends_on: [task_id]` when task directly depends on another.
|
||||
- Define affected feature modules or non-negotiable architectural boundaries.
|
||||
- Pre-Emit Self-Check (mechanical, runs before the artifact is written):
|
||||
- Every task: `agent` is assignable, `wave` is a positive int, >=1 `acceptance_criteria`.
|
||||
- Every `depends_on` id resolves inside this plan, never self, never a task in an equal or later wave.
|
||||
- Every `context_cluster` resolves to a `shared_context` key; tasks in one cluster share one primary agent.
|
||||
- Every `gem-researcher` task defines `exploration_mode`; no other task does.
|
||||
- Replan scope only: `baseline.objective` and `baseline.acceptance_criteria` present and unchanged.
|
||||
- On failure, fix the item and re-run once. Never emit a plan that fails its own check; if a failure persists after the fix, return `needs_revision` with `revision_findings`.
|
||||
- This list is exhaustive. Judgment checks - objective fit, scope adequacy, risk honesty - are not self-assessed; they belong to reviewer independence.
|
||||
- Output & Storage Contract:
|
||||
- Write plan to `docs/plan/{plan_id}/plan.yaml`.
|
||||
- Persistent plan: Write the plan artifact to `docs/plan/{plan_id}/plan.yaml` before any terminal response. Never report success without it; success without plan is invalid.
|
||||
- Return raw JSON per `output_format`. No markdown, no prose.
|
||||
|
||||
### Specialist Routing (Reference)
|
||||
@@ -81,6 +95,12 @@ revision: int
|
||||
replan_count: int
|
||||
planner_revision_used: false
|
||||
|
||||
decisions: [str]
|
||||
assumptions: [str]
|
||||
|
||||
shared_context:
|
||||
{ cluster_id }: [str]
|
||||
|
||||
tasks:
|
||||
- id: str
|
||||
title: str
|
||||
@@ -91,6 +111,8 @@ tasks:
|
||||
status: "pending | in_progress | completed | failed | blocked | needs_revision | needs_replan"
|
||||
retries_used: 0
|
||||
acceptance_criteria: [str]
|
||||
context_cluster: str
|
||||
exploration_mode: "scan | question | audit | trace | deep"
|
||||
handoff:
|
||||
constraints: [str]
|
||||
relevant_context: [str]
|
||||
@@ -106,9 +128,6 @@ baseline:
|
||||
acceptance_criteria: [str]
|
||||
captured_at: str
|
||||
|
||||
decisions: [str]
|
||||
assumptions: [str]
|
||||
|
||||
replan:
|
||||
reason: str
|
||||
changed_tasks: [str]
|
||||
@@ -126,7 +145,7 @@ replan:
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
@@ -134,11 +153,14 @@ replan:
|
||||
- No unnecessary alternatives, caveats, repetition.
|
||||
- Minimal payload: omit fields only when omission == explicit empty/null.
|
||||
- Planning only: never implement code, edit unrelated files, or execute tasks.
|
||||
- Keep it simple: YAGNI/KISS. Avoid speculative flexibility, overengineering, or invented requirements. Smallest solution meeting baseline with clear extension. Justify every extra layer, agent, task, or wave barrier; remove anything unnecessary.
|
||||
- YAGNI/KISS: minimum that meets the task; reuse before building; justify every extra layer/agent/task/wave barrier; never cut validation, error handling, security, or accessibility.
|
||||
- Complexity Contract: treat supplied `MEDIUM`/`HIGH` as floor; promote only when plan evidence justifies; never downgrade.
|
||||
- Risk Signals: treat Orchestrator handoff.high_risk_signals and handoff.critic_signals as authoritative; don't re-evaluate. Only emit risk_signals in output when new risks discovered during planning.
|
||||
- Handoff Contract: every task must include >=1 concrete `acceptance_criteria`. Include `handoff.constraints` when constraints exist.
|
||||
- `handoff.relevant_context` is optional - include only when actual context exists. Missing required fields are a plan defect; fix before returning.
|
||||
- Save all naturally-occurring reusable exploration findings (symbol boundaries, call-site counts, file references) directly into each task's `handoff.relevant_context` in the plan.
|
||||
- Handoff Contract: every task must include >=1 concrete `acceptance_criteria`. Include `handoff.constraints` when constraints exist. Handoff content: terse, no prose. Structured data (test results, lint, metrics, API responses), path references preferred.
|
||||
- Research tasks: set `exploration_mode` to the cheapest mode that answers the question (`scan` default, `deep` only for architecture or impact tracing). A question answerable by search gets `scan` or `question`, never `deep`.
|
||||
- `handoff.relevant_context`: optional, task-local reusable findings (symbol boundaries, call-site counts, file references). Omit when empty. Findings shared by 2+ tasks go in top-level `shared_context` keyed by `cluster_id` instead, named in each consumer's `context_cluster`; omit both for standalone tasks.
|
||||
- `decisions`: non-obvious structural choices with a one-line reason (wave barrier, specialist, scope cut). `assumptions`: stated assumptions the plan depends on. Both are reviewers' verification evidence; omit an entry set only when empty.
|
||||
- Missing required fields are a plan defect; fix before returning.
|
||||
- Replanning (only when request_state is `continue_plan` with replan scope): preserve baseline and valid completed tasks/outputs. Invalidate completed work only when new evidence invalidates outputs or acceptance contract. Replan smallest affected wave sequence.
|
||||
- Check relevant memory when applicable; expand as warranted.
|
||||
</rules>
|
||||
|
||||
@@ -5,7 +5,6 @@ argument-hint: "Enter plan_id, task_id, task_definition, and role-scoped config_
|
||||
disable-model-invocation: false
|
||||
user-invocable: false
|
||||
mode: subagent
|
||||
hidden: true
|
||||
---
|
||||
|
||||
# RESEARCHER
|
||||
@@ -18,7 +17,7 @@ No improvisation.
|
||||
</role>
|
||||
|
||||
<workflow>
|
||||
Use `exploration_mode` as research budget (default: `scan`):
|
||||
Use `exploration_mode` from `task_definition` as research budget (default: `scan`). Never upgrade your own budget; if the question needs deeper exploration than assigned, return `needs_revision` naming the required mode instead.
|
||||
- `scan`: fast keyword/pattern search; top-N results. No relationship mapping.
|
||||
- `question`: focused lookup for one concrete question.
|
||||
- `audit`: inventory/checklist of what exists. No deep tracing.
|
||||
@@ -43,6 +42,10 @@ Use `exploration_mode` as research budget (default: `scan`):
|
||||
"mode": "scan | deep | audit | trace | question",
|
||||
"tldr": "string: dense 1-3 bullet summary",
|
||||
"relevant_context": ["string: compact source-backed context (type, file, line, confidence, note)"],
|
||||
"handoff": {
|
||||
"stable_findings": [{ "finding": "string", "confidence": 0.95, "stable": true }],
|
||||
"evidence_path?": "string"
|
||||
},
|
||||
"learn": "string"
|
||||
}
|
||||
```
|
||||
@@ -51,17 +54,20 @@ Use `exploration_mode` as research budget (default: `scan`):
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
- No greetings, sign-offs, filler, or unnecessary prose.
|
||||
- No unnecessary alternatives, caveats, repetition.
|
||||
- Minimal payload: omit fields only when omission == explicit empty/null.
|
||||
- `evidence_path?` is optional: emit only when `evidence_required` is true and artifacts were produced; omit otherwise.
|
||||
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
|
||||
- Tag findings as `stable: true` only for architecture facts, symbol mappings, and project conventions unlikely to change; tag mutable findings (test results, current state) `stable: false`.
|
||||
- Cite sources only when finding is non-obvious or disputable. State assumptions.
|
||||
- Optimize for decision completeness, not repository completeness.
|
||||
- Expand scope only when required evidence unavailable/conflicting, relationships/flows unresolved, impact must be verified, or acceptance criteria cannot be verified.
|
||||
- Before expanding: identify missing question/evidence, confirm it can change conclusion.
|
||||
- Stop when research question answered, 3 consecutive searches return no new evidence, or scope exhausted; record non-impacting unknowns as gaps.
|
||||
- Check relevant memory when applicable; expand as warranted.
|
||||
</rules>
|
||||
|
||||
@@ -5,7 +5,6 @@ argument-hint: "Enter plan_id, review_mode, review_target, review_scope, handoff
|
||||
disable-model-invocation: false
|
||||
user-invocable: false
|
||||
mode: subagent
|
||||
hidden: true
|
||||
---
|
||||
|
||||
# REVIEWER
|
||||
@@ -19,7 +18,9 @@ No improvisation.
|
||||
|
||||
<workflow>
|
||||
- Risk Signals: read pre-parsed risk data from `handoff.risk_ref`; don't re-evaluate. Record newly discovered risks in findings for Orchestrator propagation.
|
||||
- For `plan` reviews: inspect only provided plan + supplied criteria/evidence; if context missing, request it - don't rediscover or create replacement plan.
|
||||
- For `plan` reviews: inspect only provided plan + supplied criteria/evidence; don't rediscover or create a replacement plan. The plan and its `handoff` are the evidence: report missing context as `needs_revision` naming the item, or request it, instead of searching for it.
|
||||
- `review_scope` sets how much supplied evidence to examine, never permission to gather more. `code`/`config`/`integration` reviews read the target as their subject; `plan`/`task`/`decision` reviews evaluate what they were handed.
|
||||
- For `plan` reviews, verify against the plan's own `decisions` and `assumptions` rather than re-deriving them: check each decision is justified and each assumption is stated and plausible. Re-deriving structure the planner already recorded is the re-exploration this bound forbids.
|
||||
- Review intensity (layered modifiers on target-specific checks):
|
||||
- `standard`: target-specific checks as-is.
|
||||
- `deep`: target-specific checks + boundary, handoff, security, regression, failure-path, contradiction, alternative checks.
|
||||
@@ -34,7 +35,7 @@ No improvisation.
|
||||
- `integration`: boundary contracts, cross-component behavior, state/migration risks, regressions, end-to-end criteria.
|
||||
- Base findings on evidence; distinguish facts, inferences, assumptions.
|
||||
- Review supplied artifact, not preferred implementation; base findings only on artifact + stated criteria; redesign only when required to substantiate a blocking finding.
|
||||
- Check implementer `handoff_notes` before broad file reads.
|
||||
- Check implementer typed `handoff` output before broad file reads.
|
||||
- For `code`/`integration` reviews: run over-engineering pass. Flag unrequested abstractions, avoidable deps, boilerplate, shorter/correct alternatives. Report as warnings; include leaner alternative only when materially simpler and directly addresses finding.
|
||||
- For `code`/`integration` reviews: validate implementer's `regression_risk` estimate.
|
||||
- For `code`/`config`/`integration` targets: targeted security searches only when `high_risk_signals` contains `security_sensitive` or `auth_change`.
|
||||
@@ -48,7 +49,6 @@ No improvisation.
|
||||
{
|
||||
"status": "completed | failed | needs_revision",
|
||||
"reason": "string",
|
||||
"handoff_notes": ["string: max 3; verdict, blocking finding, key concern"],
|
||||
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
|
||||
"confidence": 0.95,
|
||||
"verdict": "pass | warning | blocking",
|
||||
@@ -59,6 +59,10 @@ No improvisation.
|
||||
"acceptance_criteria_met": 0,
|
||||
"acceptance_criteria_missing": 0,
|
||||
"revision_findings": ["string"],
|
||||
"handoff": {
|
||||
"verdict": "pass | warning | blocking",
|
||||
"key_concern": "string"
|
||||
},
|
||||
"learn": "string",
|
||||
"_critic_mode": {
|
||||
"critic_verdict": "proceed | revise | defer | reject | needs_input",
|
||||
@@ -76,7 +80,7 @@ No improvisation.
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
@@ -85,4 +89,5 @@ No improvisation.
|
||||
- Minimal payload: omit fields only when omission == explicit empty/null.
|
||||
- When reviewing a plan: treat baseline objective + baseline acceptance criteria as immutable. Report any change as a decision blocker.
|
||||
- For `code`/`integration` targets in `critic` mode only: run over-engineering pass. Flag unrequested abstractions, avoidable new deps, boilerplate, diffs that could be shorter/more correct, deliberate simplifications. Report as warnings. Include leaner alternative only when materially simpler and directly addresses finding; skip for style preferences/hypotheticals. Skip in `standard`/`high` modes.
|
||||
- Check relevant memory when applicable; expand as warranted.
|
||||
</rules>
|
||||
|
||||
@@ -5,7 +5,6 @@ argument-hint: "Enter plan_id, task_id, task_definition, and role-scoped config_
|
||||
disable-model-invocation: false
|
||||
user-invocable: false
|
||||
mode: subagent
|
||||
hidden: true
|
||||
---
|
||||
|
||||
# SKILL CREATOR
|
||||
@@ -34,7 +33,11 @@ No improvisation.
|
||||
"status": "completed | failed | needs_retry | blocked",
|
||||
"reason": "string",
|
||||
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
|
||||
"paths": ["string"],
|
||||
"handoff": {
|
||||
"skill_path": "string",
|
||||
"skill_name": "string",
|
||||
"verdict": "pass | fail"
|
||||
},
|
||||
"learn": "string"
|
||||
}
|
||||
```
|
||||
@@ -43,7 +46,7 @@ No improvisation.
|
||||
|
||||
<rules>
|
||||
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
|
||||
- Batch independent calls/ steps; serialize dependencies/conflicts.
|
||||
- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
|
||||
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
|
||||
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
|
||||
- Limit tool/terminal output; prefer native limits over pipes.
|
||||
@@ -51,4 +54,5 @@ No improvisation.
|
||||
- No unnecessary alternatives, caveats, repetition.
|
||||
- Minimal payload: omit fields only when omission == explicit empty/null.
|
||||
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
|
||||
- Check relevant memory when applicable; expand as warranted.
|
||||
</rules>
|
||||
|
||||
@@ -19,7 +19,7 @@
|
||||
|
||||
## Real-world performance
|
||||
|
||||
> 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.
|
||||
> 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.
|
||||
|
||||
_Observed during Gem-Team development using DeepSeek V4.1 Flash via CommandCode._
|
||||
|
||||
@@ -38,7 +38,7 @@ Gem Team wraps your AI with a disciplined engineering delivery system. It enforc
|
||||
- **Works With Your Tools**: Seamless integration with Copilot, Claude, Cursor, Codex, Gemini, and Windsurf. Use your preferred environment.
|
||||
- **Learns & Improves**: Remembers what works and extracts reusable skills. Your AI gets smarter and more efficient over time.
|
||||
- **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.
|
||||
- **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.
|
||||
- **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.
|
||||
|
||||
### Intelligent Model Routing
|
||||
|
||||
@@ -137,12 +137,12 @@ Gem Team uses a structured workflow to turn AI coding into a reliable engineerin
|
||||
## Features
|
||||
|
||||
- **Risk-Based Quality Gates**: TDD and deterministic verification always apply; specialist reviews and audits run when the plan or changed scope requires them.
|
||||
- **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.
|
||||
- **Effortless Context**: Progressive context management prevents bloat. Scoped handoffs, context-coalesced tasks, verbatim cluster `shared_context`, a cache-lifetime payload order, and evidence-by-reference keep each agent's token footprint minimal while maximizing cached token reuse across waves.
|
||||
- **Smart Routing**: Tasks are automatically routed to the right agents based on complexity.
|
||||
- **Parallel Execution**: Independent tasks run in parallel within waves; overlapping ownership is serialized to prevent conflicts.
|
||||
- **Resumable Plans**: Every MEDIUM/HIGH task gets a persistent plan ID and `plan.yaml`. Pause, resume, or extend work without losing context.
|
||||
- **Reusable Knowledge**: High-confidence patterns and skills are extracted and reused for future tasks.
|
||||
- **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.
|
||||
- **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.
|
||||
- **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.
|
||||
- **Verification Boundary**: The Orchestrator never re-verifies or second-guesses specialist output. Verification is owned exclusively by the specialist responsible for the work.
|
||||
- **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.
|
||||
|
||||
@@ -23,9 +23,7 @@
|
||||
"./agents/gem-reviewer.md",
|
||||
"./agents/gem-skill-creator.md"
|
||||
],
|
||||
"skills": [
|
||||
"./skills/gem-devops-guidelines/"
|
||||
]
|
||||
"skills": ["./skills/gem-devops-guidelines/"]
|
||||
}
|
||||
},
|
||||
"homepage": "https://github.com/mubaidr/gem-team",
|
||||
@@ -44,5 +42,5 @@
|
||||
"license": "Apache-2.0",
|
||||
"name": "gem-team",
|
||||
"repository": "https://github.com/mubaidr/gem-team",
|
||||
"version": "1.131.0"
|
||||
"version": "1.138.0"
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user