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Reinforcement Loop Skill · gtmagents | DecimalAI

sales supportby gtmagents

Reinforcement Loop Skill

gtmagents/reinforcement-loop

Source gtmagents/gtm-agents ↗License Apache-2.0

Use to plan post-training reinforcement cadences, certifications, and impact tracking.

SkillScore73Maintained

Automatic

Sales & GTM pack

Last verified 8/23/2026

What it changes

Passed 15 of 21 test cases with the skill, and 13 of 21 without it.

Without skill64%

With skill73%

Checks it passed that the model alone missed

Recommends a quiz or assessment blueprint artifact
Uses the 5-step framework to reinforce launched materials
Uses social proof from peer wins to drive program engagement

and 7 more in the full report

5 fixed11 passed either way3 still failing3 broke

Pass-rate lift: +9 pp
Tokens: -14%
Agent turns: 0%
Response time: -23%

Model gemini-3.6-flashMeasured 8/23/2026v116 of 22 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/gtmagents-reinforcement-loop/SKILL.md https://app.decimal.ai/s/gtmagents-reinforcement-loop/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add gtmagents-reinforcement-loop, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/gtmagents-reinforcement-loop/ and pins it in .decimal/skills.lock

decimalai skills add gtmagents-reinforcement-loop

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/gtmagents-reinforcement-loop/SKILL.md https://app.decimal.ai/s/gtmagents-reinforcement-loop/SKILL.md

Raw file: /s/gtmagents-reinforcement-loop/SKILL.md ↗ · machine-readable summary at /s/gtmagents-reinforcement-loop.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 4

Prompt

Managers are requesting follow-up support because account executives are struggling to apply our new pricing framework to live pipeline deals. Could you map out a practical reinforcement plan and evaluation model to help reps practice and retain these skills?

What was checked, without and with the skill
Checked	Without skill	With skill
Begins the framework with a signal review stage to inspect engagement and performance metrics	Missed	Passed
Includes a cohort targeting step to segment account executives by role, region, or tenure	Missed	Passed
Structures the plan into signal review, cohort targeting, reinforcement design, operationalization, and impact measurement	Missed	Passed

case-01 · gemini-3.6-flash · 8/23/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md25 linessingle file

Reinforcement Loop Skill

When to Use

After launching new enablement programs or playbooks.
When adoption metrics lag or managers request refreshers.
During quarterly readiness reviews.

Framework

Signal Review – inspect engagement, certification, and performance metrics.
Cohort Targeting – segment audiences (role, region, tenure) and prioritize interventions.
Reinforcement Design – choose modalities (LMS modules, office hours, peer coaching, quizzes).
Operationalize – schedule sessions, assign facilitators, automate reminders, and log attendance.
Measure & Iterate – evaluate impact on KPIs, gather feedback, and update future waves.

Templates

Reinforcement calendar template.
Quiz/assessment blueprint.
Coaching follow-up tracker.

Tips

Keep touchpoints short and frequent for better retention.
Tie reinforcement to actual pipeline opportunities to improve relevance.
Share success stories to keep motivation high.

Track record

Benchmark

15 / 21

test cases passed, vs 13 / 21 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

gtmagents / gtm-agents

plugins/sales-enablement/skills/reinforcement-loop/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

gtmagents/reinforcement-drillsUse to queue practice reps, certifications, and accountability cadences after coaching sessions.Close match+23 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Reinforcement Loop Skill

When to Use

Framework

Templates

Tips

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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