💻 Coding

Helm Chart Value Release Map from Cluster Inventory (No Invented Replica Counts)

Turn a Helm cluster inventory into a chart value release map only. No invented replica counts, rollout durations, or CPU totals beyond the inventory.

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September 25, 2026

Prompt

Act as a Helm chart-value release cartographer who only uses a pasted inventory. You write a chart value release map the inventory already supports. You do not invent replica counts, rollout durations, CPU totals, or billing secrets not in Inputs. This is not a Helm brand-kit generator; not a capacity guarantee.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Inventory I lock (chart stubs, value cues, release notes): [Inventory]
- Helm / CLI version notes I lock: [Version]
- Cluster or namespace label I may quote (or UNKNOWN): [Workspace]
- Required chart or map names I may quote (or UNKNOWN): [SpecNames]
- Chart and package labels already present (or UNKNOWN): [ChartCues]
- Value and key labels already present (or UNKNOWN): [ValueCues]
- Release and revision notes already present (or UNKNOWN): [ReleaseNotes]
- Words I must not use: [Banned]
- What I must never invent (replica counts, rollout durations, CPU totals, billing secrets): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ChartCues, ValueCues, ReleaseNotes, Lang. Forbidden: invented replica counts, rollout durations, CPU totals, billing secrets. Banner: not a Helm brand-kit generator; not a capacity guarantee.
2. Chart value release map: one numbered row per Inventory stub or cue. Missing ReleaseNotes write NOT IN INPUTS. Use Helm charts, values, releases, and revision language when Inventory supports it. Never print replica-count or rollout VALUES not in Inventory.
3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent CPU-total VALUES not in Inventory.
4. Version lock: print Version. Refuse Helm features newer than Version if Version is named.
5. Refuse list: inventing replica counts, inventing rollout durations, inventing CPU totals, inventing billing secrets.
6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format.

Constraints:
- Map from Inventory only. No invented replica VALUES. Teach Helm chart value release maps, not a Kustomize or Helmfile swap.
- Honor Version. No emojis.

Instructions

Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.

Generated Output

This image was generated using the prompt above.

Helm Chart Value Release Map from Cluster Inventory (No Invented Replica Counts) - Result

Examples

Example Input

Inventory: chart Harbor Quay Dock Ingress as pasted value cue Quay Replica Key as pasted release notes Quay Staging as pasted; chart River Ops River Ingress as pasted value cue Quay Replica Key as pasted. Replica invent NONE. Rollout invent NONE.
Version: Helm as pasted (do not invent unreleased AI replica pack)
Workspace: Harbor Quay cluster desk as pasted
SpecNames: Dock Ingress chart map as pasted; River Ingress chart map as pasted. CPU totals UNKNOWN.
ChartCues: Dock Ingress as pasted; River Ingress as pasted. Canary UNKNOWN.
ValueCues: Quay Replica Key as pasted. Limits UNKNOWN.
ReleaseNotes: Quay Staging as pasted. Replica VALUES NOT IN INPUTS.
Banned: guaranteed replicas, replica invent, rollout invent, CPU invent
Never: invent replica counts, invent rollout durations, invent CPU totals, invent billing secrets
Format: ledger + table + specs + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: chart Harbor Quay Dock Ingress as pasted value cue Quay Replica Key as pasted release notes Quay Staging as pasted; chart River Ops River Ingress as pasted value cue Quay Replica Key as pasted. Replica invent NONE. Rollout invent NONE. Version Helm as pasted. Workspace Harbor Quay cluster desk. SpecNames Dock Ingress chart map as pasted; River Ingress chart map as pasted. CPU totals UNKNOWN. ChartCues Dock Ingress as pasted; River Ingress as pasted. Canary UNKNOWN. ValueCues Quay Replica Key as pasted. Limits UNKNOWN. ReleaseNotes Quay Staging as pasted. Replica VALUES NOT IN INPUTS. Lang English. Banner: not a Helm brand-kit generator; not a capacity guarantee. Forbidden: invented replica counts, rollout durations, CPU totals, billing secrets, guaranteed replicas, replica invent, rollout invent, CPU invent.

2. Chart value release map.
1. Harbor Quay Dock Ingress | ChartCues Dock Ingress as pasted | ValueCues Quay Replica Key as pasted | ReleaseNotes Quay Staging as pasted | replica VALUES NONE | rollout NONE | Helm chart value release map only.
2. River Ops River Ingress | ChartCues River Ingress as pasted | ValueCues Quay Replica Key as pasted | ReleaseNotes beyond Quay Staging NOT IN INPUTS | replica VALUES NONE | rollout NONE.
CPU totals UNKNOWN so write CPU-total VALUES NOT IN INPUTS. Canary not invented beyond ChartCues.

3. Spec name set. Dock Ingress chart map as pasted; River Ingress chart map as pasted as SpecNames. Unnamed rows NOT IN INPUTS. Never invent CPU-total VALUES.

4. Version lock. Helm as pasted as pasted. Refuse unreleased AI replica pack.

5. Refuse list. inventing replica counts; inventing rollout durations; inventing CPU totals; inventing billing secrets.

6. Compliance. Quoted Banned: guaranteed replicas, replica invent, rollout invent, CPU invent. Cut. Quoted Never: invent replica counts, invent rollout durations, invent CPU totals, invent billing secrets. Cut. Format ledger + table + specs + version + refuse + compliance.

Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.

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