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⚡ Independently installable TIKAZ Skill

context-economy

Automatically prepare fidelity-first, bounded context when users paste text, attach files or folders, provide webpages or PDFs for Markdown conversion, continue long conversations, or supply documents containing images…

Workflow group: Context EconomyOrchestrator

Evidence and core advantages

69.73%estimated token reduction6 fixed long-context tasks: 4,698 → 1,422
27.78%estimated prompt reduction6 fixed prompt cases: 252 → 182
46/46declared protected facts retainedliteral recall, not semantic accuracy
39/39expected anchors retainedfixed public benchmark
3/3generated PDF literal checks completetext, numbers, tables, and page anchors; visual accuracy pending

Fixed public benchmark; tokens are deterministic estimates, not provider billing. Short inputs may grow from protocol overhead. Results are not universal accuracy or cross-project superiority claims. Open the full evidence card →

01

What it owns

Automatically prepare fidelity-first, bounded context when users paste text, attach files or folders, provide webpages or PDFs for Markdown conversion, continue long conversations, or supply documents containing images…

02

When to use it

Install and invoke this Skill directly when its named capability is the complete task. Use the suite orchestrator when the outcome crosses multiple capabilities.

03

Install independently

Copy only this Skill folder. No sibling Skill is required. Keep the destination folder identical to the Skill name.
Copy-Item -Recurse -LiteralPath '.\suites\context-economy' -Destination '.\.agents\skills\context-economy'

04

Try it directly

Prepare these attached reports for a release review. Choose Text, Hybrid, or Source automatically, keep versions and evidence anchors, and show every omission.

05

Execution contract

The single English execution source owns inputs, outputs, validation, fallback, and limits. User documentation never creates a second executable rule set.Open the execution source ↗

Skills in this group

context-economycontext-packconversation-checkpointcontext-auditcontext-benchmark