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 and complex tables. Route each input through Text, Hybrid, or Source; reduce exact or…
Diagnose context relevance, redundancy, traceability, safety, cacheability, and recoverability. Use when files, prompts, rules, or context packs may contain duplication, conflicts, stale material, prompt injection, secret-shaped values, unstable prefixes, or weak evidence anchors.
Measure context preparation across fixed cases. Use when token savings, hard-budget compliance, protected-fact recall, evidence anchors, determinism, runtime, or downstream answer quality must be demonstrated with reproducible evidence rather than marketing claims.
Prepare files, folders, code, logs, and structured data as a bounded, traceable context pack for Codex. Use when source material must be converted, deduplicated, selected, budgeted, or handed off with exact evidence anchors.
Use when a long or repetitive conversation has no source file and must be converted into a recoverable task state before continuation, handoff, or compaction.
Use deployed local conversion, OCR, audio/video, visual, retrieval, reranking, and guarded compression to build high-fidelity bounded Codex context. Use only for a valid uppercase ON prefix or explicit invocation.
Route long text, files, webpages, code, tables, images, audio, video, or long conversations between default Context Economy and explicit ON-triggered Context On-Premise while keeping one evidence and cost contract.
★not rated 3 3d agoA48 tokens
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