Write Thai-language prose (technical documentation, marketing copy, explainers, blog posts, translations) that reads like a real Thai writer — not generic AI output. Counters training-data skew toward over-formal, over-polite, calqued Thai. TRIGGER when: user asks for any non-trivial Thai prose output (paragraph or…
Write + render + publish a guide/book from a topic — topic → Markdown → PDF → images → Discord, in one flow. Use when user says 'write book', 'เขียนหนังสือ', 'เขียน guide', 'ทำเป็น PDF', 'oracle-write-book', or wants a session/topic turned into a publishable illustrated guide.
Write a technical / course-style book that teaches readers to BUILD something themselves — architecture → step-by-step → real code → exercises → troubleshooting → render PDF + images → publish. Use when user says 'technical book', 'เล่มสอง', 'course book', 'เขียนคู่มือเทคนิค', or wants a how-to/reproducible guide (vs…
Digest a repo's recent commits into a STORY (not a count), then braid commits+PRs+issues on one timestamp axis so cause→effect is visible. Reads N days of history, groups by day, traces the one big narrative arc, and separates new-signal from version-noise from churn (test added-then-deleted, reverts). Handles…
Digest a repo's recent activity the way a cortex consolidates memory — not a flat commit count, but 3 cortical layers (L1 Surface = what changed per day, L2 Association = braid commits+PRs+issues on one timestamp axis to expose issue→close latency, L3 Consolidation = rank days by MEMORY WEIGHT where feat/fix that…
Resonance mapping — traces how ideas echo through a repo's timeline. Shows when a concept first appears in issues, returns in PRs, and lands in commits. Timestamp = SSOT. Finds signal by mapping pattern recurrence, not just frequency.
Measure the RHYTHM of a repo's full activity stream — commits + issues + PRs unified on TIMESTAMP as single source of truth. Reveals cause-effect chains (issue → PR → commit → bump), hourly distribution, author voices, spike detection, signal-vs-noise, dharma lifecycle. Use when user says 'pulse', 'rhythm', 'repo…
Digest a repo by tracing connections — which files move together, which PRs close which issues, who works at what hour. A bee's-eye view of the hive. Merges commits+PRs+issues on one timestamp axis, detects co-change clusters (files that always ship together = hidden coupling), maps contributor rhythm (timezone/hour…
Digest a repo's recent activity by WEIGHT, not by commit count — lines changed, churn (added-then-deleted = motion not progress), and where the real heft landed per day & area. Classifies by verb→intent so imperative titles (Keep/Cover/Prevent) don't fall into "other". Use when user says "upstream weight", "what…
Use to digest a repo's recent commits through multiple prism lenses — not just "what type" (feat/fix) but "what area" and "signal vs noise" — so a human understands what actually changed in 30 seconds. Fuses /oracle-prism multi-lens analysis into upstream digest.