AI agents are smart. Yours can be smarter — for free.
One folder. One markdown file. Zero code required to change how your AI behaves.
Battle-tested instructions we actually use every day — not demos.
Prompt optimization that cuts token cost — system roles, stop sequences, word caps, no preamble. Works with Kimi Code, Codex, and Claude Code.
View →Save, search, and recall notes in the shared vault that both the Chat tab and Code tab read from — continuity across sessions, no re-deriving context.
View →Compresses notes before they hit the Claude-Desktop-Bridge vault, so shared memory between Chat and Code stays cheap to write and recall.
View →Builds smart wordlists ranked by how real people actually think, and cleans existing lists for hashcat/aircrack workflows.
View →Fact-checks AI-generated research reports claim-by-claim against primary sources. Errors first, compliments last.
View →Moves, copies, renames, and organizes files — never deletes without asking, never runs sudo without approval.
View →Ultra-compact communication mode — cuts roughly 50-65% of output tokens while keeping every technical detail intact.
View →Compacts a conversation into a handoff document — decisions, work done, suggested next skills — so a fresh agent can pick up cold.
View →Controls Audacity through mod-script-pipe and teaches mixing/mastering technique calibrated to your genre.
View →Get in touch
mp@indepentest.pro