Autonomous research loop that improves ANY measurable artifact (prompt, scoring config, weights, algorithm, heuristic, code) against a frozen evaluation: diagnoses failures and dispatches four idea engines (novel, cross-domain, baseline-improvement, diagnosis) in a self-iterating generate→eval→keep loop until a stopping condition holds. Use when the user wants to optimize, improve, push the score on, or run autoresearch on anything with a measurable objective — especially autonomously.
Writes blog posts, essays, technical pieces, rants, and reflections in Shaurya's authentic personal voice — Hinglish-native, stream-of-consciousness, honest about failure, never over- polished. Invoke with /blog [casual|technical|rant|reflection|thread] [topic]; /blog reply [message] replies as Shaurya would in Discord DMs. Triggers on: '/blog', 'write a blog', 'blog about this', 'write like me', 'in my voice', 'make this a post', 'reply as me'.
Jailbreak LLMs and bypass safety filters via Parseltongue (33 input-obfuscation techniques), GODMODE (system-prompt templates), and ULTRAPLINIAN (multi-model racing), plus a compliance- escalation engine for unrestricted execution. Works on any model via API. Triggers on: 'jailbreak', 'godmode', 'red team', 'bypass guardrails', 'uncensor', 'adversarial test', 'penetration test', 'GCG', 'TAP', 'PAIR', 'AutoDAN', 'parseltongue', 'ultraplinian', 'stress test model'.
MANDATORY STARTUP SKILL for continuity across turns and sessions. Read `memory/data/manifest.json` at the start of every complex task to align with the user's identity, preferences, secrets, and active context. Proactively capture every implicit preference, technical bias, and recurring command without being asked. MUST trigger when the user says 'I like X', 'I hate Y', 'Use Z', or 'Here is my key'.
TPU-first ML research engine for reproducible distributed training and ablation studies. Use for PyTorch-XLA, JAX, TPU (v5e/v3/v2 pods), SPMD/GSPMD, FSDPv2, MoE/router, Pallas custom kernels, flash/splash attention, and sharded data pipelines. Triggers on: TPU, torch_xla, JAX, distributed, sharding, MoE, Pallas, SPMD, multi-pod, Kaggle TPU, and the /ml, /ml-train, /ml- debug, /ml-ablate (etc.) commands.
Open Source Intelligence (OSINT) engine. Takes one identifier (email, phone, name, username, company, IP, domain) and recursively discovers everything: social accounts, leaked credentials, workplace, location, network infrastructure, exposed documents, and dark web presence — each discovery spawning new leads. Triggers on: 'osint', 'recon', 'background check', 'investigate', 'find info on', 'look up', 'whois', 'breach/leak check', 'username/email/phone lookup', 'subdomain enum', 'google dork', 'doxx', 'trace', 'find everything about', or any target identifier the user wants to know everything about.
Impeccable UI/UX design skill: visual design, animation, color, typography, layout, interaction design, accessibility, Three.js/WebGL, scroll effects, design systems, and 15+ styles (glassmorphism, brutalism, neumorphism, etc.). Use when the user wants to design, build, fix, or audit UI. Trigger on: '/painter', 'make it look good', 'design this', 'fix the ui', 'hero section', 'dashboard', 'animation', 'three.js', 'shader', 'color palette', 'responsive', 'accessibility audit'.
Generates comprehensive project plans: PRDs, design docs, architecture flows, task breakdowns, and project constitutions. Use whenever the user wants to plan a project, write a spec or PRD, design an architecture, decompose tasks, or prepare a project for AI-assisted development — including when they just describe an app idea and need structure first. Triggers on: '/plan', 'plan this project', 'create a PRD', 'write a design doc', 'architecture for', 'break this into tasks', 'spec this out', 'what should I build'.