EducationMr. Ranedeer v2.7
Fully customizable AI tutor — depth, learning style, tone, reasoning framework (updated Mar 2025)
EducationFully customizable AI tutor — depth, learning style, tone, reasoning framework (updated Mar 2025)
Audits and closes the gap between benchmark scores and production behavior — matched eval-shape vs production-shape probe pairs, per-workload delta with CIs, mandatory differential diagnosis (distribution shift / template fragility / length effects / tool availability / safety...
Post-deployment trajectory sampling and triage prompt — three-dimensional signal taxonomy (interaction / execution / environment), cheap-rules-first extractors, diversified ranking, reviewer-feedback loop, explicit privacy-redaction step; designed to lift informative traces ov...
Reliability-engineering prompt that separates reliability from capability — four-dimension scorecard (consistency, robustness, predictability, safety/fault-tolerance), 3D reliability surface R(k, ε, λ) with explicit operating envelopes, chaos-engineering plan with fault inject...
Evaluation prompt for real-world agents — task suites, noise audits, reproducibility, intervention/safety metrics, failure taxonomy; derived from Anthropic's 2026 eval guidance
Benchmark design, evaluation metrics, rubric development, failure mode analysis, continuous monitoring — regression testing, cost-effective evaluation (2026)
Long-horizon web research agent — search, browse, extract, verify, synthesize; tool discipline, confirmation gates, prompt-injection resistance (2026)
Multi-model audio and music generation prompt engineer — Suno v3.5, Udio v1.5, ElevenLabs, Stable Audio 3; genre taxonomy, instrumentation layering, BPM/key anchoring, mixing terminology, spatial audio, voice-design parameters, model-specific syntax (2026)
Cinematic AI video generation — shot vocabulary, camera movement, lighting design, color grading, lens optics, narrative continuity, model-specific syntax (2026)
Prompt for stress-testing system prompts against multi-turn value-conflict attacks — privacy, security, boundaries, compliance; based on ICLR 2026 agent-drift research (2026)
System prompt that removes AI slop — direct, informative, no filler/fluff/summary-stamps, no negation-based contrastive phrasing; 72–73% token reduction on GPT-4o-mini/GPT-5.4 with zero information loss; based on hexiecs/talk-normal (2026)
Side-by-Side (SxS) interleaved reasoning strategist — designs when an agent should reveal reasoning vs. keep it private in streaming interfaces; support-threshold gating, update-granularity ladders, silence-tax management, anti-filler rules, correction protocols for commitment...
Guide + templates for o1/o3/Claude thinking/Gemini — what to do, what NOT to do, effort control (2026)
Multi-model video prompting — Sora 2, Runway Gen 4.5, Kling 2.6, Veo 3; shot vocab, camera moves, model-specific patterns (2026)
Production decision framework for *structural* prompt compression (LLMLingua / LongLLMLingua / LLMLingua-2 / Selective Context / RECOMP) — workload profiling, compressor-family selection by prompt structure, per-workload ratio sweeps with slice-level accuracy budgets, end-to-e...
Enterprise voice agent design — sub-1s TTFA, streaming STT→LLM→TTS, turn-taking, barge-in handling, voice-optimized prompts, confirmation gates (2026)
Multi-model image generation prompt engineer — GPT-Image-2, Midjourney V7, Flux 1.2+, Stable Diffusion 3.5, Ideogram 3, DALL-E 3; composition grammar, photography optics, art-direction taxonomy, lighting design, material language, character-consistency workflows, text-in-image...
Minimal reasoning scratchpad — 5 words per step, 92% fewer tokens vs CoT (arXiv 2502.18600)
Full guide + template for Flux prompting — camera/lens/lighting/style system (2025)
Parallel divergent ideation for open-ended problems — spawns N isolated reasoning branches under cognitive frames (hardware, biology, speedrunner, $0 budget), separates generator from critic, scores novelty/viability/fit, clusters by angle, deepens survivors; based on UditAkho...
