One Idea Content Multiplier
by monna
Turn one source into distinct, platform-native content without losing your voice or inventing facts.
I design high-value AI prompts, reasoning systems, and practical workflows for people who need more than generic outputs. My work focuses on turning complex tasks into structured AI systems for research, education, RAG, validation, decision-making, systems engineering, and business workflows. I build prompts that are designed to: • reduce ambiguity and weak reasoning • ground outputs in evidence and clear constraints • detect gaps, contradictions, and misconceptions • guide AI through complex multi-step decisions • produce structured, usable deliverables instead of generic answers I’m especially interested in RAG, ontology-driven reasoning, evidence validation, adaptive learning, and AI workflow design. If you’re looking for prompts that do real analytical work—not just better wording—you’re in the right place.
by monna
Turn one source into distinct, platform-native content without losing your voice or inventing facts.
by monna
Audit and resolve routing collisions, purpose overlap, and version drift across your entire AI agent skill library.
by monna
Turn a published post and its metrics into an evidence-led debrief and three controlled next tests.
by monna
Simulates cycle-time risks and deadlock exposure in approval workflows using the Lübke pattern taxonomy.
by monna
Audit and optimize approval workflows using a 25-pattern academic taxonomy to eliminate deadlocks and structural gaps.
by monna
Design evidence-bound model promotion gates, rollout criteria, owners, and rollback wiring as a reusable MODEL-GATE-SPEC.
by monna
Build a usable voice guide whose rules trace back to supplied writing samples, declared preferences, and visible conflicts.
by monna
Turn supplied content metrics into comparable evidence and one controlled experiment—without pretending correlation proves impact.
by monna
A constraint-aware strategy engine that builds executable 90-day marketing plans based on your actual budget and time.
by monna
Rubric-based social media post auditor that delivers scored quality reports and prioritized improvement plans.
by monna
Audit advertisements for copy clarity, platform compliance, and performance potential using a structured 50-point rubric.
by monna
Generate production-grade, resilient webhook handlers with documented reliability constraints and validation tests.
by monna
Reconstructs causal chains from alert storms to identify root causes and high-leverage intervention points.
by monna
Convert approved shot contracts into validated, capability-aware prompt packages for Dreamina, Flow, or Runway.
by monna
Turn one approved video idea into a traceable storyworld package with continuity-locked scenes and shots.
by monna
Align a completed Skill, listing, worked demo, screenshots, buyer guide, and claim ledger before release.
by monna
Turn a product page or brief into a six-scene storyboard with fact mappings and continuity locks.
by monna
Turn supplied reviews and verified offer facts into an evidence-grounded offer page without cherry-picking.
by monna
Convert approved project notes into a privacy-aware case-study page with traceable claims and honest unknowns.
by monna
Turn verified prospect context and seller evidence into a source-backed proposal microsite with one CTA.
by monna
Screens proposed grant costs against award purpose, allocation, restrictions, and approval evidence.
by monna
Builds purpose-specific customs origin analyses without collapsing marking, origin, and FTA rules.
by monna
Turns transaction-monitoring alerts into evidence-separated AML investigation and escalation records.
by monna
Builds evidence-bounded MEL deferral packets before authorized maintenance and dispatch review.
by monna
Builds phase-separated GMP OOS investigation records with evidence gaps and QA routing.
by monna
Inventory every contract promise before IFRS 15 revenue timing is decided.
by monna
Map authority, notice, cost, and schedule before entitlement is claimed.
by monna
Map all 15 Scope 3 categories before multiplying any emissions factor.
by monna
Trace every affected lot before product disposition is authorized.
by monna
Route protocol-deviation evidence before significance, safety, or reporting gets guessed.
by monna
Design an evidence-backed evaluation rubric for LLM, RAG, research, or agent outputs.
by monna
Separate position loss from fill saturation in failing long-context AI sessions.
by monna
Classify IaC-to-live drift and blast radius before the next infrastructure apply.
by monna
Turn a web API architecture into a traceable STRIDE-per-element threat model.
by monna
Find tenant-scoping gaps in SaaS data access before they become cross-tenant exposure.
by monna
Turn intermittent incidents into safe telemetry and falsifiable tests.
by monna
Prove hidden runtime reachability before removing unused code.
by monna
Delete stale flags without stranding cohorts or losing rollback.
by monna
Expose duplicate charges, writes, and messages before retries ship.
by monna
Trace what a pull request can break and produce targeted merge evidence.
by monna
Audit and verify the reproducibility of ML experiments by mapping code, data, and environment lineage.
by monna
Maps MLOps workloads to AWS, Azure, or GCP control planes and generates formal Architecture Decision Records.
by monna
Architectural auditor for n8n integrations that verifies node fit using live instance data and security constraints.
by monna
Automated pre-trade risk auditor that calculates total heat, sector concentration, and sizing math for trade plans.
by monna
Turn a crowded trading research queue into a capacity-bounded plan with evidence gaps, one next action per item, deadlines, and review hooks.
by monna
Trace every material trade reason to dated sources, isolate AI and social contamination, and expose missing evidence—without signals or predictions.
by monna
Turn dated market sources into a claim ledger, freshness audit, qualitative regime hypothesis, and trigger watchlist—without trading signals.
by monna
Audit trade logic, position sizing, completed trades, and weekly discipline—without buy/sell signals or price predictions.
by monna
Find position, verbosity, self-preference, format, and calibration drift before you trust an AI-generated score.
by monna
Map trust boundaries, trace injection-to-tool attack paths, and prioritize concrete controls before an AI agent ships.
by monna
Rank evidence-backed causes of ML training crashes or silent degradation, then design the cheapest discriminating test and minimal reproduction.
by monna
Score eight MLOps lifecycle dimensions with evidence tags, coverage controls, and a prioritized gap report.
by monna
Choose and justify batch, real-time, streaming, edge, managed, Kubernetes, or serverless model serving with an evidence-tagged ADR.
by monna
Capture scattered client comments as a verbatim, source-linked quote ledger before revision decisions distort the evidence.
by monna
Test ChatGPT workspace skill routing across direct triggers, exclusions, collisions, Memory conditions, and conversation carryover.