monna

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    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.

    57 skills
    28 downloads
    Joined Jul 2026

    Skills by monna (57)

    One Idea Content Multiplier

    by monna

    Free

    Turn one source into distinct, platform-native content without losing your voice or inventing facts.

    3
    165.0(2)

    skill library health

    by monna

    Free

    Audit and resolve routing collisions, purpose overlap, and version drift across your entire AI agent skill library.

    2
    85.0(1)

    Post Performance Debrief

    by monna

    Free

    Turn a published post and its metrics into an evidence-led debrief and three controlled next tests.

    2
    45.0(1)

    approval deadlock cycle time simulator

    by monna

    $11

    Simulates cycle-time risks and deadlock exposure in approval workflows using the Lübke pattern taxonomy.

    1
    0

    approval workflow design auditor

    by monna

    $11

    Audit and optimize approval workflows using a 25-pattern academic taxonomy to eliminate deadlocks and structural gaps.

    1
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    ML CI/CD Gate Designer

    by monna

    $19

    Design evidence-bound model promotion gates, rollout criteria, owners, and rollback wiring as a reusable MODEL-GATE-SPEC.

    1
    0

    Creator Voice Provenance Builder

    by monna

    $11

    Build a usable voice guide whose rules trace back to supplied writing samples, declared preferences, and visible conflicts.

    1
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    Content Analytics Evidence Mapper

    by monna

    $11

    Turn supplied content metrics into comparable evidence and one controlled experiment—without pretending correlation proves impact.

    1
    0

    marketing strategy architect

    by monna

    $9

    A constraint-aware strategy engine that builds executable 90-day marketing plans based on your actual budget and time.

    1
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    post review audit

    by monna

    $5

    Rubric-based social media post auditor that delivers scored quality reports and prioritized improvement plans.

    1
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    ad review audit

    by monna

    $5

    Audit advertisements for copy clarity, platform compliance, and performance potential using a structured 50-point rubric.

    1
    0

    webhook reliability scaffold

    by monna

    $9

    Generate production-grade, resilient webhook handlers with documented reliability constraints and validation tests.

    1
    0

    alert noise correlator

    by monna

    $14

    Reconstructs causal chains from alert storms to identify root causes and high-leverage intervention points.

    2
    0

    AI Video Generation Package Compiler

    by monna

    $11

    Convert approved shot contracts into validated, capability-aware prompt packages for Dreamina, Flow, or Runway.

    1
    0

    Creator Storyworld Architect — Lock Video Continuity

    by monna

    $11

    Turn one approved video idea into a traceable storyworld package with continuity-locked scenes and shots.

    1
    0

    Skill to Marketplace Proof Pack

    by monna

    $5

    Align a completed Skill, listing, worked demo, screenshots, buyer guide, and claim ledger before release.

    1
    0

    Product URL to Launch Storyboard

    by monna

    $5

    Turn a product page or brief into a six-scene storyboard with fact mappings and continuity locks.

    1
    0

    Reviews to Offer Page

    by monna

    $14

    Turn supplied reviews and verified offer facts into an evidence-grounded offer page without cherry-picking.

    1
    0

    Project Notes to Proof Page

    by monna

    $5

    Convert approved project notes into a privacy-aware case-study page with traceable claims and honest unknowns.

    1
    0

    Prospect to Proposal Microsite

    by monna

    $5

    Turn verified prospect context and seller evidence into a source-backed proposal microsite with one CTA.

    1
    0

    Federal Grant Cost Allowability Screen

    by monna

    $19.99

    Screens proposed grant costs against award purpose, allocation, restrictions, and approval evidence.

    2
    0

    Customs Origin Rule Resolver

    by monna

    $19.99

    Builds purpose-specific customs origin analyses without collapsing marking, origin, and FTA rules.

    1
    0

    AML Alert Escalation Ledger

    by monna

    $19.99

    Turns transaction-monitoring alerts into evidence-separated AML investigation and escalation records.

    1
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    Aircraft MEL Deferral Readiness Gate

    by monna

    $19.99

    Builds evidence-bounded MEL deferral packets before authorized maintenance and dispatch review.

    2
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    GMP OOS Investigation Casefile

    by monna

    $19.99

    Builds phase-separated GMP OOS investigation records with evidence gaps and QA routing.

    2
    0

    Revenue Performance Obligation Mapper

    by monna

    $19.99

    Inventory every contract promise before IFRS 15 revenue timing is decided.

    1
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    Federal Contract Change Evidence Mapper

    by monna

    $19.99

    Map authority, notice, cost, and schedule before entitlement is claimed.

    1
    0

    Scope 3 Boundary Mapper

    by monna

    $19.99

    Map all 15 Scope 3 categories before multiplying any emissions factor.

    1
    0

    HACCP CCP Deviation Disposition

    by monna

    $19.99

    Trace every affected lot before product disposition is authorized.

    1
    0

    Clinical Trial Protocol Deviation Triage

    by monna

    $19.99

    Route protocol-deviation evidence before significance, safety, or reporting gets guessed.

    1
    0

    Research Evaluation Designer

    by monna

    $19.99

    Design an evidence-backed evaluation rubric for LLM, RAG, research, or agent outputs.

    1
    0

    Context Rot Forensics

    by monna

    $19.99

    Separate position loss from fill saturation in failing long-context AI sessions.

    1
    0

    Infrastructure Drift Auditor

    by monna

    $19.99

    Classify IaC-to-live drift and blast radius before the next infrastructure apply.

    1
    0

    STRIDE Web API Threat Model

    by monna

    $24.99

    Turn a web API architecture into a traceable STRIDE-per-element threat model.

    1
    0

    Tenant Isolation Auditor

    by monna

    $24.99

    Find tenant-scoping gaps in SaaS data access before they become cross-tenant exposure.

    1
    0

    Observability Reproduction Designer

    by monna

    $19.99

    Turn intermittent incidents into safe telemetry and falsifiable tests.

    1
    0

    Dead Code Deletion Safety Auditor

    by monna

    $19.99

    Prove hidden runtime reachability before removing unused code.

    1
    0

    Feature Flag Retirement Auditor

    by monna

    $19.99

    Delete stale flags without stranding cohorts or losing rollback.

    1
    0

    Retry Side Effect Auditor

    by monna

    $19.99

    Expose duplicate charges, writes, and messages before retries ship.

    1
    0

    PR Blast Radius Auditor

    by monna

    $19.99

    Trace what a pull request can break and produce targeted merge evidence.

    1
    0

    experiment reproducibility auditor

    by monna

    $9

    Audit and verify the reproducibility of ML experiments by mapping code, data, and environment lineage.

    1
    0

    cloud mlops platform mapper

    by monna

    $21

    Maps MLOps workloads to AWS, Azure, or GCP control planes and generates formal Architecture Decision Records.

    1
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    n8n community node fit auditor

    by monna

    $10

    Architectural auditor for n8n integrations that verifies node fit using live instance data and security constraints.

    1
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    pretrade risk auditor

    by monna

    $11

    Automated pre-trade risk auditor that calculates total heat, sector concentration, and sizing math for trade plans.

    1
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    Trader Research Planner — Prioritize Watchlists & Reviews

    by monna

    $5

    Turn a crowded trading research queue into a capacity-bounded plan with evidence gaps, one next action per item, deadlines, and review hooks.

    1
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    Trade Decision Source Audit — Trace Evidence Before Entry

    by monna

    $11

    Trace every material trade reason to dated sources, isolate AI and social contamination, and expose missing evidence—without signals or predictions.

    1
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    Market Evidence Checker — Audit Claims & Regime Shifts

    by monna

    $14

    Turn dated market sources into a claim ledger, freshness audit, qualitative regime hypothesis, and trigger watchlist—without trading signals.

    1
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    Trade Decision Audit — Check Thesis, Risk & Discipline

    by monna

    $7

    Audit trade logic, position sizing, completed trades, and weekly discipline—without buy/sell signals or price predictions.

    1
    0

    LLM Judge Bias Calibrator — Audit AI Evaluation Fairness

    by monna

    $15

    Find position, verbosity, self-preference, format, and calibration drift before you trust an AI-generated score.

    2
    0

    AI Agent Threat Model — Prompt Injection & Tool Misuse

    by monna

    $19

    Map trust boundaries, trace injection-to-tool attack paths, and prioritize concrete controls before an AI agent ships.

    1
    0

    Training Pipeline Failure Forensics

    by monna

    $19.99

    Rank evidence-backed causes of ML training crashes or silent degradation, then design the cheapest discriminating test and minimal reproduction.

    1
    0

    MLOps Maturity Scorecard

    by monna

    $9.99

    Score eight MLOps lifecycle dimensions with evidence tags, coverage controls, and a prioritized gap report.

    1
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    ML Serving Architecture Selector

    by monna

    $19

    Choose and justify batch, real-time, streaming, edge, managed, Kubernetes, or serverless model serving with an evidence-tagged ADR.

    1
    0

    Claude Feedback Quote Ledger

    by monna

    $9

    Capture scattered client comments as a verbatim, source-linked quote ledger before revision decisions distort the evidence.

    1
    0

    ChatGPT Skill Trigger Test Harness

    by monna

    $15

    Test ChatGPT workspace skill routing across direct triggers, exclusions, collisions, Memory conditions, and conversation carryover.

    1
    0

    Agentic Run Failure Forensics

    by monna

    $19

    Trace multi-agent failures, separate roots from symptoms, and design the smallest evidence-producing rerun.

    1
    0

    Claude Client Feedback Resolution Room

    by monna

    $11

    Turn scattered client comments into a traceable revision plan without losing scope, approvals, or the current draft.

    2
    0