Conduct an IPPF Member Association (MA) accreditation desk review against the IPPF EN Internal Guidelines Accreditation Review (Cycle 4 / ARV cycle, where ARV means Accreditation Review, NOT antiretroviral). Use when Ane assesses an MA self-assessment against accreditation principles, standards or checks, writes…
Answer questions about evaluating GenAI / AI tools and products using the AI Evaluation Playbook (eval.playbook.org.ai; The Agency Fund with CGD and IDinsight, 2026) — the 4-level framework (Model / Product / User / Impact), Minimum Viable Evaluations, golden datasets, LLM-as-judge, engagement funnels, guardrail…
Audit and rewrite AI-generated or AI-edited prose to match Ane's IPPF MEL/SRHR voice, preserving rigour: strips hedging, filler, nominalisations, em-dashes, passive voice, abstract openings, misplaced framework name-dropping, and inline citations where an evidence-base line belongs. Tier-aware, defaulting to the Tier…
Ann — Convener for MEL/SRHR work. Use when Ane brings any analytical, evaluation, SRHR, or structured-output task. Ann classifies task complexity, queries the MEL Wiki, retrieves knowledge, creates an implementation plan (verifies with user for complex tasks), coordinates with Vi for execution, runs a 5-point quality…
Capture a claude.ai Desktop session into the MEL file system. Use when Ane finishes a session in the Claude Desktop app and wants the work captured on the device — triggered by "/capture-desktop", "capture this desktop session", "I did this on Claude desktop", "save my desktop work", "import from claude.ai".…
Run the qa-reviewer maker-checker gate against one finished text deliverable without a full Ann orchestration: spawns qa-reviewer alone on a single markdown or text file, sets the audience tier (default Tier 1 / colleague; override with --tier and --subgroup), and returns a BLUF verdict plus the full qablock.…
Prepare the first working session with a contracted supplier against a fixed day budget: reads the agreed offer or contract, then builds a branded session workbook whose day-budget sheet totals against the contracted ceiling, an internal prep brief, a supplier agenda and a post-session note template. Use for kick-off…
Produce a scannable morning briefing for Ane (Senior MEL/SRHR Specialist at IPPF). Use when the user asks for "daily brief", "morning briefing", "start of day", "what's on today", "plan my day", or similar. Assembles today's priority, calendar, overdue items, pending decisions, and an energy check. Operates on…
Run a formal multi-perspective debate on one contested MEL/SRHR design decision: persona agents mapped to real specialist lenses research the call independently and blind, debate one round, then a decision-memo-shaped synthesis keeps agreements and genuine disagreements visible for Ane to decide on. Use when Ane…
Draft a structured decision memo for Ane. Use when the user asks for a "decision memo", "decision doc", "options paper", "recommendation brief", or equivalent. Produces a scannable document with context, options, recommendation, risks, and reversibility. Applies Ane's CLAUDE.md writing style automatically.
Score a written grant proposal against the donor's published award criteria (SCORE mode), or compare that scoring against the donor's own Evaluation Summary Report (CALIBRATE mode). Use when Ane asks how a donor would score an application, whether it passes the threshold, where points would be lost, or hands over a…
Conduct a rigorous rapid evidence assessment or systematic-lite literature review for MEL/SRHR questions. Use when Ane asks for "evidence review", "literature review", "evidence synthesis", "REA", "what does the evidence say", "what do we know about", or similar. Produces a structured brief with question framing…
Apply substantive quality and reliability grading to Ane's MEL/SRHR system (Ann/Vi/Li/Researcher team + wiki + harness + three-repo architecture): letter grades on 9 components and 10 dimensions plus OECD-DAC adapted criteria, three concrete risks, what an external evaluator would still want, and recommendations for…
A relentless one-question-at-a-time interview to stress-test a MEL/SRHR design before building it: a theory of change, evaluation design, indicator set, results framework, proposal angle, or learning question. Walks the MEL branches (assumptions tested vs untested, OECD-DAC criteria, output/outcome/impact…
Generate a post-award implementation / project-management pack (CERV first) from a proposal baseline: applies the awarded grant-agreement figures, then emits a six-tab branded ImplementationTracker.xlsx, a periodic technical-report scaffold, and a README. Use when Ane sets up project tracking after an award or runs…
Use when Ane types /improve-system, asks to "mine recent sessions", "what is the system getting wrong", "improvement loop", "trend the rejection rate" — or asks "where are my tokens going", "token audit", "why was that session expensive" (spend-audit mode) — or when the SessionStart maintenance nudge reports…
Design MEL/SRHR indicators to IPPF/UNFPA/UNAIDS publication standard. Use when Ane asks for "indicators", "KPIs", "results framework", "M&E indicators", "measurement framework", or equivalent. Enforces WHO (2010) WHO/RHR/10.12 standards plus Washington Group disaggregation, applies Tier 1/2/3 integrity markers…
Design MEL/SRHR data-collection instruments to IPPF/UNFPA publication standard: questionnaires, survey instruments, KII/IDI interview guides, focus group (FGD) guides, observation checklists, and topic guides, with disaggregation, consent, and care-referral for sensitive content built in by construction. Use when Ane…
Guide Ane through structured reflection at end of day, end of week, after a decision, or after new learning material, producing Obsidian-compatible markdown and writing to the vault journal when the path is reachable. Use on 'journal', 'reflect on today', 'weekly review', 'after-action review', or asks that reference…
Fast post-deliverable learning capture. Use when Ane types "/learned", or says "capture what I learned", "log a learning", "what did I learn from this", or wants a quick 4-line note after finishing a piece of work. Appends a dated entry to the running learning log in the Obsidian vault. The explicit-command sibling of…
Produce one of three learning-agenda output types: canonical federation agenda (v1), 1-page quarterly RAG dashboard (v2), or MA adaptation template (v3), operationalising the IPPF EN A+C hybrid locked 2026-05-10. Reuses verified citations from the wiki only; never fabricates sources; applies the IPPF Visual Identity…
Convert a Researcher Evidence Brief (one slug under literature-reviews/) into one of four learning products: MA-facing 2-page brief, workshop / CoP pack, regional learning brief, or donor / management talking-points memo. Reuses the brief's verified sources only; never fabricates citations; applies IPPF Visual…
Li — Knowledge Manager for Ane's library and MEL Wiki. Use when Ane needs to catalog, retrieve, or reorganize documents in the personal knowledge library, or query/maintain the MEL Wiki. Handles INGEST, QUERY, LINT, PROGRAMMES, and Obsidian vault-survey operations. Does not answer domain questions — retrieves and…
Produce and publish the next entry in Ane's personal AI Field Notes series on LinkedIn, end to end: topic proposal from the series ledger, a dictation interview, the article plus short post, the companion toolkit, then publication via claude-in-chrome after per-artifact approval. Runs on Ane's personal Wine & Slate…
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