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Strategic advisory for climate-tech founders on carbon markets, GHG accounting, climate regulation, and funding. Use when scoping a climate-tech idea or picking a category, or mentioning climate, carbon, GHG, ESG, IRA, DOE, or net-zero.

Keeps a local log of LinkedIn comments you left, records who replied, and reports follow-ups due, overdue, or dead. Use when logging a comment, checking which threads need an answer, or reviewing reply rates.

Interviews a person to surface what they actually have to say, and keeps the answers in a local story bank file that later LinkedIn drafts draw on. Use when someone has never posted, when drafts keep coming out generic, or when the story bank is thin or stale.

Triages a pasted LinkedIn comment section and drafts replies: which comments to answer, in what order, which to ignore. Use when answering comments on your own post, replying inside a thread, or clearing a backlog.

Audits and rewrites a LinkedIn profile from pasted text: headline, About, experience, skills, Featured, banner and photo. Use when reviewing a profile, fixing a headline or About, or preparing a profile before posting more.

Drafts LinkedIn posts from a brief: picks an angle and opening pattern the author's real material supports, structures the body, and gates the draft before it is pasted. Use when writing a post, choosing a hook, or checking a draft before publishing.

Audits and rewrites LinkedIn drafts to remove machine-sounding patterns: tiered tell catalogue, emoji-pattern scoring, rule explanations, and a voice fingerprint built from the author's own posts. Use when a draft reads generated, before publishing, or when an edit flattened someone's voice.

Extracts and classifies the opening-line pattern of LinkedIn posts the user pastes or saves, and turns each into a reusable slot template with cautions. Use when studying why an opening works, building a swipe file, or adapting a hook pattern without copying it.

Segments who reacted to and commented on a post from a CSV or JSON export, and says whether it reached the intended audience. Use when reviewing a post's engagers, checking audience fit, or building a baseline.

Designs and runs an employee advocacy programme: who posts what and how often, review rules, and what is never scripted. Use when getting a team posting, writing an advocacy policy, or fixing a programme that has stalled.

Turns something made for another channel (a thread, a video or talk transcript, a blog post, a newsletter) into a post that reads as native to LinkedIn, without changing what the source says. Use when existing material should become a LinkedIn post rather than writing one from a blank page.

Builds a weekly or monthly LinkedIn publishing plan from content pillars, a posting cadence and a format mix, with a founder-oriented pillar set as an alternative to the general one. Use when planning a week, a month or a launch period of posts rather than drafting a single post.

Drafts comments on other people's LinkedIn posts that add a specific the post lacked, then gates them offline. Use when commenting on a post, engaging with a prospect or peer, or checking a comment before pasting it.

Sales operations across CRM, analytics, territory planning, and compensation. Use when building pipeline reports, designing territories, setting quotas, creating comp plans, or auditing CRM data quality.

Sales execution across pipeline, discovery, demos, negotiation, and closing. Use when qualifying opportunities, running MEDDIC discovery, building account plans, handling objections, structuring proposals, or forecasting pipeline.

Literature review for academic and R&D research: search strategy, source assessment, synthesis, and citation management. Use when conducting a systematic literature review, building a bibliography, or preparing a research-grounded report.

Research budgeting and funding operations — study budget construction, cost per participant and per insight, burn against milestones, and portfolio prioritisation by decision value. Use when costing, tracking, or ranking research.

Market sizing and market structure work — TAM/SAM/SOM built top-down and bottom-up then reconciled, segmentation, demand triangulation, and survey design. Use when sizing a market, writing a sizing memo, or fielding a survey.

Clinical study operations — protocol structure, endpoint selection, eligibility design, sample-size and power planning, site feasibility, and documentation readiness. Use when planning, auditing, or costing a study.

SOC 2 Type I and Type II compliance management against the Trust Services Criteria. Use for SOC 2 readiness assessments, TSC gap analysis, audit evidence collection, infrastructure control validation, and CPA firm audit preparation.

Senior Regulatory Affairs Manager for HealthTech and MedTech. Use for regulatory strategy, FDA 510(k)/PMA/De Novo submissions, EU MDR CE marking, global market access, and regulatory intelligence.

ISO 13485 Quality Management System implementation and maintenance for medical device organizations. Provides QMS design, documentation control, internal auditing, CAPA management, and certification support.

Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech. Use for management reviews, quality objectives and KPIs, quality culture, and Notified Body / FDA inspection prep per ISO 13485 Clause 5.5.2.

Document control for medical device QMS, covering numbering, version control, change management, and 21 CFR Part 11 compliance. Use for document control procedures, change control workflows, and electronic signature compliance.

ISO 13485 internal audit expertise for medical device QMS. Use for audit planning and execution, nonconformity classification, CAPA verification, external audit preparation, or audit program management.

PCI DSS v4.0 payment card data security compliance, assessment, and implementation. Use for PCI DSS scoping, cardholder data environment (CDE) security, SAQ and ROC preparation, QSA engagement, tokenization, and merchant compliance.

NIST Cybersecurity Framework 2.0 implementation, assessment, and compliance management. Use for CSF 2.0 gap analysis, cybersecurity risk management, maturity assessment, CSF profiles, and cross-framework compliance mapping.

NIS2 Directive (EU 2022/2555) compliance for critical infrastructure entities, covering the 10 minimum security measures. Use for NIS2 compliance assessments, entity scope analysis, supply chain security, and incident reporting readiness.

EU MDR 2017/745 compliance specialist for medical device classification, technical documentation, clinical evidence, and post-market surveillance. Use for Annex VIII classification, GSPR, clinical evaluation, EUDAMED, and UDI.

ISO 42001 AI Management System (AIMS) compliance. Use for ISO 42001 readiness assessments, AI governance planning, AI impact assessments, Annex A control validation, responsible AI implementation, and AIMS certification preparation.

ISMS auditing for ISO 27001 compliance, control assessment, and certification support. Use for ISMS audit programs, internal/external ISO 27001 audits, ISO 27002 Annex A control testing, and Stage 1/Stage 2 certification audits.

Cross-framework infrastructure security audit across cloud, network, and CI/CD. Use for infrastructure and cloud security audits, security posture assessment, and validating technical controls for SOC 2, ISO 27001, and NIST CSF.

DORA (EU 2022/2554) digital operational resilience compliance for financial entities, covering all 5 pillars. Use for DORA readiness assessments, ICT risk management, incident classification, and third-party ICT oversight.

CCPA and CPRA California privacy compliance. Use for CCPA/CPRA readiness assessments, personal information data mapping, consumer rights handling, privacy policy review, opt-out mechanisms, and California privacy audits.

CAPA system management for medical device QMS, covering root cause analysis, corrective action planning, and effectiveness verification. Use for CAPA investigations, 5-Why and fishbone analysis, and corrective action tracking.

SOC 2 audit-prep playbook: the 4/8/12-week sprint to audit-ready for a Type I or Type II observation. Use when the audit is scheduled, when readiness assessment surfaced gaps and you need a sprint plan, or when evidence is missing or stale.

GDPR audit-prep playbook: sprint to prepare for a supervisory authority inquiry, DPA audit, or internal review. Use when an audit is scheduled, when readiness gaps surface, or when ROPA (Records of Processing Activities) needs completion.

FDA Quality System Regulation (21 CFR 820 / QMSR) audit-prep playbook for medical devices. Use when an FDA inspection is announced, when preparing for the new QMSR (2026), or when a 483 / Warning Letter response is needed.

Cross-framework compliance readiness orchestrator. Use when preparing for multi-framework certification (SOC 2 + ISO 27001 + NIST CSF), building a shared-evidence strategy, sequencing certifications, or mapping a control across frameworks.

ISO 42001 AI Management System (AIMS) audit-prep playbook. Use when an ISO 42001 certification audit is scheduled (Stage 1 or Stage 2), when a surveillance or internal AIMS audit is due, or when preparing an AI Impact Assessment (AIIA).

EU AI Act readiness assessment and sprint playbook. Use when preparing for the Aug 2026 high-risk AI system deadline, when a notified-body conformity assessment is scheduled, or when GPAI (general-purpose AI) obligations apply.

Build, evaluate, and stress-test a Business Model Canvas (Osterwalder) across all 9 blocks. Use when designing or refreshing a business model, auditing a canvas for gaps, exploring monetization, or aligning on the model's assumptions.

Data-driven sprint retrospectives from git history — velocity, cycle/lead time, contributor insights, and churn hotspots. Use to run a retrospective, analyze team velocity or throughput, or generate a retro report from commit history.

Program management for multi-project coordination, portfolio governance, dependency tracking, benefits realization, charters, and steering-committee reporting. Use to stand up or run a program and escalate program status.

Generate weekly executive status updates from Jira/Linear data exports. Produces a structured "highlights / blockers / risks / asks / what's next" briefing in markdown, Confluence, Notion, Linear, JSON, or Mermaid.

Cross-team dependency tracking with critical path analysis and Mermaid dependency graphs for program coordination.

Flow metrics analyzer (lead time, cycle time, throughput, WIP, aging WIP) for sprint and team health, with cumulative flow diagrams.

Inbound customer-feedback triage system. Categorize, deduplicate, score, and respond to feature requests from support, sales, NPS, in-app feedback, and exec asks (Kano + Cagan). Feeds clean signal into prioritization-frameworks.

Backlog refinement playbook covering INVEST quality, vertical story splitting, Definition of Ready, and Definition of Done -- with a Python scorer that grades each story against INVEST and emits a ready/not-ready verdict.

Run delivery when AI coding and ops agents take tickets. Use when setting agent delegation policy, writing agent-ready tickets, planning review capacity, measuring agent vs human delivery, or rolling agents out safely.

Design and analyze activation funnels (AARRR / AAARRR Pirate Metrics) with conversion + drop-off math, bottleneck detection, and Mermaid funnel diagrams. Includes a stdlib Python tool that emits all 6 shared PM output formats.

Customer interview synthesis: raw transcripts to themed insights, an opportunity solution tree, and follow-up questions (Teresa Torres continuous discovery). Use for post-interview synthesis, opportunity mapping, and evidence gap analysis.

Assumption mapping expert that identifies, categorizes, and prioritizes product assumptions across 4-8 risk categories using devil's advocate analysis.

Product ideation expert using Product Trio approach and Opportunity Solution Trees for both new and existing products.

Experiment design expert using pretotyping and lean validation for both new product concepts and existing product features.

Idea to AI-generated prototype to customer validation to engineering handoff. Use when deciding prototype vs spec, choosing fidelity, briefing AI prototyping tools, testing with users, or handing a prototype to engineering.

Expert delivery management for release planning, deployment strategy, incident response, change management, SLA/error-budget tracking, and DORA metrics across continuous delivery pipelines.

Use when completing tasks, implementing major features, or before merging to verify work meets requirements

Best practices and domain knowledge for building videos programmatically with Remotion (videos in React/TypeScript, rendered to MP4). Use whenever writing or editing Remotion code — scaffolding a video project, animating with interpolate/spring over useCurrentFrame(), sequencing scenes and transitions, captions/subtitles, audio, GIFs/Lottie/3D, charts, visual effects, dynamic duration via calculateMetadata, or rendering. Consult before reaching for a Remotion API, since its components and props evolve (e.g. @remotion/media).

Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation