AI & ML

sboghossian-mini-claude-for-legal Skill

Use when a legal department or law firm needs to build a quarterly or annual legal budget forecast. Produces a template with categories for external counsel fees, litigation costs, compliance, technology, staffing, and contingency, with variance tracking and year-over-year comparison columns. Applicable to in-house legal teams managing budgets across MENA, EU, and global operations.

sboghossian-mini-claude-for-legal Skill

Use when a SaaS company needs to draft terms of service governing customer access to its platform. Covers account setup, acceptable use, service levels, data ownership, subscription and billing, limitation of liability, dispute resolution, and termination. Especially relevant for MENA-facing SaaS platforms that must navigate UAE e-commerce law, DIFC/ADGM contract law, consumer protection requirements, and data protection obligations, as well as the interplay between clickwrap enforceability across civil-law and common-law jurisdictions.

sboghossian-mini-claude-for-legal Skill

Use when assessing whether a lawyer's use of an AI tool complies with the professional duty of client confidentiality under ABA Model Rule 1.6 and its analogs in MENA and European bar codes. Covers the four main confidentiality risks of AI tool use (data transmission, training data, data residency, cross-tenant isolation), required technical and contractual safeguards, PII-redaction obligations, and jurisdiction-specific MENA data-residency requirements for KSA, UAE, and Lebanon clients.

sboghossian-mini-claude-for-legal Skill

Use when a lawyer, law student, or legal professional wants a structured self-paced curriculum to develop practical legal AI proficiency. Delivers a 12-week program covering AI fundamentals, prompt engineering for lawyers, document workflows, citation hygiene, clause libraries, jurisdiction navigation, professional ethics, and AI-disclosure obligations. Calibrated to MENA practitioners but applicable globally. Triggers on requests for training plans, AI upskilling curricula, or structured legal-tech learning paths.

autohandai-community-skills Bundle

LP, MILP, and QP (beta) with cuOpt — C API only. Use when the user is embedding LP, MILP, or QP in C/C++.

autohandai-community-skills Bundle

Recommend and customize Megatron Bridge recipes for a user's model, GPU count, and training goal. Indexes library recipes (pretrain/SFT/PEFT) and performance recipes.

autohandai-community-skills Bundle

ONLY for OpenAI Triton (@triton.jit) kernel development. NEVER use for CUDA C++ kernels, TileIR, or profiling tools (ncu, nsys). The user's request must involve Triton explicitly. Covers Triton-specific patterns: fused elementwise, reductions (softmax, LayerNorm, RMSNorm), tiled GEMM with triton.autotune, and flash attention. Workflow: design, write, verify (with fast-path for explicit requests).

jmagly-ai-writing-guide Skill

Query and manage the executable feedback debug memory

jmagly-ai-writing-guide Skill

Attach to a running agent loop's live output stream

jmagly-ai-writing-guide Skill

View and configure agent loop settings — show, set, reset, and apply named presets

jmagly-ai-writing-guide Skill

Manage Al semantic memory entries — list, query, and clear lessons learned across loop iterations

jmagly-ai-writing-guide Skill

Resume an interrupted agent loop from last checkpoint

jmagly-ai-writing-guide Skill

Check status of current or previous agent loop

jmagly-ai-writing-guide Skill

Entity-profile graph edges + embedding similarity for a research corpus — profile→REF edges (first-class adjacency, reconciled against the citation graph) and text-embedding researcher similarity + collaboration link-prediction. Completes the

sboghossian-mini-claude-for-legal Skill

Internal architectural principle establishing that Louis uses frontier foundation models plus a structured skill library and retrieval augmentation — not fine-tuned models — to deliver legal AI quality. Use when reasoning about skill design, model selection, quality assurance, or why capabilities are built as skills rather than trained weights.

sboghossian-mini-claude-for-legal Skill

Use when drafting an application for a preliminary or permanent injunction in court litigation — addressing the four-factor test of likelihood of success on the merits, irreparable harm, balance of hardships, and public interest. Applicable for civil courts in UAE (onshore and DIFC/ADGM), Lebanon, Egypt, KSA, UK, EU, and US. Distinct from the emergency arbitrator application skill which is for arbitral interim relief. Trigger when a client needs a court order to restrain a party from taking an action or to compel performance before a full trial.

sboghossian-mini-claude-for-legal Skill

Use when drafting an insider trading policy for a listed or pre-IPO company — covering the definition of material non-public information (MNPI), trading blackout periods, pre-clearance requirements, trading plan procedures, tipping prohibitions, and consequences of violations. Applicable for companies listed on UAE markets (DFM, ADX), Saudi Exchange (Tadawul), Lebanon Stock Exchange, Egyptian Exchange, London Stock Exchange, and US markets. Trigger when a company's board or legal counsel needs to establish or update its securities trading compliance policy.

sboghossian-mini-claude-for-legal Skill

Use when drafting a litigation hold notice to be issued to employees, contractors, and third parties instructing them to preserve documents and data related to anticipated or actual litigation, arbitration, or regulatory investigation. Covers preservation scope, explanation of obligations, prohibited conduct, and escalation contacts. Applicable across common-law and civil-law jurisdictions with MENA-specific notes.

sboghossian-mini-claude-for-legal Skill

Use when preparing a per-matter legal budget for a specific litigation, arbitration, transaction, or regulatory matter. Produces a template with phase/task breakdowns, estimated hours by timekeeper level, disbursements, contingency, key assumptions, and alignment with LEDES/UTBMS billing codes. Applicable to outside counsel preparing client budgets and in-house teams evaluating external counsel proposals.

sboghossian-mini-claude-for-legal Skill

Use when counsel or a tribunal secretary needs to draft Procedural Order No. 1 (or subsequent orders) for an arbitration. Covers timetable, document production, witness statements, expert reports, hearing logistics, and confidentiality. Applicable to institutional arbitrations under ICC, LCIA, DIAC, ADCCAC, CRCICA, SIAC, and UNCITRAL rules, with MENA seat considerations for UAE, DIFC, ADGM, Saudi Arabia, Lebanon, and Egypt.

sboghossian-mini-claude-for-legal Skill

Use when drafting a full shareholders' agreement for a company with multiple shareholders, covering board composition, reserved matters, share transfer restrictions (ROFR, tag-along, drag-along), dividend policy, deadlock resolution, and exit mechanisms. Builds on the key terms agreed in prompt-pack-shareholder-agreement-key-terms into a full legal instrument. MENA-specific guidance addresses UAE onshore LLC, DIFC, ADGM, and KSA company law requirements, notarization needs, and enforceability of transfer and governance provisions.

sboghossian-mini-claude-for-legal Skill

Use when a business needs to generate Terms of Service, an Acceptable Use Policy, and (for e-commerce) a Refund Policy and DMCA notice procedure through a guided form — specifying business type, account model, payment model, user-generated content presence, jurisdiction, and disclaimer requirements. Free lead-generation tool outputting DOCX and PDF; nudges users to upgrade for negotiated terms with enterprise customers or additional customization.

jmagly-ai-writing-guide Skill

Generate a human-readable manifest for an AIWG skill chain — agent assignments, requires/ensures contracts, data flow, and parallelization opportunities.

jmagly-ai-writing-guide Skill

View and manage agent loop reflections and episodic memory

sboghossian-mini-claude-for-legal Skill

Use when ingesting legal content, skills, or document templates originally authored inside the Lawvable VS Code extension into the Louis/mini-claude-for-legal data model. Handles mapping of Lawvable's proprietary document-builder schema into standard SKILL.md and draft formats, with config-driven field mapping and a mandatory dry-run preview before any write. Relevant any time a legal practitioner wishes to migrate Lawvable-built clause libraries, templates, or playbooks into the open-source skill ecosystem.

sboghossian-mini-claude-for-legal Skill

Use when drafting a buy-now-pay-later (BNPL) platform agreement between a BNPL provider and a merchant, covering integration requirements, payment terms, merchant fees, customer credit assessment, default handling, returns and refunds, and consumer credit regulation compliance. FinTech/payments practice area with MENA-specific attention to consumer credit licensing (UAE, KSA, EG) and Sharia-compliant BNPL structures.

sboghossian-mini-claude-for-legal Skill

Use when drafting the charter (terms of reference) for a board committee — Audit, Remuneration/Compensation, Nomination/Governance, or Risk — covering purpose, composition, independence standards, duties, meeting requirements, reporting obligations, and authority to retain advisors. Corporate governance practice area; covers MENA-listed company governance codes (UAE SCA, KSA CMA, DIFC Companies Law) and international standards.

sboghossian-mini-claude-for-legal Skill

Use when a party to arbitration needs to draft a formal challenge to an arbitrator based on conflicts of interest, lack of impartiality, or lack of independence. Covers ICC, LCIA, DIAC, ADGM, SIAC, and UNCITRAL rules; addresses the IBA Guidelines on Conflicts of Interest; and flags MENA-specific considerations including challenge procedures under UAE, DIFC, KSA, and Lebanon arbitration law.

sboghossian-mini-claude-for-legal Skill

Use when drafting an employee privacy notice (also called a workforce privacy notice or HR privacy policy) explaining what personal data the employer collects from employees, the purposes and legal bases for processing, retention periods, employee data rights, workplace monitoring practices, and international transfers. Applicable across MENA (UAE PDPL, KSA PDPL, LB draft data protection law), EU (GDPR), UK (UK GDPR), and other jurisdictions. Trigger when a company is onboarding employees or when an existing notice needs updating following a regulatory change.

sboghossian-mini-claude-for-legal Skill

Use when drafting an employment offer letter for a specific position under a particular jurisdiction's employment law. Covers start date, compensation package, benefits, reporting structure, employment type (at-will, fixed-term, or indefinite), confidentiality obligations, and conditions of employment. Applicable across MENA (UAE, KSA, LB, EG, DIFC, ADGM) and internationally. Trigger when an employer is extending a formal offer to a new hire and needs a legally compliant offer letter that will not inadvertently create greater contractual obligations than intended.

sboghossian-mini-claude-for-legal Skill

Use when preparing a strategy memo for enforcing a domestic or foreign judgment or arbitral award against a judgment debtor. Covers available enforcement mechanisms (attachment of assets, garnishment, property seizure), asset location strategies, domestication requirements for cross-border enforcement, and priority among enforcement steps. Critical for MENA enforcement (UAE, KSA, LB, EG) where foreign judgment enforcement has specific statutory requirements and practical challenges. Trigger when a client has obtained a judgment or award and needs to convert it into recovery.

sboghossian-mini-claude-for-legal Skill

Use when a user needs to draft an IP assignment agreement transferring ownership of patents, trademarks, copyrights, or trade secrets from an assignor to an assignee. Covers consideration, ownership representations, further assurances, and recordation obligations. Applies across MENA and international jurisdictions with guidance on civil-law notarization and registration requirements.

jmagly-ai-writing-guide Skill

Run evaluation tests against a multi-agent workflow to assess orchestration quality and failure archetype resistance

jmagly-ai-writing-guide Skill

Production prompt engineering — write, iterate, and refine prompts with built-in eval loop feedback

jmagly-ai-writing-guide Skill

Triage research-corpus artifacts for LLM residue, placeholder/template markers, unresolved citation markers, non-final experiment language, and submission risks. Per-REF scoring → pass / review / quarantine. Conservative — flags for human review, does not decide misconduct. Runs via `aiwg corpus integrity-scan`.

jmagly-ai-writing-guide Skill

Tastefully invite users to star AIWG after a successful workflow.