AI & ML

humaisali Skill

Train and fine-tune transformer language models using TRL (Transformers Reinforcement Learning). Supports SFT, DPO, GRPO, KTO, RLOO and Reward Model training via CLI commands.

humaisali Skill

Instrument browser/web apps with the Application Insights JavaScript SDK (@microsoft/applicationinsights-web). Use for Real User Monitoring (RUM) — page views, clicks, AJAX/fetch dependencies, exceptions, custom events, and browser-side GenAI agent traces correlated to backend...

humaisali Skill

Automate ConvertKit (Kit) tasks via Rube MCP (Composio): manage subscribers, tags, broadcasts, and broadcast stats. Always search tools first for current schemas.

humaisali Skill

Use when working with error debugging multi agent review

humaisali Bundle

Run evaluations for Hugging Face Hub models using inspect-ai and lighteval on local hardware. Use for backend selection, local GPU evals, and choosing between vLLM / Transformers / accelerate. Not for HF Jobs orchestration, model-card PRs, .eval_results publication, or community-evals...

humaisali Skill

Design spec with 98 rules for building CLI tools that AI agents can safely use. Covers structured JSON output, error handling, input contracts, safety guardrails, exit codes, and agent self-description.

humaisali Skill

Lightweight Google Docs integration with standalone OAuth authentication. No MCP server required.

humaisali Bundle

You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimizati

humaisali Skill

Diagnose and fix Claude in Chrome MCP extension connectivity issues. Use when mcp__claude-in-chrome__* tools fail, return "Browser extension is not connected", or behave erratically.

humaisali Skill

Automate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and handle invitations. Always search tools first for current schemas.

humaisali Skill

Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration. Use when improving agent performance, throughput, or reliability.

humaisali Skill

Manage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) with cron-friendly scheduling.

humaisali Skill

Reconstruct workflow behind a past coding-agent artifact using local ax sessions/commits/skills/tool traces. Use when asked how X was built.

humaisali Skill

This skill covers the principles for identifying tasks suited to LLM processing, designing effective project architectures, and iterating rapidly using agent-assisted development.

humaisali Skill

Optimizes AI agent performance by pruning redundant context, managing token usage, and enforcing ultra-concise, direct-to-value responses.

humaisali Skill

Adversarial code review that breaks the self-review monoculture. Use when you want a genuinely critical review of recent changes, before merging a PR, or when you suspect Claude is being too agreeable about code quality. Forces perspective shifts through hostile reviewer personas that catch blind spots the author's mental model shares with the reviewer.

humaisali Skill

This skill should be used when the user asks to "design multi-agent system", "implement supervisor pattern", "create swarm architecture", "coordinate multiple agents", or mentions multi-agent patterns, context isolation, agent handoffs, sub-agents, or parallel agent execution.

humaisali Skill

Expert guide for creating custom Odoo modules. Covers __manifest__.py, model inheritance, ORM patterns, and module structure best practices.

humaisali Skill

Use Ontoly's deterministic Software Graph, MCP server, and agent skills for architecture review, request tracing, impact analysis, and dependency analysis.

humaisali Skill

Before accepting an agent's 'done / shipped / fixed' claim, verify it against ground truth (git ancestry + the commit's own diff) using the DOS kernel's `dos verify` and `dos commit-audit` — never the agent's own narration.

humaisali Skill

Master the LangChain framework for building sophisticated LLM applications with agents, chains, memory, and tool integration.

humaisali Skill

Choose and create the right Neon branch type for testing and development. Use when users ask about Neon branching, migration testing with real data, isolated test environments, schema-only branch workflows for sensitive data, or branch creation via Neon CLI or Neon MCP. Triggers...

humaisali Skill

Plan, orchestrate, and adversarially verify parallel AI coding agents with a dynamic multi-agent workflow engine.

humaisali Skill

Conducts multi-axis code review. Use before merging any change. Use when reviewing code written by yourself, another agent, or a human. Use when you need to assess code quality across multiple dimensions before it enters the main branch.

humaisali Skill

Audit local AI coding-agent sessions with agenttrace for cost, tool failures, latency, anomalies, health, diffs, and CI gates.

humaisali Skill

Design patterns for building autonomous coding agents, inspired by [Cline](https://github.com/cline/cline) and [OpenAI Codex](https://github.com/openai/codex).

humaisali Skill

Create detailed 3-5 year financial model with revenue, costs, cash flow, and scenarios

humaisali Skill

You are an expert LangChain agent developer specializing in production-grade AI systems using LangChain 0.1+ and LangGraph.

humaisali Bundle

Run protected AAS maintainer sweeps, PR merge batches, canonical sync, Core preview checks, and scripted releases. Use for repository maintenance, main alignment, CLI/MCP/Workbench changes, or release work; not ordinary contribution tasks.

diegosouzapw Bundle

RAG Engineer workflow skill. Use this skill when the user needs Expert in building Retrieval-Augmented Generation systems. Masters and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

diegosouzapw Bundle

Scikit-learn workflow skill. Use this skill when the user needs Machine learning in Python with scikit-learn. Use for classification, regression, clustering, model evaluation, and ML pipelines and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

diegosouzapw Bundle

Skill Writer workflow skill. Use this skill when the user needs Create and improve agent skills following the Agent Skills specification. Use when asked to create, write, or update skills and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

diegosouzapw Bundle

Box Automation via Rube MCP workflow skill. Use this skill when the user needs Automate Box operations including file upload/download, content search, folder management, collaboration, metadata queries, and sign requests through Composio's Box toolkit and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

diegosouzapw Bundle

.NET Backend Agent - ASP.NET Core & Enterprise API Expert workflow skill. Use this skill when the user needs Build ASP.NET Core 8+ backend services with EF Core, auth, background jobs, and production API patterns and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

diegosouzapw Bundle

LLM Evaluation workflow skill. Use this skill when the user needs Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

diegosouzapw Bundle

MCP Server Development Guide workflow skill. Use this skill when the user needs building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK) and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.