Cut code review time & bugs in half Instantly.
Reviews for AI-powered teams who move fast (but don’t break things) ↗
amnadtaowsoam skills
Find 435 skills from 1 repo created by amnadtaowsoam on GitHub.
Sponsored
anti-bloat-checklist
amnadtaowsoam/cerebraskills
1
This skill helps reduce token waste by applying an anti-bloat checklist to prompts, context, and responses for clearer communication.
line-platform-integration
amnadtaowsoam/cerebraskills
1
This skill helps you integrate AI-powered LINE chatbots for Thai users, enabling rich menus, fast responses, and actionable analytics.
matchmaking
amnadtaowsoam/cerebraskills
1
This skill helps optimize matchmaking by balancing players using ELO/Glicko, latency-aware, party matching, and balanced teams.
data-lineage
amnadtaowsoam/cerebraskills
1
This skill helps you trace data from source to destination automatically, enabling impact analysis, troubleshooting, and compliance through
lint-format-typecheck
amnadtaowsoam/cerebraskills
1
This skill helps you enforce code quality by linting, formatting, and type checking across Python projects, reducing errors and improving consistency.
offline-vs-online-eval
amnadtaowsoam/cerebraskills
1
This skill guides offline and online evaluation strategies, bridging metrics from development to production for reliable model improvements.
rollout-and-kill-switch
amnadtaowsoam/cerebraskills
1
This skill guides safe agent deployment through canaries, feature flags, and kill switches, enabling rapid rollouts with automated rollback safeguards.
summarization-rules-evidence-first
amnadtaowsoam/cerebraskills
1
This skill generates concise evidence-first summaries by presenting data before conclusions to boost credibility and readability.
chaos-engineering-iot
amnadtaowsoam/cerebraskills
1
This skill helps you test and harden IoT resilience by orchestrating controlled failures across devices, networks, and cloud services.
edge-ai-development-workflow
amnadtaowsoam/cerebraskills
1
This skill helps you architect and automate edge AI workflows from data collection to deployment, ensuring scalable, reliable edge deployments.
cross-functional-leadership
amnadtaowsoam/cerebraskills
1
This skill helps align diverse teams and drive product outcomes through effective collaboration and strategic execution across functions.
enterprise-sales-alignment
amnadtaowsoam/cerebraskills
1
This skill helps align product capabilities with enterprise sales requirements to accelerate deals and win large accounts.
promptpay-integration
amnadtaowsoam/cerebraskills
1
This skill helps you implement PromptPay QR code payments in Thailand, supporting static and dynamic codes for instant, bank-wide transactions.
thai-sms-providers
amnadtaowsoam/cerebraskills
1
This skill helps you integrate Thai SMS providers for OTP, notifications, and marketing by simplifying provider usage and retry handling.
data-preprocessing
amnadtaowsoam/cerebraskills
1
This skill guides data preprocessing for ML workflows, covering cleaning, feature engineering, scaling, encoding, and pipeline creation to improve model
runbooks
amnadtaowsoam/cerebraskills
1
This skill helps teams design and operate scalable runbooks with templates, testing, and automation to reduce incidents and improve operational efficiency.
incident-triage
amnadtaowsoam/cerebraskills
1
This skill helps you perform rapid incident triage by classifying severity, gathering critical info, and guiding initial response.
tech-stack-selection
amnadtaowsoam/cerebraskills
1
This skill guides choosing boring, maintainable technologies based on problem fit, team capability, and long-term viability to reduce technical debt.
proposal-sow-delivery
amnadtaowsoam/cerebraskills
1
This skill guides proposal, SOW, and delivery management to improve win rates, control scope, and deliver profitable client projects.
prompt-library-minimal
amnadtaowsoam/cerebraskills
1
This skill helps you craft minimal, cost-efficient prompts for coding tasks, speeding responses while maintaining quality.
image-preprocessing
amnadtaowsoam/cerebraskills
1
This skill guides image preprocessing for OCR and computer vision, enabling cleaner input and higher accuracy through OpenCV and Python.
event-contract-generator
amnadtaowsoam/cerebraskills
1
This skill generates consistent event contracts including schemas, types, validators, and documentation to ensure producers and consumers share a common format.
concurrency-and-throughput
amnadtaowsoam/cerebraskills
1
This skill helps you optimize concurrency and throughput in Python apps by guiding worker pools, queues, and scaling strategies for high-performance systems.
feature-store-implementation
amnadtaowsoam/cerebraskills
1
This skill helps implement enterprise-grade feature stores to ensure consistent training and serving features, reducing duplication and improving model
game-analytics
amnadtaowsoam/cerebraskills
1
This skill helps you implement and interpret player behavior metrics, funnels, and retention analyses to drive data-driven game improvements.
conversion-optimization
amnadtaowsoam/cerebraskills
1
This skill helps you optimize conversion rates through data-driven experiments, user insights, and iterative testing across touchpoints.
pair-programming
amnadtaowsoam/cerebraskills
1
This skill helps you boost code quality and knowledge sharing by pairing driver and navigator roles to write better Python together.
live-chat
amnadtaowsoam/cerebraskills
1
This skill helps you implement real-time live chat with WebSocket-powered messaging, agent assignment, and chat history to boost support responsiveness.
payment-gateways
amnadtaowsoam/cerebraskills
1
This skill helps you securely integrate multiple payment gateways such as Stripe and PayPal, handle webhooks, refunds, and PCI compliance.
ai-observability
amnadtaowsoam/cerebraskills
1
This skill helps you implement production AI/ML observability, track metrics, drift, and tracing to optimize reliability and cost.
fastify-rest-api
amnadtaowsoam/cerebraskills
1
This skill helps you design high-performance Fastify REST APIs with schema validation, TS support, and robust error handling to improve DX and scalability.
llm-token-optimization
amnadtaowsoam/cerebraskills
1
This skill helps you optimize LLM token usage and costs by applying pricing, routing, caching, and monitoring strategies from the main cost optimization skill.
redis-caching
amnadtaowsoam/cerebraskills
1
This skill guides Redis caching patterns and best practices, enabling you to implement efficient cache strategies, TTL, naming, and invalidation across apps.
multi-cloud-patterns
amnadtaowsoam/cerebraskills
1
This skill helps design and implement multi-cloud patterns to reduce vendor lock-in and optimize resilience across providers.
data-visualization
amnadtaowsoam/cerebraskills
1
This skill helps you create clear and accurate data visualizations by applying Tufte and Few principles to charts and dashboards.
canary-deployment
amnadtaowsoam/cerebraskills
1
This skill guides you through implementing canary deployment to minimize risk by gradually rolling out changes and enabling fast rollbacks.
marketing-automation
amnadtaowsoam/cerebraskills
1
This skill helps automate marketing workflows, segment users, and trigger personalized campaigns at scale, improving engagement and measurability.
app-distribution
amnadtaowsoam/cerebraskills
1
This skill helps you manage mobile app distribution and deployment, guiding submission, testing, and release processes for iOS and Android.
nft-integration
amnadtaowsoam/cerebraskills
1
This skill helps you implement NFT Minting, metadata handling, and marketplace integration using ERC-721 and ERC-1155 standards.
escalation-paths
amnadtaowsoam/cerebraskills
1
This skill defines clear escalation procedures and paths to engage the right expertise quickly during incidents.
model-bias-fairness
amnadtaowsoam/cerebraskills
1
This skill helps you identify, measure, and mitigate algorithmic bias to ensure fair, equitable AI outcomes across groups.
cost-observability
amnadtaowsoam/cerebraskills
1
This skill helps you monitor cloud spending and attribute costs to teams, enabling proactive optimization and financial accountability.
code-review-standards
amnadtaowsoam/cerebraskills
1
This skill helps teams conduct effective code reviews by applying standardized checklists, reviewer roles, and actionable feedback to improve quality.
ocr-paddleocr
amnadtaowsoam/cerebraskills
1
This skill enables multi-language text recognition, table extraction, and layout analysis using PaddleOCR, streamlining document processing for diverse sources.
security-scan-policy
amnadtaowsoam/cerebraskills
1
This skill ensures automated security scanning in CI/CD by enforcing dependency audits, SAST, and secret detection before deployment.
hybrid-pricing-strategy
amnadtaowsoam/cerebraskills
1
This skill helps design hybrid pricing strategies blending subscription, usage, and one-time fees to maximize revenue and customer satisfaction.
api-first-product-strategy
amnadtaowsoam/cerebraskills
1
This skill guides API-first product strategy to boost developer experience, enable seamless integrations, and accelerate platform growth across ecosystems.
embedding-models
amnadtaowsoam/cerebraskills
1
This skill helps you compare and implement text embedding models for semantic search, classification, and clustering with practical guidance.
express-rest
amnadtaowsoam/cerebraskills
1
This skill helps you design robust Express.js REST APIs by applying middleware, routing, validation, and production-ready patterns.
data-contracts
amnadtaowsoam/cerebraskills
1
This skill helps you implement and enforce data contracts between producers and consumers, ensuring schema, quality, and SLA for reliable data.
animation
amnadtaowsoam/cerebraskills
1
This skill helps you implement performant, accessible React animations using Framer Motion, GSAP, and React Spring with best practices.
prompt-engineering
amnadtaowsoam/cerebraskills
1
This skill helps you craft effective prompts for LLMs, guiding zero-shot, few-shot, CoT, and ReAct strategies to improve outputs.
vector-search
amnadtaowsoam/cerebraskills
1
This skill helps you implement and optimize vector search techniques using HNSW, IVF, and flat indexes with FAISS in Python.
cryptocurrency-payment
amnadtaowsoam/cerebraskills
1
This skill helps you implement cryptocurrency payments across direct wallets and processors, providing secure, configurable transaction monitoring and
feature-engineering
amnadtaowsoam/cerebraskills
1
This skill helps you engineer meaningful numerical, categorical, text, and time-based features to boost model performance and interpretability.
dbt-patterns
amnadtaowsoam/cerebraskills
1
This skill provides a practical guide to dbt patterns, modeling layers, tests, and production workflows for reliable analytics transformations.
mtls-pki-management
amnadtaowsoam/cerebraskills
1
This skill automates enterprise mTLS PKI management, including certificate issuance, renewal, revocation, and trust store maintenance across millions of
form-handling
amnadtaowsoam/cerebraskills
1
This skill helps you build type-safe, validated React forms using React Hook Form and Zod for reliable state management and robust validation.
multi-step-forms
amnadtaowsoam/cerebraskills
1
This skill helps you design robust multi-step forms with wizard patterns, per-step validation, and auto-save to boost completion rates and UX.
nextjs-patterns
amnadtaowsoam/cerebraskills
1
This skill helps you master Next.js 14+ App Router features like Server Components, Streaming, and Server Actions to build fast, scalable apps.
cache-invalidation
amnadtaowsoam/cerebraskills
1
This skill helps you implement robust cache invalidation strategies across TTL, event-driven, write-through, and tag-based patterns to improve data freshness.
database-migrations
amnadtaowsoam/cerebraskills
1
This skill helps you design and execute reliable database migrations, supporting schema and data changes with zerodowntime patterns.
document-parsing
amnadtaowsoam/cerebraskills
1
This skill helps you parse and extract structured data from documents like invoices and forms using template, rule-based, or ML approaches.
mongodb-patterns
amnadtaowsoam/cerebraskills
1
This skill helps you design scalable MongoDB schemas, optimize queries, and apply best practices for performance and maintainability.
yolo-integration
amnadtaowsoam/cerebraskills
1
This skill helps you integrate YOLO models with Ultralytics for fast object detection, training, inference, and deployment across apps.
load-balancing
amnadtaowsoam/cerebraskills
1
This skill guides you through load balancing strategies to improve availability, performance, and resilience across architectures.
rag-implementation
amnadtaowsoam/cerebraskills
1
This skill guides you through building Retrieval-Augmented Generation pipelines with LangChain, enabling efficient document processing, embedding, and semantic
audit-trails-for-agents
amnadtaowsoam/cerebraskills
1
This skill helps you implement auditable trails for AI agents, enabling debugging, compliance, and observability across inputs, reasoning, tools, and outputs.
performance-regression-gates
amnadtaowsoam/cerebraskills
1
This skill helps prevent performance regression by enforcing bundle size, API response, and load-time thresholds across CI.
multi-cloud-iot
amnadtaowsoam/cerebraskills
1
This skill helps design and optimize multi-cloud IoT infrastructures for redundancy, compliance, and cost efficiency across providers.
competitive-intelligence
amnadtaowsoam/cerebraskills
1
This skill helps you gather and analyze competitor insights to uncover threats, opportunities, and strategic actions for market advantage.
problem-framing
amnadtaowsoam/cerebraskills
1
This skill helps you detect vague requirements, pause for clarifications, and restate problems to ensure mutual understanding before implementation.
risk-assessment
amnadtaowsoam/cerebraskills
1
This skill helps teams identify, analyze, and mitigate risks in software projects to reduce incidents and improve system reliability.
system-thinking
amnadtaowsoam/cerebraskills
1
This skill helps you apply holistic systems thinking to map interconnections, identify leverage points, and predict impacts for durable, low-risk decisions.
db-query-optimization
amnadtaowsoam/cerebraskills
1
This skill helps you optimize database queries by analyzing EXPLAIN plans, applying indexing strategies, and eliminating N+1 queries for faster reads.
offline-mode
amnadtaowsoam/cerebraskills
1
This skill helps you design offline-first mobile apps by implementing local storage, data synchronization, conflict resolution, and resilient caching.
database-transactions
amnadtaowsoam/cerebraskills
1
This skill helps you understand and implement database transactions, ACID properties, isolation levels, locking, and savepoints in Python applications.
supabase-patterns
amnadtaowsoam/cerebraskills
1
This skill helps you architect Supabase applications with secure authentication, real-time data, and scalable storage using best practices.
pytorch-deployment
amnadtaowsoam/cerebraskills
1
This skill guides deploying PyTorch models to production, covering export formats, optimization, and scalable serving patterns.
connection-pooling
amnadtaowsoam/cerebraskills
1
This skill helps you implement and optimize a Python database connection pool for faster, scalable, and reliable data access.
cross-team-interfaces
amnadtaowsoam/cerebraskills
1
This skill helps teams design and enforce clear cross-team interfaces including APIs, data contracts, and governance to enable parallel development.
pdf-processing
amnadtaowsoam/cerebraskills
1
This skill helps you process, extract, and manipulate PDFs in Python using popular libraries for reading, converting, and table extraction.
definition-of-done
amnadtaowsoam/cerebraskills
1
This skill defines universal and task-type specific DoD criteria to ensure quality, consistency, and verifiability across all work.
refactoring-strategies
amnadtaowsoam/cerebraskills
1
This skill helps you apply safe refactoring patterns like Strangler Fig and Parallel Change to modernize Python code without breaking production.
technical-writing
amnadtaowsoam/cerebraskills
1
This skill helps you craft clear, actionable technical documents for Python projects using best practices, templates, and automated review workflows.
database-optimization
amnadtaowsoam/cerebraskills
1
This skill helps optimize database performance through query analysis, indexing strategies, caching, and maintenance to accelerate data access.
vulnerability-management
amnadtaowsoam/cerebraskills
1
This skill helps you manage the full vulnerability lifecycle from discovery to reporting, enabling automated scanning, prioritization, remediation, and
currency-timezone
amnadtaowsoam/cerebraskills
1
This skill helps you manage currency conversion, formatting, and timezone display for global users, ensuring correct local prices and times.
rollback-strategies
amnadtaowsoam/cerebraskills
1
This skill helps you design and implement robust rollback strategies across deployments, databases, and traffic routing to minimize downtime.
llm-integration
amnadtaowsoam/cerebraskills
1
This skill helps you integrate multiple LLM providers with a unified interface, streaming, retry, and cost-aware patterns for robust Python apps.
contentful-integration
amnadtaowsoam/cerebraskills
1
This skill helps you integrate Contentful with Next.js apps, covering setup, content modeling, API access, previews, and efficient delivery.
real-time-dashboard
amnadtaowsoam/cerebraskills
1
This skill helps you build real-time dashboards with WebSocket or SSE, offering architecture, streaming, state management, and React patterns for live data.
event-sourcing
amnadtaowsoam/cerebraskills
1
This skill implements event sourcing in Python, enabling auditable state history, time travel, and rebuildable read models for robust apps.
bulkhead-patterns
amnadtaowsoam/cerebraskills
1
This skill helps you implement and reason about bulkhead patterns to isolate resources and prevent cascading failures in distributed systems.
funnel-analysis
amnadtaowsoam/cerebraskills
1
This skill helps you analyze funnels to identify drop-offs and optimize conversion across steps with actionable insights and visualizations.
failure-modes
amnadtaowsoam/cerebraskills
1
This skill guides you through identifying and mitigating failure modes in distributed systems to improve resilience and reliability.
deprecation-policy
amnadtaowsoam/cerebraskills
1
This skill helps you design and communicate graceful deprecation plans with timelines, migrations, and user-focused replacements.
secure-coding
amnadtaowsoam/cerebraskills
1
This skill helps you implement secure coding practices from the start, reducing vulnerabilities by enforcing input validation, proper error handling, and