DevOps & Infra

amey-thakur Skill

Cut cloud spend with tagging, rightsizing, commitment mix, and egress awareness, without breaking reliability. Use when the cloud bill needs reducing or a cost-review practice needs standing up.

amey-thakur Skill

Build disaster recovery around RTO/RPO tiers, verified backups, and drills that prove the numbers. Use when writing a DR plan or testing whether the existing one actually works.

amey-thakur Skill

Match data to object, block, or file storage tiers by access pattern, consistency, and cost per operation. Use when choosing cloud storage for a workload or auditing storage spend and latency.

amey-thakur Skill

Deploy with two swappable environments for instant cutover and rollback, handling database compatibility. Use when zero-downtime releases matter or designing a low-risk deploy mechanism.

amey-thakur Skill

Harden the build pipeline by pinning what runs, generating provenance, and signing artifacts so tampering shows. Use when securing a CI/CD workflow, setting up artifact signing, or reviewing how releases are built and shipped.

amey-thakur Skill

Operate as an ML engineer who takes a research model to reliable production behind eval gates and keeps it healthy across its lifecycle. Use when asked to productionize a model, build a training or serving pipeline, or set promotion criteria.

amey-thakur Skill

Build small, fast, secure container images with layer caching, multi-stage builds, and a minimal base policy. Use when images are bloated, slow to build, or failing security scans.

amey-thakur Skill

Split documents into retrieval units that preserve meaning, so a retrieved chunk answers the question rather than trailing off mid-thought. Use when building or fixing a retrieval pipeline whose results are technically relevant but useless.

amey-thakur Skill

Operate as a data engineer who ships pipelines to a freshness SLA, enforces schema contracts at the source, and owns data quality end to end. Use when building or reviewing a pipeline, warehouse table, or ingestion path that other teams will trust.

komunite Skill

Design and document a ci cd pipeline with structured process, quality checks, and system integration

amey-thakur Skill

Build CI/CD pipelines that are fast, trustworthy, and safe to deploy from. Use when creating or fixing continuous integration, delivery workflows, or release automation.

amey-thakur Skill

Structure cloud IAM with role-based access, short-lived credentials, and permission boundaries that hold at scale. Use when designing cloud access control or cleaning up accumulated permissions.

amey-thakur Skill

Define the short, stable suite of critical-path checks that runs after every deploy and blocks promotion the instant it fails. Use when a deploy has no fast gate and breakage is found by users instead of the pipeline.

amey-thakur Skill

Migrate workloads to the cloud with honest 6R triage, dependency mapping, and rehearsed cutovers with rollback. Use when planning a datacenter exit or moving systems between clouds.

amey-thakur Skill

Lay out VPCs, subnets, private connectivity, and DNS so services reach each other privately and the internet only on purpose. Use when designing cloud network topology or debugging cross-service connectivity.

amey-thakur Skill

Write container images and compose setups that are small, reproducible, and safe to run. Use when writing Dockerfiles, docker-compose files, or debugging container behavior.

amey-thakur Skill

Write PowerShell that leans on the object pipeline, handles errors deliberately, and runs cross-platform where needed. Use when automating Windows or writing pwsh scripts for mixed fleets.

amey-thakur Skill

Deploy models on NVIDIA Triton with a valid model repository, ensemble pipelines, and concurrent execution tuned to keep the GPU saturated. Use when serving one or more models through Triton and configuring layout, dynamic batching, instance groups, or a preprocess-plus-inference pipeline.

amey-thakur Skill

Run a data team as agents that build the pipeline, gate on quality checks, run the analysis, and independently audit every headline metric. Use when you want a number produced by a coordinated agent team rather than one agent's unverified query.

amey-thakur Skill

Judge a canary release against a concurrent baseline using pre-set metric gates, automatic rollback, and statistically honest windows. Use when a deploy is rolling out to a slice of production traffic and you must decide pass, hold, or revert.

amey-thakur Skill

Deploy an LLM on vLLM with continuous batching, deliberate VRAM planning, and multi-model hosting that never overcommits the card. Use when serving on vLLM and deciding memory fraction, context length, tensor parallel size, and how many models share a GPU.

amey-thakur Skill

Operate as a cloud architect who lays the landing zone, governs cost, and sequences migration for an organization. Use when asked to stand up a cloud foundation, put guardrails and cost controls in place, or plan how workloads move to the cloud.

amey-thakur Skill

Operate as a DevOps engineer who owns the delivery pipeline, keeps environments identical, and makes every deploy reversible. Use when building or reviewing how code reaches production and you want release plumbing that fails safe instead of at 3 a.m.

amey-thakur Skill

Express organisational rules as automated checks in the pipeline rather than as documents people are meant to follow. Use when standards exist on paper and are inconsistently applied.

amey-thakur Skill

Automate asset import, atlasing, compression, and hot reload so content flows from tools to game without hand steps. Use when building content pipelines or fixing bloated builds and stale assets.

amey-thakur Skill

Split services along business capabilities with clear data ownership, avoiding the distributed monolith. Use when decomposing a system into services or diagnosing services that must always deploy together.

prism-shadow Skill

Use this skill for ApexCloud Retention Operations tasks that ask for structured JSON from account, metrics, support, NPS, billing, A/R aging, opportunities, HR, events, or churn export data. Trigger it whenever the prompt asks for renewal risk queues, retention action boards, QBR metrics packets, receivables and pipeline operations reviews, churn validation, or any controlled-enum customer-success operations output.

prism-shadow Skill

Use this skill whenever a task asks for ApexCloud CRM, ApexCloud Retention Operations API, renewal risk, retention action boards, QBR metrics packets, receivables and pipeline reviews, or churn export validation. It guides API collection, source precedence, controlled labels, ranking, precision, and JSON-only output for ApexCloud customer success and retention analytics.

prism-shadow Skill

Use for ApexCloud CRM retention analytics tasks that call the ApexCloud Retention Operations API and must return strict JSON for renewal risk queues, QBR metrics packets, receivables and pipeline reviews, churn validation/ranking, or high-touch retention action boards. Captures reusable endpoint usage, source-of-truth choices, data hygiene rules, controlled enum mappings, policy-code conventions, and output formatting pitfalls.

prism-shadow Skill

Build ApexCloud CRM retention analytics outputs from the ApexCloud Retention Operations API and strict JSON answer templates. Use for tasks involving renewal risk queues, QBR metrics packets, receivables and pipeline operations reviews, churn model validation, candidate outreach ranking, high-touch retention action boards, or any ApexCloud CRM retention workflow requiring controlled labels, policy codes, deterministic rounding, and JSON-only output.

komunite Skill

Design and document a pipeline stage definitions with structured process, quality checks, and system integration

komunite Skill

Design and document a ai content pipeline with structured process, quality checks, and system integration

komunite Skill

Create a kubernetes deployment with structured process, quality checks, and system integration

tomevault-io Bundle

Kubernetes cluster operator for the Marshian Galaxy home lab. Use when managing workloads, namespaces, node operations, Cilium networking, or kubectl/helm workflows on the k8s0–k8s4 cluster. Use when this capability is needed.

amey-thakur Skill

Build data pipelines that rerun safely, backfill cleanly, and tolerate late data. Use when designing batch or streaming pipelines or fixing ones that need manual babysitting.

amey-thakur Skill

Run translation as a pipeline with catalogs, context, review, and continuous updates rather than a one-off handoff. Use when shipping in multiple languages on an ongoing release cadence.