Reshape AI Academy & Accelerated Courses
Curated, modular educational pathways designed to upskill technical teams and curious builders in modern engineering, automation, and applied AI.
IT Foundations & Infrastructure
Core system administration, modern networking architectures, containerization with Docker, and cloud security principles.
Applied AI & LLM Engineering
Prompt engineering, RAG pipelines, fine-tuning neural models, and building production-grade autonomous agentic workflows.
Workflow Automation Systems
Designing resilient webhook consumers, automated ETL pipelines, webhook choreography, and error-handling microservices.
Modern Digital Business
Conversion rate optimization, data-driven customer funnels, enterprise positioning, and tech startup economics.
Complete Track Curriculums
Detailed module breakdowns, lesson objectives, and real-world engineering capstones for all four technical pathways.
IT Foundations & Enterprise Infrastructure
Foundational systems engineering, Linux kernel mechanics, networking topology, and zero-trust security.
1 Linux Systems & POSIX Environments
Filesystem hierarchies, permissions (chmod/chown), process lifecycle (systemd), IPC, shell scripting, and storage management (LVM, ZFS).
2 Modern TCP/IP & Edge Networking
OSI reference models, subnetting, BGP/OSPF routing, DNS architecture, TLS 1.3 handshake negotiation, reverse proxies (Nginx, Caddy), and HTTP/3.
3 Containerization & Orchestration
Docker container runtimes, multi-stage image minimization, rootless containers, bridge networking, Docker Compose, and Kubernetes pod abstractions.
4 Zero-Trust Security & Observability
SSH key infrastructure, firewall configuration (UFW/iptables), rate limiting, automated patch pipelines, Prometheus metrics, and Grafana alerting.
Applied AI & LLM Engineering
Building production neural applications, structured prompt engineering, vector retrieval, and autonomous agents.
1 Neural Architectures & Attention
Transformer self-attention mathematics, tokenization mechanics (BPE/WordPiece), context window dynamics, and latent space geometries.
2 Production RAG Systems
Vector database indexing (Qdrant, pgvector), dense embeddings, semantic chunking strategies, hybrid BM25 search, and cross-encoder re-ranking.
3 Autonomous Agent Orchestration
Tool calling schemas, multi-agent communication protocols, self-healing reflection loops, and deterministic goal convergence.
4 Multilingual & Kurdish NLP
Sorani/Badini token normalization, Arabic character disambiguation, localized phonetic speech synthesis, and dialect translation.
5 Fine-Tuning & Quantization
Parameter-efficient fine-tuning (LoRA, QLoRA), instruction alignment (DPO/RLHF), model quantization (GGUF/AWQ), and edge inference.
6 AI Safety & Evaluation
Jailbreak defenses, hallucination evaluation harnesses, output validation with Pydantic/Zod, and strict latency profiling.
Workflow Automation Systems
Designing resilient webhook consumers, automated ETL pipelines, distributed queueing, and microservices.
1 Webhook Ingestion & Verification
HMAC signature verification, replay attack prevention, exponential backoff retries, dead-letter queues, and idempotency keys.
2 Event-Driven Architecture
Publish-subscribe message brokers (Redis Streams, RabbitMQ), message deduplication, at-least-once delivery, and state machine transitions.
3 Automated ETL Pipelines
Batch data transformation, stream processing, schema validation, database upserts, and change-data-capture (CDC) triggers.
4 API Integration Choreography
Connecting ERPs, CRM databases (HubSpot, Salesforce), SMS/WhatsApp business gateways, and automated document generation.
5 Disaster Recovery & Auditing
Failover strategies, immutable audit trails, reconciliation cron scripts, error telemetry, and zero-loss recovery runs.
Modern Digital Business & Product Engineering
Data-driven growth, conversion funnel optimization, technology startup economics, and agile delivery.
1 Technical Product Discovery
User interview frameworks, technical feasibility validation, MVP scoping, clickable wireframing, and continuous customer feedback loops.
2 Conversion Funnels & Technical SEO
Core Web Vitals tuning, structured data implementation, semantic content graphs, landing page A/B testing, and user analytics.
3 Startup Economics & Pricing Models
SaaS unit economics, customer acquisition cost (CAC), lifetime value (LTV), tiered subscription modeling, and enterprise contract terms.
4 Agile Engineering Delivery
CI/CD pipelines, automated testing gates, feature flagging, semantic versioning, code reviews, and developer productivity metrics.
Frequently Asked Questions
Everything you need to know about Reshape Academy courses, certifications, and enrollment.
Are Reshape Academy courses completely free of charge? expand_more
Yes, 100%. Reshape Academy is dedicated to uplifting the technical talent across Kurdistan, Iraq, and the broader region. All self-paced courses, guides, and downloadable code templates are provided completely free with zero hidden paywalls.
Do I receive a certificate upon course completion? expand_more
Yes. Students who complete track projects and submit code repositories for verification receive a digital Certificate of Completion issued by Reshape Engineering with verifiable cryptographic credentials.
What prerequisites are needed before starting? expand_more
Track 01 (IT Foundations) requires only basic computer literacy. Track 02 (Applied AI) and Track 03 (Automation) benefit from familiarity with Python, JavaScript, or general programming fundamentals.