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Tips, tutorials, and perspectives from the tekko.id team about the digital and technology world.
Fine-Tuning Phi-3 with Unsloth: A Guide to SLM Optimization
Discover how to leverage Unsloth and QLoRA to fine-tune Microsoft’s Phi-3, transforming a Small Language Model into a high-performance, domain-specific automation tool.
Edge-Side LLM Inference: Running Local Models with WebLLM and WebGPU
Discover how to deploy powerful LLMs directly to the browser. Learn to use WebLLM and WebGPU for cost-effective, private, and high-performance edge inference.
Deterministic AI Testing: Quantifying LLM Regression in CI/CD
Stop relying on 'vibe checks' for your AI features. Learn how to implement automated LLM regression testing using Promptfoo and GitHub Actions.
Verifiable AI: Implementing zkML with EZKL for Regulated Systems
Learn how to use Zero-Knowledge Proofs and EZKL to prove model integrity and compliance in highly regulated industries like finance and healthcare.
Carbon-Aware Scheduling: Using Kubernetes and the GSF SDK
Learn how to reduce your cloud's carbon footprint by dynamically scheduling non-urgent Kubernetes workloads using the Carbon-Aware SDK.
Continuous Profiling for Go: eBPF, Pyroscope, and OpenTelemetry
Learn how to identify production CPU hotspots in Go microservices using OpenTelemetry, eBPF, and Pyroscope for low-overhead, continuous observability.
Mastering EDD: Building Resilient RAG Systems with Arize Phoenix and Giskard
Learn how to replace manual 'vibes-based' testing with Evaluation-Driven Development (EDD) using Arize Phoenix and Giskard to eliminate RAG hallucinations and ensure production-grade reliability.
Local-First Apps with Electric SQL and PGLite: A Technical Guide
Learn how to build reactive, offline-capable applications by bringing the full power of PostgreSQL to the browser using Electric SQL and PGLite.
Building Custom MCP Servers: Connect AI Agents to Your Dev Stack
Learn how to implement the Model Context Protocol (MCP) to bridge the gap between AI models and your internal development tools, databases, and APIs.