Developer Ecosystem4 min read
The Modern Local LLM Stack: Running Quantized GGUF Models Locally with Ollama and llama.cpp
Local LLMsOllamallama.cpp
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Developer Ecosystem Articles
Showing 12 articles
Developer Ecosystem4 min read
Function Calling Architecture: How Modern LLMs Execute Tools Reliably
An engineering deep-dive into LLM tool-calling conventions: analyzing parameter schema validation, parallel tool execution, error self-correction loops, and security guardrails....
Function CallingTool UseAI Agents
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Developer Ecosystem4 min read
Guaranteed JSON Schema Compliance: Constrained Sampling in Production
How grammar-constrained decoding and finite state machines eliminate JSON parsing failures, syntax errors, and prompt retry loops in production AI pipelines....
Structured OutputsJSON SchemaOutlines
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Developer Ecosystem6 min read
Fine-Tuning vs In-Context Learning: LoRA Adapters vs Long-Context Prompts
A strategic decision framework for engineering teams deciding whether to fine-tune open models with LoRA/QLoRA adapters or leverage long-context in-context prompting and RAG pipelines....
Fine-TuningIn-Context LearningLoRA
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Developer Ecosystem4 min read
Advanced RAG Chunking: Semantic Splitting, Recursive Hierarchies, and Sentence Windowing
An architectural guide to advanced RAG text chunking: comparing fixed-character splits, recursive character boundaries, semantic similarity splitting, parent-child document hierarchies, and sliding sentence windows....
RAGChunkingEmbeddings
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Developer Ecosystem4 min read
Semantic Caching in Production: Slashing API Latency and Spend with Vector Similarity Caches
An engineering blueprint for production semantic caching: using vector embeddings, cosine distance thresholds, and Redis vector stores to intercept redundant LLM queries, slashing API latency from 2,000ms to 15ms while reducing inference costs by 40% to 70%....
Semantic CachingGPTCacheRedis
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Developer Ecosystem4 min read
Cursor Composer Architecture: Speculative Multi-File Editing in Modern IDEs
Inside Cursor Composer: how shadow workspaces, AST-aware semantic indexing, and speculative multi-file generation allow developers to refactor whole architectures in single prompts....
CursorComposerCoding AI
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Developer Ecosystem4 min read
Hybrid Search in Practice: Combining BM25 Sparse Inverted Indices with Dense Embeddings via RRF
An architectural guide to hybrid information retrieval: combining BM25 lexical inverted indices with dense vector embeddings using Reciprocal Rank Fusion (RRF) to eliminate semantic drift, resolve acronyms, and maximize RAG precision....
Hybrid SearchBM25Vector Search
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Developer Ecosystem4 min read
LLM Evaluation Frameworks: Automating Faithfulness, Answer Relevance, and Context Recall with Ragas
An architectural guide to automated evaluation for generative AI and RAG applications: using Ragas, DeepEval, and LLM-as-a-Judge methodologies to quantify Faithfulness, Answer Relevance, Context Recall, and Context Precision in continuous integration pipelines....
LLM EvaluationRagasDeepEval
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Developer Ecosystem4 min read
OpenAI Swarm and Lightweight Multi-Agent Orchestration: Patterns for Distributed Autonomy
An architectural analysis of OpenAI Swarm: examining how stateless client-side primitives, agent handoff routines, and native function calling replace bloated multi-agent frameworks with clean, auditable coordination patterns....
OpenAI SwarmMulti-Agent SystemsAgent Orchestration
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Developer Ecosystem4 min read
Real-Time Voice AI: WebRTC Audio Streaming, Voice Activity Detection (VAD), and Turn-Taking Protocols
Inside the low-latency engineering of conversational voice AI: analyzing WebRTC bidirectional audio streaming, Silero Voice Activity Detection, natural barge-in interruptions, and end-to-end latency budgets....
Voice AIWebRTCVAD
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Developer Ecosystem4 min read
The Critical Role of Rerankers: Benchmarking Cohere Rerank 3 and BGE-Reranker-Large in Enterprise Search
An architectural evaluation of Cross-Encoder rerankers in enterprise search and RAG: comparing Cohere Rerank 3 and BAAI BGE-Reranker-Large, analyzing bi-encoder compression loss, and structuring optimal two-stage retrieval funnels....
RerankersCohere RerankBGE
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