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How unlearning fixes mode collapse in synthetic survey replies
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AI agents can quickly become expensive without a clear strategy for planning, skill coverage, and…
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Latest
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Apply coding agents to your domain in a safe manner
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The real challenge in building reliable AI
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Deploying a Multistage Multimodal Recommender System on Amazon Elastic Kubernetes Service
Machine LearningA practical walkthrough of building and deploying a multistage, multimodal recommender system on Amazon EKS,…
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The syntax and semantics of mathematics
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Why production LLM systems need live web search to overcome knowledge cutoffs and stale training…
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Proxy-Pointer RAG: Solving Entity and Relationship Sprawl in Large Knowledge Graphs
LLM ApplicationsA scalable semantic localization layer for entity and relationship reconciliation
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The production trade-offs that only appear once your model is live.
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Why MCP servers keep losing to CLIs once the agent gets a terminal
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95% of enterprise AI pilots fail to launch. Why?
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Editor’s Picks
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Learn how to make your Claude Code improve over time
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A practical comparison between rule-based PDF extraction using pytesseract and an LLM-based approach with Ollama…
13 min read -
I spent a weekend trying to convince a language model it was C-3PO. Here’s what…
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A 4.5-hour journey from idea to working fitness app with LLM agents
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How ML can change for rare events
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From tokenisation to evaluation : how modern language models actually work in practice
31 min read -
The end of model-centric thinking in data science
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How hook implementation gives Claude Code, Codex, and Cursor persistent memory via Neo4j, without locking…
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The architecture behind a portable knowledge layer and the automation that keeps it alive.
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The Variable Newsletter
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Authors can now benefit from updated earning tiers and a higher article cap
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Sorting through the good, bad, and ambiguous aspects of vibe coding
4 min read
Deep Dives
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LLM Evals Are Based on Vibes — I Built the Missing Layer That Decides What Ships
Large Language ModelMost LLM evaluation systems rely on vague scoring and human judgment disguised as metrics. I…
24 min read -
Exactly how does it differ from ReAct, CodeAct, Self-Loops, and Subagents?
33 min read -
A practical guide to categorization in credit scoring
26 min read -
The Counterintuitive Networking Decisions Behind OpenAI’s 131,000-GPU Training Fabric
Artificial IntelligenceA critical analysis of MRC’s three counterintuitive design decisions, the networking mathematics that make them…
22 min read -
What happened when I migrated a 10K+ line project into an AI-native workflow
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Building an Evaluation Harness for Production AI Agents: A 12-Metric Framework From 100+ Deployments
Agentic AIA 12-metric evaluation framework for production AI agents — covering retrieval, generation, agent behavior, and…
19 min read