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AI Engineering

75 articles in this category (Page 2 of 4)

AI NewsAI EngineeringFintech

Architecting Explainable AI Agents for Financial Compliance Monitoring

Learn how to build a compliance AI architecture that replaces vague risk scores with auditor-ready reasoning to meet FINRA and FCA requirements.

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AI NewsAI EngineeringSoftware Development

Implementing RAG: Solving LLM Hallucinations with Retrieval Augmented Generation

RAG eliminates LLM hallucinations by grounding generation in private knowledge bases using a chunk-embed-retrieve pipeline.

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AI NewsAI EngineeringSoftware Development

Implementing State-Based AI Workflows with LangGraph Templates

Explore 5 reusable LangGraph agent templates for implementing state-based workflows, including RAG, multi-tool loops, and human-in-the-loop systems.

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AI NewsAI EngineeringSoftware Architecture

The Six Levels of MCP Server Maturity: Moving Beyond API Wrapping

Most production MCP servers are stuck at Level 1 or 2, failing to provide the domain context necessary for effective agent reasoning.

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AI NewsAI EngineeringCloud Infrastructure

Google Managed Agents API: Transitioning AI Agents to Serverless Compute

Google's Managed Agents API reduces agent infrastructure setup from three weeks of plumbing to eleven lines of code.

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AI NewsSoftware ArchitectureAI Engineering

Solving AI Agent Ambiguity with Domain-Driven Design's Ubiquitous Language

AI coding agents amplify vocabulary ambiguity, leading to semantic mismatches that can result in critical production incidents.

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AI NewsAI EngineeringLarge Language Models

DeepSeek-V3: Scaling 671B MoE Models with FP8 Precision and R1 Distillation

DeepSeek-V3 achieves GPT-4o level performance with a 671B parameter MoE architecture activating only 37B parameters per token.

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AI NewsOpen SourceAI Engineering

Agentic OS: A 7-Layer Open-Source Architecture for Multi-Agent Coordination

Mihir N Modi releases Agentic OS, an MIT-licensed 7-layer framework that coordinates specialized AI agents with built-in memory and zero-cost tier support.

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AI NewsCybersecurityAI Engineering

Securing AI Agents: Lessons from a 40-Minute AWS Credential Leak

An AI agent leaked hardcoded AWS keys to a public GitHub repository, resulting in a 40-minute exposure window before automated scanners detected the breach.

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AI NewsAI EngineeringPrompt Engineering

Benchmarking XML Delimiters in LLM Prompts: When Structure Becomes Token Waste

Claude Sonnet 4.5 testing shows XML delimiters on 150-token prompts increase token overhead by 31% with no accuracy gain, suggesting flat prose for short tasks.

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AI NewsAI EngineeringPlatform Engineering

Engineering Reliable AI Agents: Why Programmatic Tests Must Replace Prompt-Only Control Flow

Michael Tuszynski argues that reliable AI agents require programmatic tests over prompts to prevent failures like PocketOS's database loss.

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AI NewsSecurityAI Engineering

Securing AI Agents with Ephemeral, Task-Scoped Credentials

AI agents live for 2 minutes but credentials last 60, a 30x mismatch. Task-scoped brokers close this attack surface by issuing short-lived, ephemeral identities.

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AI NewsDevOpsAI Engineering

Preventing AI Agent Configuration Drift with Agent Contract Testing

Ramanpreet Singh released a Python-based CI tool to enforce YAML-defined access control lists and tool permissions for AI coding agents.

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AI NewsAI EngineeringDevOps

Scaling 20 Autonomous AI Agents on a €4.57/Month Infrastructure

Developer Vilius successfully deployed 20 autonomous AI agents for just €4.57/month using a Hetzner CX23 VPS and a 10-pattern methodology for resilience and memory.

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AI NewsAI EngineeringDevOps

Monitoring Autonomous AI Agents with Pilot Protocol

Learn how to monitor ephemeral AI agents in production using Pilot Protocol's native diagnostics and decentralized pub/sub alerting.

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AI NewsAI EngineeringDevOps

Beyond Scripting: Hardening AI Agents with Polymorphic Harnesses

Developer Dwelvin Morgan identifies 965 linting violations and technical debt as hidden reasoning bottlenecks in AI agent architecture.

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AI NewsSoftware DevelopmentAI Engineering

Building Modular Multi-Agent Systems with LangGraph4j and Spring AI Skills

LangGraph4j 1.9 introduces skilled sub-agents as executable tools to reduce context window costs and improve modularity in Java-based LLM architectures.

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AI NewsSecurityAI Engineering

Why AI Agents Need Runtime Governance for Enterprise Security

Model alignment fails to secure AI agents; true enterprise safety requires a runtime policy layer to govern dynamic tool calls and data retrieval.

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AI NewsAI EngineeringSoftware Development

GPT-5.4 Rebuilds OpenClaw Stack After Anthropic Restricts Third-Party Harnesses

Following Anthropic's April 2026 restriction on third-party harnesses, developers are migrating OpenClaw to GPT-5.4 to bypass overactive abuse classifiers and billing instability.

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AI NewsAI EngineeringSoftware Development

From Content Creation to Autonomous Action: The Shift to Agentic AI

Agentic AI systems transition from reactive content generation to proactive goal execution, enabling autonomous workflows across APIs and databases with high autonomy.

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AI NewsAI EngineeringWeb Development

Building Browser-Local AI: A Next.js Architecture with WebLLM and Web Workers

Engineer Kumaravelu Saraboji Mahalingam develops a browser-native AI assistant using WebLLM and ONNX Runtime to perform local inference, reducing server costs and privacy risks.

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AI NewsAI EngineeringDevOps

Managed vs. Self-Hosted Claude Agents: Analyzing the $0.08/Hour Pricing Crossover

Anthropic's Claude Managed Agents cost $0.08/session-hour, making self-hosting up to 70% cheaper for teams running more than three persistent agents.

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AI NewsDevOpsAI Engineering

Self-Hosted AI Infrastructure: The 2026 Guide to Cost-Zero Token Operations

Transitioning to self-hosted AI reduces operational costs by 17x, with DeepSeek V3.2 outperforming Claude Sonnet 4.6 at $0.00024 per request.

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AI NewsAI EngineeringSoftware Development

Constraints in AI Coding: Why "Don't" is the Most Critical Prompt Signal

Eugene Zharkov's analysis of 767 AI agent sessions reveals that 60% of web development tasks require manual corrections due to over-application.

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