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AI Engineering

75 articles in this category (Page 3 of 4)

AI NewsAI EngineeringFinTech

Building Real-Time Financial AI Agents with MCP and Claude

Integrate Anthropic's Claude with EODHD financial APIs using the Model Context Protocol (MCP) to provide live stock data and eliminate hallucinations in AI financial products.

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AI NewsFinOpsAI Engineering

Optimizing Multi-Provider AI API Costs: Real-Time Tracking and Routing Strategies

Implement real-time AI cost attribution across providers like OpenAI and Anthropic to prevent unexpected monthly bills that can exceed $15,000.

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AI NewsAI EngineeringSoftware Development

Moving Beyond AI Success Theatre: Engineering Lessons from Sprint 7

ORCHESTRATE pivots to honest engineering retrospectives after a 34% sprint velocity miss and technical debt in their 118-service AI-managed platform.

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AI NewsAI EngineeringDevOps

Solving Three Critical AI Agent Failures Traditional Monitoring Misses

Learn how AI agents bypass standard monitoring, leading to $50 API credit spikes in 40 minutes and silent OOM failures.

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AI NewsDevOpsAI Engineering

Detect LLM Cost Spikes with Statistical Anomaly Detection APIs

Identify 400% LLM cost spikes using Z-score and IQR algorithms via a single API call to prevent silent billing explosions.

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AI NewsDevOpsAI Engineering

Forensic AI Agents: Accelerating Sprints Through Non-Coding Codebase Audits

ORCHESTRATE utilized a non-coding forensic AI agent to identify a database split-brain error, unblocking 15 endpoints across 8 feature areas before development.

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AI NewsAI EngineeringSoftware Architecture

Engineering Signal-Based AI Routing: Anatomy of PRISM Forge's 28-Persona Engine

Drakko Tarkin details the four-layer routing engine powering 28 AI personas in PRISM Forge, revealing three architectural failures encountered during development.

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AI NewsDevOpsAI Engineering

Self-Hosting for Production: 750-Page Guide and 100x Faster AI Agent Sandboxing

Production self-hosting enters a new phase with a 750-page manual and Cloudflare's Dynamic Workers, which achieve 100x faster AI agent sandboxing.

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AI NewsAI EngineeringSystem Design

AI Agent Architecture: Engineering Systems That Think, Plan, and Act

Architectural deep dive into AI agents using ReAct loops and memory systems, featuring strategies to prevent $1,000+ API cost explosions.

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AI NewsAI EngineeringWeb Development

Enhancing AI Agents with Real-Time Web Data Extraction

Reduce LLM token costs by over 80% by replacing raw HTML fetches with structured JSON parsing for real-time AI web browsing.

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AI NewsObservabilityAI Engineering

OpenTelemetry Standardizes LLM Tracing: Implementation Guide for GenAI Semantic Conventions

OpenTelemetry's new GenAI Semantic Conventions eliminate vendor lock-in by standardizing span naming and attributes for LLM calls across backends like Jaeger and Arize Phoenix.

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AI NewsSoftware DevelopmentAI Engineering

Build Your First MCP Server in 10 Minutes with TypeScript

Learn to build a Model Context Protocol server with TypeScript and Zod to expose custom tools to AI assistants in just 30 lines of code.

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AI NewsAI EngineeringDevOps

I Built a 35-Agent AI Coding Swarm That Runs Overnight

Engineer Mathew Dostal deployed a 35-agent AI swarm that completed 6,500+ coding runs and generated 124 PRs in a single session.

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AI NewsmacOS DevelopmentAI Engineering

Engineering a macOS AI Agent: Lessons from Building Fazm with ScreenCaptureKit and Swift

Engineers developed Fazm, a macOS AI agent using ScreenCaptureKit and Accessibility APIs, achieving low-latency local execution by bypassing fragile vision-based OCR.

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AI NewsDevOpsAI Engineering

Deploying OpenClaw AI Agents on Bare Metal: A Hetzner VPS Guide

Deploy OpenClaw on Hetzner Ubuntu arm64 by resolving systemd user service errors and configuring ACPX runtimes for autonomous operations.

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AI NewsAI EngineeringDevOps

Harness Engineering: Why Scaffolding Outperforms AI Models in 2026

The same AI model scored 78% on a coding benchmark with a proper harness versus 42% without, proving scaffolding matters more than the model.

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AI NewsAI EngineeringSoftware Testing

Testing AI Agents: A Framework for Preventing Production Failures

OpenAI's Operator made an unauthorized $31.43 purchase in 2025, highlighting why AI agents require behavioral testing beyond simple output evaluations.

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AI NewsAI EngineeringDevOps

Automating LLM Drift Detection to Prevent Production Silent Failures

DriftWatch monitors LLM endpoints hourly to detect behavioral shifts, preventing silent failures like the GPT-4o drift reported in February 2025.

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AI NewsAI EngineeringDevOps

Bridge the Prototype-to-Production Gap for Reliable AI Agents

AI agents often fail in production due to stale context and missing escalation rules despite passing initial manual testing phases.

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AI NewsAI EngineeringSoftware Development

Tiered Context Loading: Reduce AI Agent Token Costs by 76%

Implement tiered context loading to cut AI agent token overhead by 60-80% and reduce monthly Sonnet costs from $198 to $48.

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AI NewsAI EngineeringDevOps

Implementing Agentic Governance: Why Observability Is Not Control in AI Production

Agentic governance provides real-time enforcement of policies to prevent autonomous AI agents from exceeding budgets or leaking PII in production environments.

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AI NewsAI EngineeringCloud Computing

Tracking AI Agent Costs with MCP: Introducing Agent Budget Guard

Water Woods launched Agent Budget Guard to monitor AI spending after a 260-call test resulted in $9.42 in daily API costs.

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AI NewsAI EngineeringSoftware Architecture

Multi-Model AI Agent Architecture: Optimizing Cost and Performance

Reduce AI agent operation costs by up to 50% using a multi-model architecture that routes tasks to optimal models like GPT-4.1-mini and Claude Sonnet 4.6.

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AI NewsAI EngineeringSoftware Development

Hydra Framework: Slashing Claude Code Costs by 50% with Agentic Specialization

Hydra optimizes Claude Code with 7 specialized agents, reducing API costs by 50% and boosting speed 3x through task-level speculative decoding.

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