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Cut AI Coding Agent Costs by 80%: 5 Proven Strategies
The average developer spends ~$180/month on AI coding agent API costs — and 70–87% of those tokens are pure waste…
Author: Frank
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AI Coding Agent Cost Optimization: Save 60–80%
Most AI coding agent overspend comes from invisible sources: ghost tokens, wrong model choices, and agentic sessions that spiral unchecked.…
10 min read
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How to Review AI-Generated Code: 6 Failure Modes
AI-generated code looks clean, passes tests, and gets merged — but the real danger is comprehension debt: code nobody on…
7 min read
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SERA: Fine-Tune an Open-Source Coding Agent for $1,300
SERA is Ai2's open-source coding agent that achieves 49.5% on SWE-bench Verified — and can be fine-tuned on your private…
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Eval-Driven Development for AI Agents: Practical Guide
Most teams building AI agents rely on manual spot-checks and reactive debugging — catching failures only after users report them.…
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AI Coding Agent Security: Lock Down Your Setup
Your AI coding agent trusts every file it reads — and attackers are counting on that. A March 2026 study…
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Quality Gates for AI-Generated Code: CI/CD Pipeline Guide
Quality gates for AI-generated code aren't optional — AI code ships 1.7x more defects per PR and technical debt spikes…
12 min read
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Production MCP Server: Auth, Errors & Deployment
Every MCP tutorial ends at 'npx mcp-server start' — this guide picks up where they stop. Learn how to build…
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Parallel AI Coding Agents: Claude Squad, Conductor & DIY
Most developers know parallel AI coding agents exist — but end up in merge hell, blown token budgets, and agent…
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Build an LLM Router in Python: Cut API Costs by 60%
Premium LLM models cost 60–300× more than budget alternatives — yet most teams send every request to the same model.…