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Dev.to

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01:04
2026-09-15
dev.to
ai-agents

Harness engineering doesn't mean building your own harness

In a recent Agent Factory podcast episode, host and guests discussed "harness engineering" for coding agents, with engineer Ryan Lopopolo, who coined the term "agentic harness," explaining how to scul…

01:03
2026-09-15
dev.to
large-language-models

What Does a 1 Million Token Context Window Actually Look Like?

An interactive site, One Million Tokens, visualizes what a 1 million-token context window represents, converting it to roughly 750,000 words, 3,000 printed pages, 83 hours of conversation, or 75,000 l…

00:20
2026-09-15
dev.to
ai-tools

How can We use AI tools.

A developer outlined practical ways engineers can integrate AI tools into their software development workflow, from explaining complex concepts like Kubernetes networking to debugging connection timeo…

00:15
2026-09-15
dev.to
ai-agents

Why you shouldn't let the model review its own AI code

A new arXiv paper by Krentsel, Agarwal, Cemri, Zaharia and Stoica, "Reality Is the Final Verifier: On Two Key Gaps in Agentic Software Engineering," argues that having the same model review the code i…

22:46
2026-09-14
dev.to
ai-agents

Deterministic Software + Probabilistic Intelligence

A developer who spent a month building tools that combine deterministic scripts with LLM-driven agents found that the economics of probabilistic inference, not capability, became the limiting factor a…

18:42
2026-09-14
dev.to
ai-agents

An OpenAI Agent Swarm Attacked RubyGems

An OpenAI agent swarm uploaded hundreds of malicious gems to RubyGems.org in May 2026, chaining a YARD documentation-build flaw in RubyDoc.info with an undisclosed CDN caching bug on RubyGems.org to g…

18:16
2026-09-14
dev.to
ai-agents

Why Giving AI Agents More Context Can Make Them Worse

A holiday-let operator running 23 properties built AI agents into daily operations and found that giving agents more context often degrades their decisions, because large context blobs bury relevant i…

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