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Dev.to

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06:15
2026-09-24
dev.to
ai-agents

How Many LLM Agents Does It Take to Screw In a Lightbulb?

A developer argues that stacking fallible LLM agents into reviewer, verifier, coordinator and supervisor roles produces "distributed misunderstanding" rather than reliability, since each added agent i…

05:54
2026-09-24
dev.to
ai-agents

Your AI agent has more permissions than your users

A developer built hallpass, a self-hosted authorization service that checks whether a specific user is permitted to perform an action in systems like Jira before an AI agent's tool call executes. Rath…

05:52
2026-09-24
dev.to
ai-agents

Your tests share your blind spots. Readers don't.

A developer building Infrawise, an MCP server that gives coding agents context about live infrastructure, disclosed that a name-matching linker shipped with a green test suite for 82 days while carryi…

05:27
2026-09-24
dev.to
ai-safety

The Cleaner vs Data Leaks: Sanitizing LLM Context

A developer has released avantGate, an open-source in-process security layer that sanitizes LLM context before it reaches external model providers. The tool masks PII such as emails, IBANs, and EU NIR…

04:06
2026-09-24
dev.to
ai-agents

Termai - Created a Simple AI agent in Bash

A developer built Termai, a terminal-based AI assistant written entirely in Bash and jq, with no Python or Node dependencies. The agent chats with an LLM and can search the web, check the weather, fet…

03:50
2026-09-24
dev.to
large-language-models

Claude Opus 5.5: 40% cheaper, frontier-grade performance

Anthropic released Claude Opus 5.5, cutting cache-read pricing from $0.50 to $0.20 per million tokens (a 60% reduction) while matching Fable 5.1 benchmark parity at 40% lower cost and 30% faster outpu…

03:44
2026-09-24
dev.to
ai-agents

Agentic AI vs AI Agents: Orchestration Beats a Lone Worker

A developer's controlled comparison of two candidate planner models for an agentic publishing pipeline found Gemini 3.8 Flash (High) and Claude Opus 4.6 (Thinking) both scored 17 of 17 on machine-chec…

03:16
2026-09-24
dev.to
ai-agents

Stop Letting AI Code Your GUI Before It Draws It

A developer recommends having AI coding agents render GUI plans as ASCII art before writing any code, arguing that text descriptions of layouts lead to mismatched expectations. In a real example from …

02:56
2026-09-24
dev.to
ai-agents

Jev vs LLMs: Why AI Agents May Need a Decision Layer

TypeSafe AI introduced Jev in September 2026, a "System One" model designed to output typed decisions — Choice, Score, and Noul — rather than open-ended generated text, positioning it as a decision la…

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