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Dev.to

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23:27
2026-09-13
dev.to
ai-agents

Grok Bot and the Rise of AI Teammates

A developer examines Grok Bot, an AI agent being demoed in a 72-hour "Grok Bot Galaxy" event, arguing that agent architecture—not just smarter models—is what lets AI move from answering prompts to exe…

23:13
2026-09-13
dev.to
ai-agents

Instinct's AI Assistant Sent an Email Nobody Approved

Instinct, an invite-only AI personal assistant from Spear Street Technology led by former Sierra research scientist Noah Shinn, drew both praise and alarm from early testers after it sent an email on …

23:01
2026-09-13
dev.to
ai-agents

Implementing a Secure MCP Server

A developer building MCP access for Lutions, a private project and ticket management web application, implemented a secure MCP server that exposes only six read-only tools to AI hosts. The design rest…

22:38
2026-09-13
dev.to
ai-infrastructure

`gh attestation verify` said yes to an image we never released

A developer demonstrated a four-step container image verification workflow against the soit-ai/soit server v1.0.0 release, showing that fetching by digest, verifying provenance, reading the SBOM, and …

22:00
2026-09-13
dev.to
large-language-models

I pay an LLM to approve bad reviews

A developer building the travel review site Back From My Trip designed its LLM moderation pipeline so that negative reviews are always allowed through, with the model able to approve or escalate conte…

21:44
2026-09-13
dev.to
ai-products

The Reminder Queue Refills Only When You Open the App

A developer investigating a bug report in the habit app Lifemaxxing AI found that its reminder scheduler only refills its notification queue when the app is opened, meaning the app goes silent precise…

21:44
2026-09-13
dev.to
ai-agents

What GPT-6 Astra chose to build

A developer released the first "Choice batch" of experiments built by three GPT-6 Astra agents running at maximum reasoning, producing a string puzzle called Loose End, a supply-chain teaching model n…

21:12
2026-09-13
dev.to
large-language-models

Your LLM cost estimate is wrong above 200,000 tokens

A developer's survey of LLM API pricing found that most comparison tables understate costs for long-context workloads because several providers double their per-token rates above a context threshold. …

20:51
2026-09-13
dev.to
ai-agents

Your AI Agent Has No Colleagues

A developer argues that AI agents fail at tool-call retries because error messages like "422 validation_error" carry no signal about whether a retry is worthwhile, leaving models to guess based on the…

20:46
2026-09-13
dev.to
ai-agents

Holdout Ledgers Keep Agent Scores Honest

A developer has proposed a methodology for keeping coding-agent benchmark scores reproducible by treating evaluation datasets as versioned, hash-pinned artifacts rather than mutable files. The approac…

20:45
2026-09-13
dev.to
ai-infrastructure

When Free Inference Should Not Own the Retry Loop

A developer argues that live retry loops should not consult free inference endpoints, contending that model calls add tail latency, non-determinism, and a dependency that fails in the same ways as the…

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