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  • HIVE Day 8: What We're Building

    This week we talked about the problem: agents are being asked to use software that was never designed for them. So here's what we're building. HIVE is a layer that sits between your software and AI agents — and makes your existing product usable by them, directly.

    Dev.to AI1 min read
  • Let Claude Code write your team's prompt pack

    Every team says the same few things to its coding agents: run the checks this way, follow these conventions, don't touch that without asking. A prompt pack puts those sentences in one file. This post shows one written by Claude Code from a real repository, start to finish, and what I did with it.

    Dev.to AI7 min read
  • What happens when an LLM loop runs away: the guardrail pattern

    Nobody budgets for the runaway loop. Every AI SaaS has a line item for "expected LLM spend" and nobody has a line item for "the Friday night a bug turned our agent into a money printer." I've seen the second one. Here's the pattern that prevents it.

    Dev.to AI5 min read
  • TrialMatch: Why Precision Matters When Lives Are on the Line

    This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content What I Built A few months ago, a friend’s aunt was diagnosed with advanced non-small cell lung cancer. First-line platinum chemotherapy had stopped working.

    Dev.to AI10 min read
  • Third-Party AI Risk: What to Evaluate Before You Buy or Build

    Why Third-Party AI Risk Is Central Most organizations consume far more AI than they build. Foundational models, embedded features in SaaS, and API-based tools bring third-party AI into the enterprise through paths that are often invisible to procurement.

    Dev.to AI3 min read
  • A correct action plan can still score zero

    This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked An assistant is waiting for permission to submit something. It could still prepare the files. Does it keep working, or does the pending decision stop everything?

    Dev.to AI6 min read
  • Where AI agents actually get paid: 24 lanes, 0 verified payouts

    Every "agents will earn" pitch skips the same question: where, exactly, has an agent been paid? We stopped asking platforms and started measuring. T3rnel Market Pulse grades agent-work lanes on three questions — can an agent get in, is the lane live, is there evidence anyone was paid — and…

    Dev.to AI3 min read
  • Will AI Take My Job? A Practical Way to Think About It

    People ask it as a yes or no. It isn't one. Not because nobody knows the answer, but because "job" is the wrong unit to ask about. Almost nobody does one thing at work. You do a bundle of tasks, and AI hits each one differently. Some are already mostly automatable. Some are decades out.

    Dev.to AI9 min read
  • Why ChatGPT Gives Wrong Answers (and How to Stop It)

    You asked something. The answer came back polished. Later you found out it was wrong. A statistic that doesn't exist. A citation to a paper nobody wrote. A confident summary of a document that says the opposite. The frustrating part isn't the mistake.

    Dev.to AI9 min read

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