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  • From Comics to Code: Building MyZubster One Piece of Evidence at a Time

    From Comics to Code: Building MyZubster One Piece of Evidence at a Time It started with a comic. N4K48 visually represented a journey: a software idea taking shape and imagining its path into the MyZubster metaverse. Those panels were not screenshots of a finished product.

    Dev.to AI6 min read
  • Private On-Device Lead & Note Triage Agent

    The Problem Managing unstructured consultation notes and inbound client leads often takes hours of manual review. Relying on public cloud AI APIs to parse sensitive notes introduces data privacy risks, potential data leakage, and recurring API costs.

    Dev.to AI1 min read
  • ERP, CRM, E-commerce and Automation Software by Greatzern

    Most businesses run on disconnected tools: one for accounting, one for customers, one for the online store, one for messaging. Data gets duplicated, processes break between systems, and teams spend hours moving information by hand.

    Dev.to AI2 min read
  • Your AI Feature Is Now Part of Your Attack Surface

    Why adding an LLM changes the security model of an ordinary application Adding an LLM to an existing application can look deceptively simple. A user sends a request. The application sends it to a model. The model returns an answer.

    Dev.to AI11 min read
  • How I calibrated an LLM judge to grade like me, 25 cheaper

    Businesses that sell technical products answer the same kind of question every day. "What's the accuracy on this range?" "Can it measure through a coating, and how thick?" "Does it come with a calibration certificate?" The answers sit in product datasheets and manuals.

    Dev.to AI7 min read
  • Connect Cursor and Claude Code to your internal API over MCP (step by step)

    The first week of using a coding agent against your company's API is always the same: paste the docs URL into the prompt, correct the base path, correct the auth header, correct the pagination type, correct the envelope wrapper, repeat in every new session and every new tool.

    Dev.to AI6 min read
  • Prompt Tricks Died. Context Engineering Didn't

    In this video: 0:00 Do 1M windows end choosing? No 0:19 Prompt engineering is half right 1:25 Two reflexes: polish or dump 2:34 Personas, stuffing and the experiment 5:15 Selection, order and length 8:15 Tools, schemas and examples 10:58 Costs, and when stuffing is fine 12:37 Prompt, context and…

    Dev.to AI14 min read
  • Photo Products: Why the Scene Matters as Much as the Face

    Putting someone in front of a mountain is one problem. Making the image feel like a person doing something on that mountain is another. That distinction is central to CMeIn, the AI photo product I run.

    Dev.to AI4 min read
  • The Art of Computer Programming Was Clickbait

    1. Nine o'clock Nine in the morning. A lecture hall, sixty students, one professor, a task on the board. Not quicksort. Not a linked list. Nothing that balances itself. Build a shop. Registration, catalog, basket, payment, and a back end that stays up when the shop is mentioned on television.

    Dev.to AI5 min read
  • HubSpot Rate Limiting: When 429 Blocks Deal Enrichment

    Originally published at aideazz.xyz — cross-posted here with canonical link. A 429 HTTP status code, "You have reached your ten_secondly_rolling limit," hit my hs-watch-manual-emails process recently.

    Dev.to AI6 min read

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