I gamified my GitHub streak into a garden
🌍 Dev.to

I gamified my GitHub streak into a garden

I gamified my GitHub streak into a garden I’d lose my commit streak on busy days, and GitHub’s contribution graph never really cared. So I built Commit Garden: a tiny garden that depends on whether you pushed code today. What it does Connect GitHub once. Every day you push, your current plant grows one stage. After six days in a row it’s fully grown and moves into your garden, and a new one starts. Skip a whole day and the plant you’re growing withers (the ones already in your garden stay...
🌍 Dev.to

The demo works. Production doesn't: what breaks when you put an LLM on your company's data

Every conversational analytics demo follows the same script. Someone connects a model to a clean warehouse schema, types "show me revenue by region last quarter," and gets a correct chart in four seconds. The room nods. Then somebody says the sentence that has launched a thousand doomed pilots: "Now let's roll it out to the whole company." I have spent the last few years doing exactly that rollout — building governed conversational analytics on Looker and its semantic layer, most recently exp...
🌍 Dev.to

Candidate Search Retrieval: A 7-Point Release Checklist for Fresh, Citable Results

Candidate search is a retrieval product before it is an LLM feature. Pick the path that matches your freshness, control, and citation needs; combine durable vector context with live web context when recruiters need both. Short answer: define the answer a recruiter must see, turn it into a retrieval contract, then ship a release that checks tenant filters, source citations, freshness, and bounded latency. A vector index is the dependable memory. Web search is the live window. Neither should si...
🌍 Dev.to

AI Voice Generators in 2026: Complete Comparison Guide

Voice AI in 2026 – A Developer‑Centric Comparison Voice has become the new UI. From conversational agents to audiobooks, the demand for high‑quality, expressive text‑to‑speech (TTS) is exploding. By 2026 the ecosystem has narrowed to a handful of mature platforms, each with its own strengths and quirks. If you’re building a voice‑first product, you need a quick way to compare them on latency, cost, voice diversity, and developer experience. Below is a practical, code‑heavy guide that walk...
IAM and Identity Across Clouds: Why Permissions Take Longer Than the Install
🌍 Dev.to

IAM and Identity Across Clouds: Why Permissions Take Longer Than the Install

Pipeline & Prompts | Byte size guides on DevOps, Cloud and AI DevOps from Zero #12 ⚡ Byte Size Summary Tell the difference between authentication (who is this?) and authorization (what can it do?) on AWS, Azure and GCP Map the same idea to each cloud's vocabulary: IAM roles, managed identities and role assignments, service accounts and IAM bindings Add an identity pre-check to your runbook so approvals stop blocking installs The Story A ROSA insta...
🌍 Dev.to

0 reads to switch views: Firestore board filters in the browser

Switching between saved views on a board in my tracker costs zero Firestore reads. The board's active tickets are loaded once and kept live, and every filter, sort, group-by and swimlane is a pure function run over them in the browser. The constraint that forced it: Firestore cannot OR across fields, and every combination of filters you want to query needs its own composite index. A tracker with user-defined views over custom fields would need thousands of them. I'm Panth, and I lead the s...
HackerNews

Five AI assistants, first impressions

Article URL: https://paolo.blog/five-ai-assistants-first-impressions/ Comments URL: https://news.ycombinator.com/item?id=50198938 Points: 2 # Comments: 0
HackerNews

AI, Quiz Me!

Article URL: https://thoughts.kristiandupont.com/p/ai-quiz-me Comments URL: https://news.ycombinator.com/item?id=50198959 Points: 2 # Comments: 0
HackerNews

Meta and chip stocks decline as AI trade comes under pressure

Article URL: https://finance.yahoo.com/markets/article/meta-and-chip-stocks-decline-as-ai-trade-comes-under-pressure-alphacheck-140107733.html Comments URL: https://news.ycombinator.com/item?id=50198989 Points: 3 # Comments: 0
HackerNews

Vulnerability Discovery and Exploitation Trends in the AI Era

Article URL: https://cloud.google.com/blog/topics/threat-intelligence/vulnerability-discovery-and-exploitation-trends-in-the-ai-era Comments URL: https://news.ycombinator.com/item?id=50199206 Points: 2 # Comments: 0
HackerNews

How to spot AI science slop

Article URL: https://labmuffin.com/how-to-spot-ai-science-slop/ Comments URL: https://news.ycombinator.com/item?id=50199420 Points: 4 # Comments: 1
HackerNews

Show HN: Mnemolith – AI coding memory that goes stale when your code changes

Hi HN, I'm Anish. I built Mnemolith because the AI coding tools I use (Claude Code, Cursor, Codex) either forget my project between sessions, or remember things that quietly stopped being true. Tell the agent "we use Postgres", migrate to MySQL two weeks later, and it keeps building on the old fact. How it works: - It's an MCP server, so Claude Code, Cursor and Codex share one memory per project (keyed by the git repo). - When the agent saves a memory, it can link it to the files it depends on. ...
HackerNews

Show HN: Forked – Git for AI agent state

Article URL: https://github.com/clibequilibrium/forked Comments URL: https://news.ycombinator.com/item?id=50199793 Points: 3 # Comments: 0
HackerNews

US Banks Blocking AI Agents in Accounts

Article URL: https://the-decoder.com/major-us-banks-are-locking-out-ai-agents-that-log-in-with-customer-credentials/ Comments URL: https://news.ycombinator.com/item?id=50199840 Points: 2 # Comments: 1
HackerNews

New prize launches for books co-written with AI

Article URL: https://www.theguardian.com/books/2026/oct/21/new-prize-launches-books-co-written-with-ai-france Comments URL: https://news.ycombinator.com/item?id=50199907 Points: 1 # Comments: 0
HackerNews

Messaging for AI Agents

Article URL: https://trycrabmail.com/ Comments URL: https://news.ycombinator.com/item?id=50199995 Points: 1 # Comments: 0
Fellow Aiden Precision Coffee Maker is $100 Off
🌍 Wired

Fellow Aiden Precision Coffee Maker is $100 Off

The Fellow Aiden Precision Coffee Maker is a smart, high-end machine that offers pour-over quality. You can get it refurbished from the brand for 25 percent off.
Save $150 on the Apple Mac Mini M4, but There’s a Catch
🌍 Wired

Save $150 on the Apple Mac Mini M4, but There’s a Catch

Apple’s Mac Mini M4 is one of the best mini computers you can buy, and it’s $150 off. While it’s a good deal on a new, older-generation model, it’s more expensive than it was at launch.
HackerNews

Tell HN: I unknowingly broke the PHP RCE embargo. I am sorry.

I posted here about the then-upcoming PHP RCEs related to CVE-2026-109618 & CVE-2026-109619. I appreciate this has had considerable knock-on effects with the schedule for co-ordinated disclosure, and created additional workload. I am truly sorry. I take full responsibility for my actions. It was not remotely my intention to cause any of the subsequent side effects. At the time of posting, I didn't know about any embargo. My contact had told me there was no embargo, and her contact had told her t...