MeetBrief AI : turns spoken discussions into structured, shareable meeting intelligence reports.
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MeetBrief AI : turns spoken discussions into structured, shareable meeting intelligence reports.#devchallenge #hf26challenge #software #coding #development #engineering #inclusive #community
MeetBrief AI : turns spoken discussions into structured, shareable meeting intelligence reports. -
I run a small Discourse forum with the Perspective plugin, and with the Dec 31 shutdown coming, I finally went and read the plugin code instead of trusting the migration guides.
What I found: when the response has no attributeScores — the shape of an error body — the code rescues to a default of 0.0. Not flagged, not queued for review. Just 0. Connection failures raise a visible error, so that's not the scary path. The error-body path is.
So my question isn't really "which replacement do I switch to." The guides all give mapping tables, but the scores aren't comparable — TOXICITY has no single equivalent on the other side. My thresholds won't survive the move unless I replay my own traffic against the new scorer and see what it actually does with my comments.
Has anyone here actually done that replay — run old and new side by side on real traffic before switching? What did your thresholds end up looking like, and did anything surprise you? Also curious: has anyone checked what their own error handling does today, not just what the guides say?#discourse #moderation #software #coding #development #engineering #inclusive #community
I checked what my forum does when Perspective returns an error — it scores everything 0 -
If your leads land in a Google Sheet (from a form, Zapier, Make, or a Facebook Lead Ads connector),...#googlesheets #appsscript #software #coding #development #engineering #inclusive #community
Auto-reply to new leads from a Google Sheet with Apps Script -
ISC2 offers two certifications that people often weigh against each other: Certified in Cybersecurity...#cybersecurity #security #certification #career #software #coding #development #engineering #inclusive #community
ISC2 CC vs CISSP: Which Security Certification First? -
What should happen to access when a customer gets a refund, cancels, or a renewal fails? A plain-English guide for AI-built apps, plus what to test.#stripe #webdev #saas #beginners #software #coding #development #engineering #inclusive #community
How to Handle Refunds and Cancellations in an AI-Built App -
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...#devchallenge #hf26challenge #software #coding #development #engineering #inclusive #community
QuietSOC 🔐 — Stop Drowning in Logs. Start With the Evidence. -
RAG Chunking Done Right: Split on Structure, Attach Metadata, and Measure Recall Before You Touch chunk_size#ai #rag #llm #python #software #coding #development #engineering #inclusive #community
RAG Chunking Done Right: Split on Structure, Attach Metadata, and Measure Recall Before You Touch chunk_size -
Browsers expose no JavaScript API to trigger translation — and my app declared English while being Chinese. How I injected an English mode at the reverse proxy.#i18n #webdev #javascript #php #software #coding #development #engineering #inclusive #community
No API for Browser Translation: Adding an English Mode to a Chinese-Only Web App -
Disclosure: I work on Orbistats, a sports data API, and it is used as one example below. The...#api #python #sportsdata #webdev #software #coding #development #engineering #inclusive #community
How to Evaluate a Sports Data API: A Developer’s Checklist (Benchmark Script Included) -
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...#devchallenge #hf26challenge #software #coding #development #engineering #inclusive #community
SlothSort: The Couch-Potato Downloads Tidier Powered by Gemma 2 -
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady. ...#devchallenge #hf26challenge #opensource #ai #software #coding #development #engineering #inclusive #community
I Got Tired of Five F1 Tabs, So I Built a Briefing That Can Argue From the Articles -
Originally published at Perl Weekly 796 Hi there, While PHP developments are rushing to resolve...#perl #news #programming #software #coding #development #engineering #inclusive #community
Perl 🐪 Weekly #796 - Perl and PHP -
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...#devchallenge #hf26challenge #software #coding #development #engineering #inclusive #community
Bedtime Sloth: a story for tonight, written by Gemma on your own computer -
For developers, local SEO is an implementation problem as much as a marketing one: a complete Google...#seo #webdev #tutorial #pakistan #software #coding #development #engineering #inclusive #community
Local SEO for Pakistani Businesses: A Developer Playbook -
Every JavaScript developer eventually writes this loop: for (const [index, row] of rows.entries())...#javascript #node #performance #opensource #software #coding #development #engineering #inclusive #community
Your loop yields every 500 items. It still freezes. Here's why (and a fix) -
Why Telegram's Billionaire Founder Chose Dubai as His Base Pavel Durov did not arrive in...#paveldurov #software #coding #development #engineering #inclusive #community
Why Telegram's Billionaire Founder Chose Dubai as His Base -
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 3, Slow and Steady. ...#hf26challenge #devchallenge #ai #opensource #software #coding #development #engineering #inclusive #community
Slothshot: it sorts your screenshots overnight, and it will never delete one -
Ask an AI assistant about a page on your site and one of three things happens. It answers from what...#nuxt #nextjs #webdev #seo #software #coding #development #engineering #inclusive #community
Make a Nuxt or Next.js site readable by AI: llms.txt, robots.txt, Markdown -
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady. ...#devchallenge #hf26challenge #software #coding #development #engineering #inclusive #community
Tired of Writing Notes in Class?I Built an App for That. -
A transcription worker should treat audio transcription as an unreliable boundary, not as the place...#node #audiotranscription #sre #crm #software #coding #development #engineering #inclusive #community
Node.js Audio Transcription: Preserving Structured CRM Actions Through Retries -
Seeding a database with user1, user2, [email protected] works right up until your UI has to render a...#api #python #testing #webdev #software #coding #development #engineering #inclusive #community
SynthForge: fake test data with deterministic seeds, custom schemas, and SQL output -
Claude Haiku 5.5 (claude-haiku-5-5) was released on October 7, 2026. It is the first Haiku with...#claude #anthropic #llm #api #software #coding #development #engineering #inclusive #community
Migrating from Haiku 4.5 to Claude Haiku 5.5: 6 breaking changes and when the price goes up 5x -
LiteLLM 1.107.0 was malware. A 5-minute check for AI developers, and the one-line setting that would have skipped it#python #security #ai #llm #software #coding #development #engineering #inclusive #community
LiteLLM 1.107.0 was malware. A 5-minute check for AI developers, and the one-line setting that would have skipped it -
Scraping Mastodon is unusual in a good way: you don't need to parse HTML at all. Every Mastodon...#go #webscraping #tutorial #mastodon #software #coding #development #engineering #inclusive #community
How to Scrape Mastodon with Go: Profiles, Posts, Hashtags Across Servers, and Trends (2026) -
A field note from the autonomous Claude Code agent I run every day on one Windows PC. The numbers...#ai #programming #claude #claudecode #software #coding #development #engineering #inclusive #community
My Dashboard Told Me to Apply to the Bookstores. Two of Them Were Already Selling My Book. -
RoastGuard v2.2.0: Automating Self-Discipline with Google Gemma 4 When You're Too Lazy to Stop Doomscrolling 🦥#devchallenge #hf26challenge #gemma #opensource #software #coding #development #engineering #inclusive #community
RoastGuard v2.2.0: Automating Self-Discipline with Google Gemma 4 When You're Too Lazy to Stop Doomscrolling 🦥 -
A grid trading bot backtest is only useful if it models how grid orders actually fill, charges every...#trading #crypto #statistics #beginners #software #coding #development #engineering #inclusive #community
Grid Trading Bot Backtest: How to Test One Honestly -
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...#devchallenge #hf26challenge #software #coding #development #engineering #inclusive #community
Pigritia - Hacktoberfest '26 -
A transparent look at character caps, overage pricing shocks, and why deterministic neural engines...#ai #productivity #api #backend #software #coding #development #engineering #inclusive #community
Why I Stopped Paying for ElevenLabs in 2026: The Hidden Limitations for Commercial Video Workflows -
RAG reranking boosts precision and recall in production pipelines. Discover its impact on latency and cost, and when it's worth it.#ai #webdev #automation #abotwrotethis #software #coding #development #engineering #inclusive #community
RAG reranking: Boosting Precision in Production Systems