... /visualize my codex usage Not surprisingly, my use of Opus 5 (my main vibe coding driver) exploded my use of Codex because Codex is so solid on code reviews while Opus 5 is like a C- grad student that smokes too much weed. Most of my usage comes from using codex on the CLI in Claude Code to check Opus's work, which 95% of the time has problems. FWIW, I'm so much more productive than ...

... command hints from one workspace must not leak into another. v2.3.0 also adds npm Trusted Publishing through GitHub OIDC provenance. The release was validated with 37 test files, 216 passing tests, one skipped test, plus architecture, secret, official-kernel smoke, and live command-update checks. The npx path You can now run the adapter directly from npm: npx -y paseo-agy-acp@2.3.0 --login and configure Paseo with: "command": ["npx", "-y", " paseo-agy-acp@2.3.0 "] One boundary is important ...

... spent a long time thinking at the code level. Take an issue. Write code. Open a PR. Smoke test it. Fix CI. Debug. Review. Merge. When I started using agents, I carried that same workflow across: Take issue X. Refine it first. Follow the acceptance criteria. Implement it. Review the output. Smoke

... blocking unwanted YouTube creators. A large part of the project has been figuring out how to test an extension against a site that changes as frequently as YouTube. It now has unit tests, deterministic Playwright regression coverage, live YouTube smoke tests, and automated GitHub Actions workflows. I'm here to share what I build, learn from other makers, and see how people approach testing and maintaining independent browser products ...

... friendly, reviewable, and easy to version. But for UI test cases, Markdown has a serious limitation: it does not give you a compact global view. In practice, we wanted to see many test cases at once: - case id - version - smoke flag - status - precondition - steps - expectation - comments - latest execution result That is why we chose XLSX. A spreadsheet can show dozens of test cases on one screen, supports filtering and sorting, and gives product, QA, and engineering a shared view without ... ... worker. For UI testing, a remote headed browser is not just a convenience. It changes the debugging loop. Instead of asking "what did the script think happened?", you can ask "what did the user actually see?" ### Harness Code vs

... changes ship straight to prod because my rollback is one click, and a monitoring loop watches production, reproduces real breakage in a browser, and files a ticket automatically so a transient blip fixes itself and I'm not the smoke detector. Honest caveat: this is safe because I'm solo with a small user base and instant rollback. If a bad merge could bill the wrong customer or corrupt data for thousands of users, keep the human gate the whole ...

... relaxes fabric fibers, removing tough wrinkles and leaving garments flawlessly smooth. Clinical-Grade UV-C Sanitization: Our visualized UV-C disinfection module destroys 99.9% of bacteria, allergens, and germs at a cellular level while safely neutralizing stubborn odors like smoke or sweat. Precision Air-Circulation & Drying: A high-efficiency internal fan system gently circulates warm air evenly throughout the unit, drying damp clothes perfectly without the shrinking or heat-damage caused by conventional dryers. Acoustically Engineered for Bedrooms ...

... leap into the founder world, building Project "STYX: Echoes of Gold" We are developing a B2B Premium AI Data Platform with gamified infrastructure, but here s the twist: our yields are fundamentally backed by Real-World Assets (RWA). No smoke, no algorithmic mirrors. Real, tangible value distribution. And that brings me to the hard truth of fundraising right now. Lately, pitching to Venture Capitals feels less about product architecture and more about navigating their PTSD. Finding investors who can actually ...

... productivity, happy to upvote/follow back: Comment from Nolan Vu(@nolan_vu): @ryan_weller  Thanks for sharing, wildfire smoke tracking for hikers and runners is such a practical, unglamorous problem that actually matters a lot in the western US right now. Pulling in NOAA data instead of just a generic AQI number is the detail that makes this useful vs

... plans multi-step tasks, calls tools, checks its own output, and keeps going without hand-holding. Demos include autonomously playing Factorio and building a working CAD editor (with its own AI copilot inside). Coding: 80.3% on SWE-Bench Pro vs 69.2% for Opus 4.8. Knowledge work: top scores on GDPval-AA, ahead of Opus, GPT-5.5 and Gemini 3.1 Pro. Long context + vision: noticeably stronger on long documents and multi-turn work. The interesting twist: it ships with hard guardrails ... ... after using Fable 5 on a long coding arc: it raised the floor a lot. Strong coherence over many hours, empirical probes instead of doc-trust, artifact-led debugging, and much less flailing. But the ceiling was still human smoke

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... built something weird: an ashtray for digital secrets. Throw the password in, light it once, and watch it go. No smoke. No evidence. Just a little click and it s gone. Why this exists People still email passwords, paste keys in Slack, and trust we ll delete it later. That trust is why things get leaked. BurnLink flips the script: make sharing fast, then make the trace disappear. What it does (in plain terms) Encrypts in your browser the server ...

... muted rule. The choice is written back to ~/.config/octoscope/config.toml automatically your pins survive restarts. Sort cycle, filter and public-only mode all respect the partition. pinned_repos = [ "gfazioli/octoscope", "gfazioli/Mantine-Hint", ] Quiet but important There's also a vhs smoke harness under tapes/ that scripts the canonical user flows same scenarios I used to walk through manually before every release, now reproducible with make tapes . And a CI workflow runs build / test / lint on every push, so regressions don't sneak through ... ... oriented sibling of vhs drives the tea.Model with simulated messages and snapshots the rendered output at model level (no terminal artefacts). Probably the "proper" path for unit-style assertions on the TUI; vhs stays as the asset-generation / visual-smoke

... private beta environment. The users table has been repaired and confirmed working. Core tenant tables are present: tenants workspaces shopify_stores tenant_user The encrypted Shopify token vault table is present: shopify_oauth_tokens The token vault smoke test passed earlier with columns, indexes, foreign keys, and empty vault posture verified. The encrypted token service stub has been tested using fake sample data only. The token storage approval gate is working as a non-persistent review flow. The OAuth exchange ... ... test users, we still need: tester login flow polished workspace selection flow first tenant dashboard safe empty-state screens reviewer/tester explanation copy clear read-only beta disclosure operator-only areas separated from tester areas backup/rollback checklist error logging and smoke

... private beta environment. The users table has been repaired and confirmed working. Core tenant tables are present: tenants workspaces shopify_stores tenant_user The encrypted Shopify token vault table is present: shopify_oauth_tokens The token vault smoke test passed earlier with columns, indexes, foreign keys, and empty vault posture verified. The encrypted token service stub has been tested using fake sample data only. The token storage approval gate is working as a non-persistent review flow. The OAuth exchange ... ... test users, we still need: tester login flow polished workspace selection flow first tenant dashboard safe empty-state screens reviewer/tester explanation copy clear read-only beta disclosure operator-only areas separated from tester areas backup/rollback checklist error logging and smoke

... planning to build and test via workflows (thanks Github) can you ship functions to the codebase. Comment from Ghost Kitty(@ghost-kitty-9628527): Comment Deleted Comment from Nolan Vu(@nolan_vu): The pattern you described in months 1-6 vs. post-scale is exactly what kills companies that had real traction. The debt doesn't feel expensive until the moment you need to move fast again, and by then refactoring costs more in time than the original build did. From ... ... against an authoritative baseline. Data-quality detection: 3-step fallback chain (FK name canonical-link) plus a curated-source AI block-list. L. Violation Response On any breach: stop log entry (type, root cause, files, prevention) explain propose compliant alternative

... outputs + 4 team seats Pay As You Go $9 20 credits one-time, 8 outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke and mirrors) ============================================================================ WHY CLAUDE? =========== Munch runs on Claude Anthropic's flagship model, not a cheaper alternative

... founder of Munch. I built this because I kept watching creators spend hours turning one video into posts. You paste a YouTube or Vimeo URL Munch extracts the transcript using 5 fallback strategies (so it actually works on videos competitors choke on) Claude AI writes 8 complete, platform-ready pieces in ~60 seconds. No file uploads. No per-action credits. One munch = everything. PH exclusive: Your first munch is completely free, no card needed. Just sign up at munch.video ... ... outputs + 4 team seats Pay As You Go $9 20 credits one-time, 8 outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke

... give teams visibility and control over LLM traffic. The upcoming VSCode / Cursor extension will: auto-configure the proxy surface threat alerts in the IDE link directly to audit logs The team version is now complete and currently going through smoke tests. Open-source personal version is already available on GitHub. GitHub: github.com/cencurity/cencurity X: https://x.com/cencurity ...

... write the implementation 2. Run the AI output against your existing test suite immediately not "later" 3. Any AI-generated code that touches auth, billing, or data persistence gets manually reviewed, no exceptions 4. End-to-end smoke tests for critical user paths run on every PR The scariest AI code mistake we've seen isn't the obvious bugs it's the subtly wrong edge case that passes all tests and only fails in production under specific conditions ...

... your parenting for you? Also, why don't they ban porn? I'd have thought that if they actually cared about kids, this perverted stuff would be banned first. Or could it be that "protection" is just a smoke screen? Comment from Nika(@busmark_w_nika): @ruxandra_mazilu  I think that the situation is very difficult to solve completely. The ideal scenario would be if kids would use social media / internet access for something useful rather than mindlessly consuming ...

... RDVT adds timing for live streams or premieres, useful for content creators scheduling events at pseudorandom but shared times. 3.) Remembrance and Appreciation Days : Create special days for artists, events, or personal milestones (e.g., "YEAR_2000" or "HARRY_POTTER_SMOKES_WEED_Cdfkq2Nmb3c"). This could extend to historical events or personal tasks, providing a lightweight alternative

... Howdy, Product Hunt community! Hank Whitaker here. Traded the corporate grind for lines of code, BBQ smoke, and a healthy obsession with backyard UFOs. I'm a self-taught indie dev, building everything from a 'Perfect Brisket Timer' to a 'Backyard UFO Log' (the truth is out there, often over my grill). Here to learn and connect with fellow builders. Looking forward to seeing what amazing stuff you're all launching! Cheers, Hank ...

... code for people to sign up, as well. Super old school, but better than investing in a set of interviews. I've also tried Reddit searches and scrapes of posts to find pain points that my offering would address, versus testing my idea outright. Sometimes, it's in the positioning rather than the idea itself where you'll gain traction. Comment from Sheraz Abdul Hayee(@sheraz_abdul_hayee): For me what worked was doing the reverse engineering of the existing ... ... real interviews. Comment from Shabnam Katoch(@shabb_katoch): Love this question. For me, even quick Reddit or niche Discord scrolls reveal pain points faster Comment from Sanskar Yadav(@sanskarix): Before interviewing people, kill the riskiest assumptions fast: Run a smoke

... demand for premium courses when the story and brand are strong. if you were launching a course today, what would you do differently from App Mafia? Comment from Victor N(@viktorgems): I think it s like the coach vs. player example you don t always need to be the best player to be a great coach. Teaching is a different skill. That said, having real achievements definitely builds trust and credibility, as long as you can actually translate those into ... ... anybody can call themselves a founder or expert. Ship a landing page, watch a few YouTube videos, and suddenly you re a coach. But if you re charging $1k+ for a course, you need proof. Otherwise it s just smoke