... session. If the agent commits during the session, the scan also covers the full git diff of those commits, so files generated or modified indirectly (codegen, scripts, shell commands) are included too. Upstream, the secret guard also blocks the agent from reading raw secrets (like .env files) and points it to the managed reference instead, so secrets are much less likely to end up in generated code in the first place. Anything not committed during the session gets picked ... ... Catching destructive commands like rm -rf before they even execute, rather than just auditing them post-commit, is exactly what we need to safely bridge the gap between AI generation and real deployment. Quick question: How does the secret guard

... finally tell them from success. Drop-in for 2.0.x: composer update wpbones/wpbones Docs, boilerplates and live Playground demos: https://www.wpbones.com What's the scariest command in your own toolbox? I'd love to hear how you guard it Comment from Elsie Ramsey(@elsie_ramsey): @isabella_wandrei  i like the idea of requiring --force for potentially destructive actions. My preference is usually to make the safe path the default and the dangerous path explicit. Comment from Isabella(@isabella_wandrei ...

... problem only exists in the combination, which is why no single file looks wrong. Three things make it worse than an ordinary bad default. The command is named for the harmless half of what it does. The guard that ought to catch it exists, which is exactly why nobody goes looking for it. And the setting where it fails silently, no terminal, nobody watching the output scroll, is precisely the setting agents and pipelines work in. The check for your ... ... that than dress it up: check the migration status first, do not run the generator at all while something is deliberately left unapplied, and roll back one at a time if it happens anyway. That is weaker than a guard

... prose that argues from it not the number, the sentences. The ones that say: because we have N of these, this limit is X. Mine: the app server's HTTP pool is six concurrent workers. That number is well guarded. There is a unit test named after it that asserts six, and a second one checking that six plus the two background workers fit the host's memory at the per-worker ceiling. Both green, and green since ... ... auth and rate-limiting path. Two are in the project's own written-down rules, the file I keep for my future self. Two are in the test files of the throttles themselves, including the test that guards

... from the page. I scoped it to the group my public pages live in. There is a page outside that group, reached only from a link in an email, and it declares GET alone to this day. The guard reads a group. The defect lives in whatever is not in it. Which makes the second check the one on your own instrument: whatever list it walks, go and find what is not on that list ... ... past this thread, any route matching that keys off an explicit method list needs HEAD added deliberately wherever GET is added, most frameworks do not infer the pair for you, yours clearly did not either until you wrote the guard

... hidden debt. This is why I stick to my own approach: tab-by-tab, file-by-file development with joint human + AI verification at every single step. Yes, it demands more discipline. I personally review every file and actively guard the overall architecture. But in this hybrid format (Human + AI), working file-by-file forces me to deliberately think through each file in isolation. It allows me to design its logic and dependencies together with the AI before a single ...

... need to retry with exponential backoff while logging to three different services? The assistant completely missed it and didn't even flag that it was skipping anything. It got me thinking about where these tools actually excel versus where they consistently fall short. They're genuinely exceptional at scaffolding, at spinning up the obvious structure of a feature. But the moment you need to handle what shouldn't happen race conditions, partial failures, the weird state your system ends ... ... what you're looking for to catch the gaps. I'm curious: what's something you've seen an AI coding assistant do really well that surprised you, and what's something it confidently botched that caught you off guard

... every copy has to reach the same answer independently oldest stays. I wrote the test, then broke the rule on purpose to check the test would notice. It reported zero survivors. The tally: forty lines of guard, nine corrections to get right, four of them mine and introduced while fixing the previous one. Free, universal, macOS 15.6+: https://netfox.app What's the most misleading bug report you've ever written for yourself? I'll go first mine's above. Comment ... ... thing" that's the step I was doing by hand without a name for it, same as you were with the other one. It got used the same day, as it happens. I'd pulled the decision behind that guard

... that can pass on broken code is worse than no test. Two things I'm curious about. First, once a repro test is confirmed against the real bug, does it get promoted into the permanent suite as a regression guard, or is it scoped to that one fix-and-verify run and then thrown away? Second, is the reproduce-then-verify step something only FetchSandbox's own fix flow can call, or could an external agent hit it directly ... ... edge than timing, honestly. ..today the generator works from the code path + known failure classes, not your real data distributions .. it doesn't peek at samples. What it can do is reason about what the code assumes vs

... from complex contract-management software designed for large companies with dedicated legal teams. I m curious: how do you manage this in your company? A spreadsheet? Dedicated software? Nothing at all? And if you ve ever been caught off guard by an automatically renewed contract, I d love to hear what happened. I m currently building MyContrat to solve this exact problem for SMBs in France, without the complexity of enterprise software. Happy to discuss it in the comments ...

... I'm an HVAC installer by trade, not a developer. Over the last few months I built LaunchGuard almost entirely ...

... security researcher report what looked like a real vulnerability. Turned out the AI-assisted fix from weeks earlier had shipped correctly, but the researcher's finding conflated two different things, the anon key being visible client-side (expected, normal) versus whether it actually granted unauthorized data access (it didn't, verified by literally running real requests against the live endpoint). Took actual empirical testing to tell the difference, not just reading the code and assuming it was fine. Curious what ... ... others have landed on for verifying AI-generated work before it ships. Do you have an actual process, or is it more ad hoc? What's caught you off guard

... artifact instead of prose is the fix, and we do not have it. So on yours: does source resolve to something a reviewer can open, or is it a sentence? Comment from Dale Mooney(@dalemooney): @aadilghani   The gate versus leash distinction is right, and sharper than what I wrote. Blast radius is knowable before the call. Time to notice isn't knowable at that moment at all, so using it as an approval input was me collapsing two different ... ... serve, redact what you receive. The awkward middle is a field you receive and then pass on, which is where most of these systems actually live. Comment from Dale Mooney(@dalemooney): @alex_amancio_candoa_   @aadilghani  Constant versus

... pressing a button. Reading pane no longer latches a stale error a slow answer arriving after you switched threads used to land in the wrong place and just stay there, forever, never retrying. Both of those are now guarded. Deleted Items and friends folder names with spaces produced a malformed IMAP command on the COPY fallback path. Quoted properly now. Folders no longer clone themselves in the sidebar after you create one (turns out you have to speak modified ...

... extractor on lopdf, which unblocked panic = "abort" and shed ~6 MB of unwind tables. Results: NSIS installer: 5.06 3.94 MiB ( 22%) skim.exe: 17.2 11.2 MiB The new extractor also never panics on malformed PDFs and has a decompression-bomb guard, because trust issues are healthy. Trimmed unused tokio / tracing features while we were in there. Less code, less to maintain the Skim way. Get it here: https://github.com/nikserg/skim/... Comment from Hossein Yazdi(@hosseinyazdi): Nice update! Supporting any OpenAI-compatible ...

... 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 Local Agent Harness Another important decision is where the agent capability should come from. One option is to build the entire reasoning layer yourself: call an LLM API directly, manage prompts, retries, tool calls, screenshots, JSON parsing, and safety rules. That ... ... gives maximum control, but it also means the test harness becomes an AI platform project. The alternative

... Product Hunt Tony and Steven here from ClawTeams. Three days ago we launched ClawTeams, the first goal-driven, proactive AI team for e-commerce. We hoped for a warm welcome. What caught us off guard was how much the comments themselves would end up teaching us. We landed at #1 Day Rank, crossed 800+ points, and picked up over a thousand followers but honestly, the questions in the thread have shaped our roadmap more than any planning doc we wrote ...

... abstract concept anymore it's deeply real. The numbers (that felt huge to us) ~5000 new visitors on launch day ~350 signups modest by many standards, meaningful to us 216 likes + 40 comments on LinkedIn honestly caught us off guard https://www.linkedin.com/feed/up... A heads-up on a known bug If you tried signing up via Apple and chose "Hide My Email" we're sorry for the trouble. The fix is ready and will be deployed tomorrow. In the meantime ...

... live on PH Aug 22, so this thread's been good practice at saying it in one paragraph.) Comment from Demetrio Koro(@aktivist): siOsi upload one selfie and it reads your 12-season color type, undertone, gold vs silver, and which hair colors suit you, then grades the actual makeup in the photo (flash cast, oxidation, coverage), which most tools skip. Free, no signup. Built it because every beauty sub has a queue of "what season am I" posts waiting ... ... entire roadmap. Comment from Nolan Vu(@nolan_vu): @thenameisarian  Interesting, alternative

... Hands-free voice breaks when the mic hears the assistant talking back. Oasis uses  echo guard  to reduce that. Insight for other users:   Echo guard

... galdayan): our setup ended up being a Slack webhook per agent session, posted to a channel only that agent writes to. sounds basic but the key part was making the notification say WHY it's waiting (needs approval vs finished vs

... Compose before story scoring finishes, removing a source no longer leaves stale source groups or hides the same story from your other newsletters, Voice Training handles larger past-issue libraries more reliably during source discovery, and cancel/save-offer choices are guarded against duplicate clicks and race conditions. Full release notes: https://roadmap.heynews.co/p/wha... If you hit anything weird in the new auto-start training flow or with Content Desk edits, reply to this thread, and we'll dig in. Cagri ...

... blog post this morning reacting to an outside AI's read of Jootle from public information alone. The "build in public" energy of this place is part of why I am writing things like that openly rather than guarding the story. Post is at https://blog.jootle.com/posts/i-... if you want to read it. Honest critiques welcome here. Genuinely appreciative. More to share soon. - Shane Comment from Rivra(@rivra_dev): Congratulations on the launch! Having six real conversations is worth ... ... following people who I feel will provide interesting views throughout PH, whether related to my product or not. To me I am treating everyone the same here, I'm not even sure I understand who are notable users vs

... work. And pricing. They want fixed costs, you have variable inference costs. That contract conversation took longer than building the thing. Solve that before you get to legal. Anyone building AI for regulated industries what caught you off guard??? Comment from Rian Robertson(@rianbrob): Fascinating read on the real-world AI deployment challenges...auditability and orchestration sound like massive hurdles! If you're up for it, I'm launching The Sponge on PH soon...an AI-powered flashcard app with ...

... this: my best feedback so far hasn't come from anything I'd call marketing. It's come from friends who've used the app for a couple of weeks and arrived somewhere it caught them off guard. How do you scale that depth of feedback as you grow past the people you can DM personally? Especially curious from anyone who's launched a product where the value only lands after a few real-world moments. Launching properly on Wednesday ...