... gives your agent a list. The other gives your agent a decision. 2. The Linux Kernel Benchmark (74,619 files) We cloned torvalds/linux locally and ran cold index extraction and queries on both engines: Filesystem Discovery: Synapse 2.0s vs Graphify 1m 15s (37.5 faster) Peak RAM Consumption: Synapse 877 MB vs

... watching the right thing. The composition point is the one I keep turning over, though, because it predicted something in a domain with no concurrency in it at all. I closed a bug today where a single hosts-file alias appeared on seventeen rows of a list the same name beside a Raycast helper, beside Google Drive, beside a database. Every line was true. The name really does reach all of them, because it names the loopback address and they ...

... just an upvote. Comment from Gaurav Singh(@gaurav_singh91): Building: adextract - one MCP server that connects AI agents to ad libraries (Meta, TikTok, LinkedIn, and more) For: Claude power users and AI agent builders who need programmatic access to competitor ad data Hardest part right now: Every ad library is a different silo with no API. The scrapers that exist break on every DOM change. Making a single endpoint that survives layout shifts across four platforms while returning clean structured ... ... apps, and handles the next steps with your approval. Launching on Product Hunt soon: https://synced.it Sign up to get early access!! Comment from Ognjen Adzic(@ognjenadzic28): @nolan_vu  I like that way of thinking about it. "Irreversible vs

... attach LIMIT/OFFSET directly to the root statement. That deleted 4 provider-specific overrides, got SQL Server and Spanner paginating for the first time, and cleaned up every stack trace that used to mention a mystery "t" alias. New dialects get correct pagination by adding 1 line to a switch. What I keep thinking about is that the wrapper was the right call for a really long time. Parsing only won once a good multi-dialect parser was something we could ...

... Larsen(@claus_larsen): One recurring version of this in AI tooling is a provider failure that looks like an app bug: the SDK returns a generic timeout or 500, but the real cause is an upstream 429, a model alias change, or one tool using a different base_url than the rest of the stack. The debugging pattern that has helped me: put AI calls behind one OpenAI-compatible gateway layer and log provider, model alias

... customization. They require Node.js and pull in ~100MB of node_modules just to string together a diff and an API call. They also suffer from Node cold-start times (~300ms). I rewrote this concept in Rust. smart-commit-rs (alias: cgen) is a single ~2MB static binary with absolutely zero runtime dependencies. It starts instantly and generates messages in ~800ms. The plan is to make the entire flow as customizable as possible. We currently have 21 configurable variables, with plans ... ... compatible endpoints. LLM Presets: You can save various provider presets, being able to freely switch between them. If your primary API throws an HTTP error, you can also configure a fallback rank so the tool automatically retries using the alternate

... didn't ask for. - 35 are cold pitches because some vendor sold your data. We built Sentry to fix this. Not with filters, but with Shields. The Concept: instead of giving your real email, you give a Sentry Alias like inbox.your-name.service_tag@your... 1. Leaky Vendor? You see exactly who sold your data. 2. Spam Flood? Kill the alias

... newsletter or tool, and suddenly your inbox explodes with unrelated spam. I'm building a tool this weekend (Sentry) to solve this for myself using AI and unique aliases. My question to the community: Do you currently use alias services (like SimpleLogin/Apple Hide My Email)? If yes do you actually check which alias

... been frustrated with how every signup, newsletter, and free trial ends up flooding my inbox. So I decided to build something small: a way to generate disposable emails that auto-forward to your real address. If the alias gets spammy, you just disable it no need to change your main email. I m calling it EmailShield. I d love feedback from this community especially on what features would make it genuinely useful for you. https://emailshield.app ...

... zach_lloyd): @gsmbk  Glad it's working well. I'm going to steal that line. Love at first prompt. That's awesome. I think we have a pretty differentiated spot in the space right now. All of our competitors are either forks of VSCode (which are basically the same UI app) or they are CLI apps (which are also basically the same app). To my knowledge at least Warp is the only app that is trying to build something ... ... what we see coming down the pipe as agents become more and more autonomous. So we are making a bet here that there's a bunch of product differentiation that actually isn't that easy for our competitors