... longer than the last comparable one. Bug fixes kept reopening. Two engineers had built quiet, undocumented workarounds around the same broken assumption in our data model, and neither knew the other had done it. The obvious answer was a rewrite. We didn't do it not immediately. We spent a month arguing about it instead, which in hindsight was the most useful month we spent that year, because it forced us to name the actual problem: it wasn ... ... modeled user accounts that everything else had been built to work around. We ended up doing a partial rebuild. Roughly 40% of the code, the part that touched that assumption. Took four months instead of the fourteen a full rewrite

... lockfiles. Currently, when a vendor like Stripe or OpenAI updates their API spec, Dependabot bumps the version. But then your build fails, and you have to manually hunt down call-sites to refactor your code. Repairo automates the code rewrite. Instead of letting an LLM guess fixes (which introduces hallucinations and security risks), we built a hybrid engine: - Local AST parser: Uses ts-morph to run type-safe code rewrites

... finally read the whole study instead of the headline, and the actually useful findings are different from what got shared. First, in their realistic-config lane (instruction file + several MCP servers), the "light" harness came out HEAVIER: ~90.8k vs ~75k. A 72KB instruction file alone added ~20k tokens to every request, on both harnesses. Their own conclusion: configuration, not the harness, accounts for most of the production bill. The harness sets the floor, you set the ceiling. Second ... ... think about it: the cache behavior gap was way bigger than the size gap. The light harness kept its prefix byte-identical and wrote ~1,000 tokens to cache over a 5-request task. The heavy one kept rewriting

... apply, nothing comes back, and you are left guessing whether the role was never a fit, the application was weak, or the ad was never real. With nothing to go on, everyone reaches for the same two moves: rewrite the CV, or apply to more jobs. I did both, for months. Neither was the problem. WorkstationAI is a workspace for running the whole hunt , and last week I shipped the part that closes the loop. When a role goes cold ... ... send it back and ask what happened. You get one verdict, not advice. Fit gap, writing lesson, or noise. Most declines turn out to be noise, and being told so is worth more than another rewrite

... Nodarama Verbatim Beta is almost complete, and its most stable and capable version yet is available now. It includes several features that can help vibe coders reduce token usage especially those who rely on AI to rewrite entire files rather than making targeted code revisions. Whether you pay for unlimited generation or not, AI computation still consumes energy. Reducing unnecessary review, rewriting

... Most AI rewriting tools stop once the text sounds smoother. The part that kept bothering me was what might have changed along the way. A rewrite

... everyone, I m helping with ProofWrite AI, a web-based writing tool that helps users turn AI-assisted drafts into clearer, more natural-sounding content while preserving the original meaning. It combines multiple rewriting modes with built-in AI detection review, so users can revise and review their content in one workflow. It supports essays, articles, emails, reports, and web content. We re currently looking for honest feedback on: - Whether the rewriting

... fully unified revenue workspace that brings CRM, a full Service Desk, Zoom/Slack-style video calling, and an enterprise Docs/Drive suite into a single interface. But this coming Saturday, July 4th, we are officially dropping a massive, ground-up architectural rewrite: Salestrics AI-Native Email (Public Beta). What makes it completely different? Most platforms treat email as an afterthought, relying on slow API syncs or heavy side-panel Chrome extensions that cause system lag and constant re-authentication errors. We engineered Salestrics ... ... system-hogging plugins required. Database-Native AI Assistants: Most inbox AI assistants are superficial wrappers that can only see the text open on your screen. Salestrics AI has zero operational blind spots. When you click Summarize, Draft, or Rewrite

... Rephrase is a new stage in the localization pipeline that rewrites translations to read like native, idiomatic copy in the target locale. The async localization pipeline runs rephrase right after the core localization step. An AI agent rewrites

... developer in the Salesforce ecosystem. Every job search I'd waste hours rewriting my resume for each posting so I built JobHelper. What it does: - Upload your resume once - Browse aggregated jobs in a feed - Tap "Tailor Resume" on any job AI rewrites

... Something I keep going back and forth on: when you post the same update to several networks, do you send identical text everywhere, or rewrite it for each one? Identical text is fast, but it reads lazy and a few platforms quietly throttle near-duplicate cross-posts. Rewriting

... 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 ... ... Gemini, since more buying decisions now start there instead of traditional search. If you want to see how an AI agent currently reads your own site, we put out a free tool that shows what an AI fetches vs

... from Nika(@busmark_w_nika): @yashimanskaya  you have a very diverse portfolio of tools, most of them are unknown to me :) Thank you for sahirng :) Comment from Nika(@busmark_w_nika): @ethan_cheng  are there any other alternatives to blitzit? Comment from Nika(@busmark_w_nika): @fabian_maume  I would swap spotify for YT music, but we are pretty accurate with a good music :) Comment from Nika(@busmark_w_nika): @zenexpenses  I know only ... ... solo founder, these are the five tools I use almost every day: ChatGPT VS

... Something I built led to a design decision I want to get feedback on. LineageLens is a free VS Code extension that captures every AI code insertion and scores it for risk on a 0 100 scale. Works with Cursor, Copilot, ClaudeCode, Gemini CLI. Zero config on install just start using your AI tools and your insertions start showing up in the sidebar. The scoring is deterministic rules: +28 for credential-like material, +24 for eval/exec patterns, +22 for subprocess ... ... malicious code patterns. Comment from Praveen(@praveen62): @nolan_vu  I think that spectrum framing is much closer to reality than a binary label. In practice, AI-assisted development often becomes layered collaboration between prompts, generated structure, human rewrites

... 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

... Healthcare devs are expected to document compliance at the code level but most teams do it by hand, inconsistently, or not at all until an audit forces the issue. compliancedoc-healthcare fixes that. Select any code in VS Code, run a command, and get structured compliance-aware output in seconds: **Explain** plain-English breakdown for compliance officers and auditors: what the code does, what PHI/PII it touches, what risks it flags **Generate Docs** auto-inserts a JSDoc block above your ... ... function tagged with specific rule references (HIPAA-164.312, HITECH-13402, NIST-800-53, GDPR-Art32) **Suggest Refactoring** flags PHI/PII handling gaps with a compliant rewrite

... very welcome, especially on the new launch/profile flow. Comment from Thomas Hall(@thomas_hall5): The focus on reducing config friction is a smart direction . In multi agent workflows, small setup inconsistencies quickly become productivity drains, so the launch / profile rewrite and clearer routing sound genuinely valuable. Comment from Jazzen Chen(@jazzenchen): @thomas_hall5  Thanks Thomas, exactly. The annoying part is not any single flag or config file, but the small drift between agents, providers, workspaces, and resume paths ... ... launch/profile rewrite

... simple fact that the resume wasn't tailored to that specific role. The frustrating part: all the information needed for a great resume was already sitting on LinkedIn. We'd spent years keeping it updated. We were just rewriting it manually every single time. So we built the fix: LinkedResume converts your LinkedIn profile into a clean, ATS-optimized, role-tailored resume in seconds. Paste a job description, get a resume built specifically for that role. See your ATS score ...

... kept rewriting AI output back into my own voice so I built this The problem: every AI writing tool sounds like AI. You end up rewriting

... baked into our choice of language (Python). There was no patching our way out of it. So two weeks before the release deadline, we did something I genuinely didn't think was possible: we had our agentic workflow rewrite the entire product in Rust. It worked. We shipped on time. What made it possible wasn't just the agent. It was the combination of high Code Health (so the agent could actually understand what it was rewriting

... games, adding new mechanics, polishing feel, and shipping fun features. What I hate? App store top charts. After shipping my first mobile game, I got buried in search results. I spent way too many nights manually checking rankings, stalking competitors, rewriting

... became the motto. Months 13 18: Every new feature broke three existing ones. Deployments became stressful. Months 19 24: Hired more engineers. They just maintained the mess. No new features shipped. After 24 months, reality left only two choices: rewrite the system from scratch or watch the system die slowly . The Foundational Problems (Found in about 85% of codebases) The problems were not exotic. They were basic, preventable, and catastrophic. At the database level: 89% had no database indexes. Every ... ... Just Engineering Hours) For a 4-person engineering team, the math is brutal. 42% of engineering time is spent dealing with bad code. Over three years, that is $600,000+ in wasted salary . The cost of a full rewrite

... back, and paste again. Way too many steps just to make an email sound polite. So I built SendReady. It puts AI directly into Android's text selection menu highlight text in any app, tap SendReady, and Gemini AI rewrites it instantly. No app switching needed. Key features: Works in every Android app (LINE, Gmail, X, Instagram, browsers, notes...) One-tap presets: Formal tone, Translate, Add emoji, or your own custom instructions Trigger markers: type ;;your text;; to auto-transform ...

... every time I wanted to fix my tone or translate a message, I had to leave the app, open ChatGPT, paste, copy back It was killing my flow. SendReady fixes that. Just highlight text in any app tap AI rewrites it instantly. Works in LINE, Gmail, Twitter, Instagram, browsers everywhere. Works system-wide in every Android app Trigger shortcuts type ;;text;; to auto-transform without tapping Custom presets create up to 10 reusable AI instructions 11 languages supported No text ...

... been doing this thing where before any major rewrite I duplicate my document with a timestamp in the filename. "essay_v3_before_restructure.docx" sitting in a graveyard folder. It's embarrassing but it saved me twice. Got me thinking: why hasn't writing software figured this out? Git has solved this problem for code for like 20 years. You get a full timeline, branches, diffs line by line. But others (non-devs), still doing "copy the whole file." I started prototyping something simple ... ... full complexity of Git, just the core ideas applied to writing: A scrubable timeline. Slide back to any point in your document's history, not just "undo" but days ago. Branches before rewrites