... verification the model would otherwise keep doing. A predefined tool set showed the same crossover: worth 15 points to the small model on the repository benchmark, while the large one did better there and 53% cheaper with bash alone, bundling several edits into one script. Our reading: whether a part helps is a question about the model, the task and the budget; what the part costs, in tokens on every turn, is charged whatever the answer. A part that ... ... model, fifteen runs, five under each of three tool lists. Every run passed the same four checks. With the task-tracking tools switched back on, the model was offered them in every run and called them zero. With bash

... lately? Let's chat! [1] Is Claude Code Safe to Use? Security Risks, Controls and Best Practices https://www.cybedefend.com/en/bl... Comment from Keesan(@keesan12): One more control I d add is job-level scope before Claude touches the repo. ```bash npx -y martin-loop@latest preflight "make the approved change" --verify "npm test" --allow-path "src/**" --allow-path "tests/**" --deny-path ".env*" --budget-usd 3 --max-iterations 2 ``` If it passes, switch to `run`. Then check `npx -y martin-loop ...

... with myself at 2pm about whether the error states matter. Decide that on Monday. Comment from Keesan(@keesan12): Fast shipping starts with deciding what done means before the agent starts. I run a preflight before spending the full run. ```bash npx -y martin-loop@latest preflight "ship the requested improvement" --verify "npm test" --accept "requested feature works" --accept "existing behavior remains intact" --allow-path "src/**" --allow-path "tests/**" --budget-usd 3 --max-iterations 2 ``` If it clears, switch `preflight ...

... source repos, and I noticed a scary gap: You git clone a project, you point an agent at it, and before you type a single command , code can already run. A .git/hooks/pre commit, an npm postinstall, a .envrc, a VS Code task set to folderOpen, a CLAUDE.md that tells the agent to curl | bash

... want a round of honest product feedback before we put it in front of more people. DocDot is a local PDF parsing workflow for macOS. You can install multiple parsers with one simple command: curl -fsSL https://docdot.ai/install.sh | bash, compare outputs side-by-side with our web UI, switch parsers them depending on the file, and plug directly into agents. Right now we support NanoDoc (our in-house parser), PaddleOCR, GLM-OCR, LiteParse, and MinerU. What I m still ...

... That collaborative effort is a big part of why the system reached genuine production-ready status, something proven by its real-world use inside Global Energie Events rather than just claimed in a README. Getting Started Setup is straightforward: bash # Clone the repository git clone https://github.com/hakkachhamza/... # Move into the project cd HakPoint # Install dependencies composer install # Set up environment variables # Copy .env.exemple to .env and add your database credentials # Import the database # Use phpMyAdmin or MySQL Workbench with ...

... know what Claude Code costs per seat. But do you know which sessions burned the budget, which model did the work, or whether your cache paid off? LangWatch now tracks every Claude Code session: tokens, costs, cache hits, bash commands, MCP tool calls, file edits, and full terminal replays. Works with Claude Code, Codex, Gemini CLI, and opencode. If you want to support us, feel free to do so You can find us under "LangWatch" on the launching page! Comment ...

... hone their InfoSec and system automation skills. * **The URL:** The platform is hosted at **aaluctf.online**. * **The Architecture:** You built the entire platform from scratch as a passion project to practically apply and showcase your technical expertise in Linux, Bash scripting, and Python. * **The Goal:** It provides a space for the community to solve challenges and capture flags, while acting as a strong portfolio piece that highlights your capabilities as a developer and cybersecurity enthusiast ...

... months of building did.] Which letter are you, and what did it cost you to find out? I will come back in a few weeks and post the spread. 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 things ... ... nothing, the reviewer's normal experience becomes an empty screen, and empty screens train people to expect empty. Whether the one that is not empty gets read properly on day forty is an open question. It still beats the alternative

... action is safe, Relay does an O(1) hash lookup on the tool name. (e.g., github_delete_repo = blocked, github_read = allowed). Zero latency, zero hallucinations. Networkless Sandboxing: For coding agents, you can't regex-check every bash command. Relay routes shell tool calls into an ephemeral Docker container with --network none . If an agent gets hijacked and tries to curl an attacker's webhook to exfiltrate data, the command physically can't resolve DNS. Compliance: Every allowed/blocked action ... ... their AppSec/CISO review. It's free to test right now. Would love for you to tear it apart and give me feedback on the architecture. Live app & docs: https://relay-security-lemon.ver... What do you guys think about the "deterministic vs

... Getting started is super easy just connect the Latitude MCP to your coding agent and give it this article as a catalyst. The MCP can do everything that can be done through the application UI. Claude code command here: bash claude mcp add --transport http latitude https://api.latitude.so/v1/mcp For other coding agents refer to our docs: https://docs.latitude.so/getting... Latitude is MIT-licensed, self-hostable, and the whole workspace is exposed over MCP. Github Repo ...

... just a markdown file. No daemon, no background process, nothing running unless you explicitly invoke it. It's short enough to read end-to-end, and the entire file is printed on the homepage. (There's also a curl | bash installer, but it's behind a disclosure because you shouldn't trust it as much as reading the file yourself.) Anonymous-first. Sharing requires no account. Every upload returns a one-time delete link and an optional claim link ...

... tools Keynada A project I recently built to add calming, meditative typing sounds to my workflow, making coding sessions more enjoyable than standard keyboard clicks. VS Code My primary editor for writing, debugging, and maintaining code every day. Claude & ChatGPT Useful for brainstorming ideas, refining concepts, and summarizing information. GitHub & Git Bash

... 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

... please update using the following command: curl -fsSL https://zero.xyz/install.sh | bash ...

... been a month since the launch of Recall 2.0. We've taken some time to rest and recover, while bashing bugs, smoothing out the experience, and figuring out what's next. Help shape what's next for Recall - check out our "What's Coming" feature to share your input. New features Bulk PDF uploads (Plus and Max). Upload multiple PDFs at once. On Max, AI actions run automatically. On Plus, bulk tag manually and start chatting. Share PDFs from your ... ... getting smarter and more forgiving. Export is getting more flexible so your knowledge base stays portable. Browser Extension Update: We've decided to move forward with the original version of the browser extension, which was a pop-up vs

... years each. ano.chat is the chat tool we wanted and couldn't buy. The headline feature: a real terminal inside chat. A proper PTY in the same window as channels and DMs. I switch between Claude Code and bash in there all day, with chat right next to it because that's where the context already lives. The reframe: every "integration" is just a CLI. gh, kubectl, psql, your own scripts, whatever MCP server you wired up this morning they ...

... most painful part of working with data files? 3. Would GPU-accelerated queries (CUDA + Metal) matter for your use case? We're open source (MIT) and you can try it right now: curl -fsSL https://raw.githubusercontent.co... | bash Or just: pip install slothdb GitHub: https://github.com/SouravRoy-ETL... Website: https://souravroy-etl.github.io/... Would love your feedback before launch day. What would make this useful for YOUR workflow ...

... dependency graph. For those shipping SDKs: do you find that keeping the SDK code in the same monorepo helps the AI write better integration tests, or does it get confused by the different environments (e.g., std for SDK vs no_std for core)? Comment from Ghost Kitty(@ghost-kitty-9607470): Comment Deleted Comment from Adrin D'souza(@second_son_of_god): Bro this is the exact journey I see so many people go through Submodules + Turborepo is a special kind ... ... except the public SDKs. AI agents actually understand the full context now. What s your subtree sync command look like? Curious how you scripted it. Comment from Csaba Ivancza(@csaba_ivancza): @second_son_of_god  i have a bash

... sessionSecret, NEXUS AI auto-generates a cryptographically secure 64-character hex secret for your Express sessions. You can also pass platform OAuth credentials and an anthropicApiKey at this stage if you have them ready. Or deploy from the CLI: bash Copy nexus deploy flixty \ --provider gcp_cloud_run \ --wait Step 3 Save your deployment credentials After a successful deploy call, NEXUS AI returns: Field Description Example id Deployment UUID 7a2c91f0- sessionSecret Express session signing key 4d8f1c3a9e status Current state queued ... ... previous working revision Delete nexusai_deploy_delete Permanently tear down the deployment Scaling your deployment Scale Flixty up to handle more concurrent users without redeploying: Copy nexusai_deploy_scale( deploymentId: "7a2c91f0- ", replicas: 3 ) Or via the CLI: bash

... findability, safety, instruction quality and more. every check is backed by a paper or real data, not vibes. it scores your repo, shows whats wrong, and auto-fixes some of it. currently a Claude Code plugin, but its all bash + jq under the hood. MIT licensed. feedback welcome Github https://github.com/0xmariowu/Age... ...

... deterministic and testable. VeilChain provides a real, runnable base in Zig so the next milestones (p2p connectivity, persistence, shielded transaction circuit/proofs, full RPC surface) can be added incrementally without losing correctness. How to try it (from the repo): ```bash zig build zig build test zig build test-integration zig build run -- status zig build run -- mine 5 zig build run -- testnet 3 3 ``` GitHub: https://github.com/gorusys/veilc... WhitePaper : https://raw.githubusercontent.co... Next milestones: persistent storage + canonical chain/reorg handling, authenticated QUIC ...

... positions. What I'm Great At Test Automation & QA Engineering Playwright, Selenium, Cypress, Appium C# and TypeScript (primary automation languages) API contract testing, integration testing, regression suites CI/CD pipeline design and maintenance Software Engineering C#, TypeScript, Angular, Python, Bash, SQL WPF/XAML desktop applications (MVVM) .NET MAUI mobile apps Azure DevOps, GitHub Actions AI-Assisted Development Claude Code, GitHub Copilot, Cursor, Google Stitch Built CalendarParse: an agentic C# CLI tool with an LLM-driven parsing loop and benchmarking harness ...

... Small, medium, or large - Name on Hover: See app names during keyboard navigation v1.2.1 Scripting Supercharged - Inline Scripts: Write and run scripts directly, no external files - Script Output Window: Real-time output with async streaming - Shell Environment Options: zsh, bash, with or without profile loading - Faster Tooltip Display: Reimplemented for immediate response I am also glad to share with you that I finally finished our company website Checkit out on: appitstudio.com And we also introduced something new: The AppitStudio Productivity ...

... over :D Comment from AJ(@build_with_aj): @busmark_w_nika  Oh I started last year, (also this one is AI-less) I wanted to see if I could build a hyperminimal window manager for linux using bash and the xorg packages like xdo. Short answer, you can. Dmenu for launcher, window switcher, Pick any keybinds daemon for keyboard shortcuts, Main bash