... community I've been using AI coding agents (Claude Code, Cursor, Codex, aider ) to work with open 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

... development shifts rapidly from simple stateless chat completions to fully autonomous agentic workflows ( @Claude Code , @Aider , @Langchain , @CrewAI AMP - Agent Management Platform ), we are encountering a fundamental challenge in software architecture: The Agent Readiness Gap . Unlike traditional deterministic software where API calls are predictable and bounded autonomous agents operate in multi-turn OODA loops (Observe, Orient, Decide, Act). This introduces three critical engineering & financial dynamics that most development teams are currently unprepared for: 1. Context Window Compounding: In long ... ... running agentic sessions, the entire conversation history and tool output (often 100,000+ tokens) are re-transmitted on every single iteration. As a result, token consumption scales exponentially, not linearly. 2. Delayed Cloud Governance vs

... tout mon fort... Comment from Leon(@leond1): Salut ! C'est rare de voir du fran ais ici (je vous conseille d'ailleurs d'utiliser l'anglais si possible, plus de gens pourront vous r pondre). D sol de ne pas pouvoir vous aider en terme de marketing (j'ai le m me probl me, c'est d'ailleurs la raison qui m'a pouss aller vers ProductHunt), mais bonne continuation dans votre parcours ...

... Something that surprised me while building this week: "OpenAI-compatible" is a statement about the API shape, not about how code edits are expressed inside it. Aider does not use tool calls. It sends edits as structured text blocks SEARCH/REPLACE delimiters inside the assistant message. The filename is on the line before the fence, not inside it. Cline and Continue use proper tool calls. A response from some backends carries both. The adapter we shipped this week (`openai_ chat.py ... ... LineageLens proxy) handles all three patterns: tool-call edits, text-content edits (Aider

... direct line to devs. No tracking pixels, no popups. What changed in v2: Live sidebar ads. Headlines, and link, sitting next to your agent instead of a cramped status bar Way more agents supported. Claude Code, Codex, Gemini, OpenCode, Aider, Hermes, and OpenClaw Smoother and faster. Redesigned UI, cleaner rotation, less jank, light and dark modes Impression-based pricing for advertisers. Buy exactly the number of impressions you want, no bidding games Better analytics for companies running campaigns Global payments ...

... setup, I'd rewrite the same agent rules from scratch. FlickClaw solves this with pre-packaged agent configs: 150 specialist agents each with identity, operating rules, workflow instructions, quality gates, and output contracts Native exports Claude Code, Cursor, Codex, Aider, Ollama, OpenClaw, Windsurf, Hermes No lock-in bring your own API key (OpenAI, Anthropic) or use local models. We don't sell tokens. We don't host your AI. Free plan with ads, Pro without transparent pricing, no hidden fees ...

... like button. Benchmarks, benchmarks, benchmarks Benchmarks should always be taken with a grain of salt . They are effectively a snapshot of a models capabilities under near perfect conditions. Sort of like the Big Mac you see on the ads vs the Big Mac you get in the bag. It gives you a good idea, but they're far from a perfect measure of real world usage. Math (AIME 2025, no tools): 94.6 percent Real-world coding (SWE-bench Verified ... ... percent Multilingual programming (Aider

... throwaway projects, speed wins. For production code, I'd add a security scan step before deploy - AI loves to add dependencies it doesn't vet. Comment from Stan Kolotinskiy(@sk_uxpin): Probably not the answer anyone expects here, but VS Code plus Claude Code in the terminal. No fancy IDE integration, just me deciding what to run and when. It's slower than letting an agent loose on the whole codebase but that's kind of the point. I know ... ... with coding models! On my way to write an article on my Medium page in details about it. A few suggestions: - Before implementation, brainstorm and agree on a solution together with the model and document every major feature (with alternatives

... healthier while getting things done. Some of my projects include a Chrome extension that reminds you to take mindful breaks, and an online magazine for makers. I'm also a part-time neuroscience student, a certified mental health first aider, and a self-taught coder. Everything I work on is more or less at the intersection of neuroscience and entrepreneurship. I just launched my newsletter on Product Hunt today and wanted to take that opportunity to answer any questions ...