37K LOC Daily Across 5 Projects, Speeding Up
Absolutely insane week for agentic engineering 37K LOC per day across 5 projects Still speeding up https://t.co/VR3utsduYx
Looped Code Review: Keep Fixing Until One Issue Remains
When doing a code review with Codex, instead of just asking it to review the code, say this instead: “Review the code and keep fixing the findings in a loop until only one finding remains.” Otherwise, you will just iterate, iterate, and...
AI Voice Assistant Handles Bug Fixes While
Just made a Claude skill that lets me remote in to my accounts via phone, assigns the issue to the Intern (our junior dev agent), update the fix and put to code review (agent) for testing in dev. Vacation won’t...
Google's TurboQuant Cuts Memory, Boosts Speed—Results Vary
Google introduces TurboQuant, a compression method that reduces memory usage and increases speed, though results depend on benchmarks and real-world implementation variability. https://t.co/Li0QNGhDo4
One Typo Can Break a Million-Line Build—VC & Tests Needed
"A single character typo broke the build for a 1,000,000 line code base" <-- this can easily happen and isn't a big deal. Version control + automated testing fix this. Those two things are generally weak in CAD...
Essential Linux Cheat Sheet for DevOps and Security
Master Linux like a pro 🐧💻 From basic commands to networking, permissions, automation, and scripting—this is your all-in-one Linux cheat sheet. Whether you’re in DevOps, Cloud, or Cybersecurity, these commands are your daily toolkit 🔧 Save this post 📌 — you will need...
FirePass Unlocks Unlimited Kimi K2 Turbo for $7/Week
FireworksAI has released FirePass subscription to access Kimi K2 Turbo - a faster Kimi K2.5 serverless API $7/week unlimited tokens with first week free for use with agentic coding harnesses like OpenCode, Cline, Roo Code, Kilo Code, and OpenClaw...
Master GitHub Actions: Core Concepts, Matrix Builds, and Security
GitHub Actions Complete Documentation What's covered: ✅ Core concepts (Workflow, Event, Job, Step, Action) ✅ Triggers — push, PR, schedule, dispatch & more ✅ Matrix builds — test across 9 environments at once ✅ Caching — cut build times by 80% ✅ Reusable workflows & composite...
Claude Code Flags Critical Issues in Every Codex Review
It's wild that every time you run a Codex code review from Claude Code, it finds critical issues. Not 95% of the times, 100%.
Claude Code Gains 5 Modes, 32 Agents, 3‑5× Speed
🚨 Claude Code just got superpowers. Someone built a multi-agent orchestration layer on top of Claude Code that gives it 5 execution modes, 32 specialized agents, and 3-5x faster output. Zero learning curve. No new tools. No new subscriptions. Just Claude Code...
AI‑driven Requestly Auto‑syncs Postman Collections via Git
Holy moly... This AI just made every scattered Postman setup look embarrassing. It's called Requestly and its API client syncs your entire team's collections through Git automatically. No stale docs. No "which base URL are you on." No individual setups drifting apart. Here's...
Audit Your AI Stack: Cut Token Costs 84%
Here's how we cut $5k/mo in token spend to $800 for one person. Steal these. Did a full cost audit last week. Cut it to $800. Same output. That is an 84% reduction. The biggest waste? A recruiting cron job running every...
DevOps Must Control, Not Just Record, Misbehaving Agents
"Record everything" isn't right. DevOps needs controls to throttle, quarantine, or kill misbehaving agents in real time #DevOps #AIops https://t.co/tRGwCPc4Mb
Use /Doctor Command to Diagnose Issues Instantly
I spent 20 minutes debugging why Claude Code couldn't find my MCP server. Checked the config, restarted the process, read the docs. Turns out there's a /doctor command. It diagnosed the problem in 3 seconds.
Start Small with Coding Agents to Gain Edge
Adopting coding agents isn't about replacing engineers or handing over critical systems on day one; it's about gaining a competitive edge by offloading low-risk tasks like migration scripts and test generation. By starting small with tools like Codex and Cloud...
Nvidia Separates Rollout and Training, Doubling Agent Performance
Most people building AI agents hit the same wall: training is slow and expensive. Here's why — and what @nvidia just did about it. When you train an AI agent, two very different things happen at the same time: • The agent runs...
Simple GStack Workflow: /Plan‑eng‑review Then /Ship
This is why on GStack I usually just run /plan-eng-review and /ship and it works
New PostgreSQL Client Built, Requires Rigorous Testing
Ok. I’ve developed a PostgreSQL database client similar to Neon’s. I need to test it thoroughly before using it in production.
New Deployment Adapter API Lets Next.js Run Beyond Vercel
Next.js is popular, but not easy to deploy outside of Vercel. But thanks to teamwork across companies, there's a new stable Deployment Adapter API. And @Firebase is deeply involved and giving you a great way to run these apps. https://t.co/8Nk7k90yTY
Great DevEx Turns Friction Into Seamless Flow
From Friction to Flow: How Great DevEx Makes Everything Awesome https://t.co/mInTjuCShW < I'm so glad I get to work with @nicolefv and learn from her. Everyone gets her wisdom in this @InfoQ video/transcript.
Scion: Preston's Self‑Organizing Agent Orchestrator, Local & Remote
Preston is the brains behind Scion, this self-organizing agent orchestration tool. Run local, remote, or both. Give us feedback if you try it out. I'm aiming to take it for a swing this weekend.
Scion: Open‑Source Multi‑Agent Orchestration for AI Swarms
Am I supposed to talk about this yet? It's Friday, let see what happens. We quietly open sourced Scion, a new multi-agent orchestration tool for deploying and managing swarms of containerized AI agents Describe the rules, agents self-organize. All in...
Montenegro's Pilot AI Scores 82% Benchmark, Proving Hub Status
Next week I'm presenting at AIM Innovation Week in Podgorica. EU-backed event bringing together startups, investors, and corporates around Montenegro's innovation ecosystem. Showing how AI builds software autonomously. Our tool Pilot is scoring 82%+ on the global industry benchmark, built right here...
Cut Monorepo Size, Slash Clone Times and Timeouts
By shrinking their monorepo from 87GB to 20GB, clone times dropped from an hour to under 15 minutes, onboarding became faster, CI pipeline started faster, and they saw fewer timeouts. The story from @Dropbox engineering ... https://t.co/XLOcCvbJeu
AI Observability Turns Hours of Debugging Into Simple Queries
Sherwood Callaway (@shcallaway) is a second-time YC founder building @sazabi, an AI-native observability platform that helps engineers understand and fix production issues using AI. After years debugging production systems at companies like Brex, and building and exiting his first startup, he...
Developers Choose CLI Over Bloated MCPs, Composio Delivers
I won’t pretend I don’t use MCP - I do! But facts are facts: the ecosystem is getting way too bloated. If @composio’s universal CLI can actually just work in one command and remove the config nightmare... .. I’m 100% sold 🫡
Shared Observability Unites SOCs and DevOps Agents
SOCs and DevOps will need shared observability for agents: data access, tool calls, MCP interactions, and risk levels in one view. #Security #DevOps https://t.co/tRGwCPc4Mb
Seeking Collaborators to Build Daily Release Pipeline
We’re moving from a monthly release schedule to daily. That means we need to have a clean pipeline from merged PR to public message. It seems like this could be an end-to-end mini app. If you’d like to help us build, refine...
Free Open-Source AI App Hacker Beats $117M Startup
🚨 A startup got $117M to build an AI app hacker. An open-source alternative just dropped that does the exact same thing. It breaks into your app, steals your data, and hands you the fix. Now running directly in your CI/CD pipeline. 100% Free...
Stabilized 16k Flaky Tests Overnight with OpenClaw
Gumroad’s test suite of 16,000 tests has been flaky for years. This slowed down shipping tremendously. This week, Gianfranco used @karpathy’s autoresearch and @steipete’s OpenClaw to stabilize our test suite overnight. And his code is open source, so you can (have...
AI Rewrote Canon Webcam App in Rust, Fixing Crashes
Great little story from @danshapiro about how he asked a coding agent to fix the official webcam software from Canon that kept crashing. He woke up to a new, fully functional Rust webcam app that has worked ever since. ...
Choose the Right Branching Strategy: Trunk vs Feature
Feature branches? Trunk-based development? How do you think about your branching strategy for source code? Here's a good look at some proven patterns: https://t.co/8o8FCGewx8 https://t.co/QYIYdtQ1eX
Proactive Code Scanning: Fix Bugs Before They Occur
Now extrapolate this into the future: instead of just reactively fixing issues when they occur, the next step is to proactively fix them as they are detected by a background agent that scans the codebase 24/7 and simulates error scenarios.
Gstack Now Available in Claude Code Distribution
I guess gstack is now in distribution in Claude Code You can just open a blank window and say install gstack and it works now https://t.co/w4ERSXrjFC
Claude Automates Stack Setup, Making Deployment Effortless
Struggling to get a production stack together? Just get Claude to do it. Need to pay for it? Just get Claude to do it. Bit by bit autonomy is coming.
Pick the Right Deployment Strategy, Even with AI
I know we're somehow now talking about AI agents that just ship code directly to prod whenever, but yeah, you may still care about your software engineering rigor. Here's a post with common deployment strategies and how to choose the right...
CLAUDE.md Can Quietly Mislead Your Code Agent
Wrote up how we built a Claude Code skill that audits project docs against source code. The most interesting finding? Your CLAUDE.md can silently misdirect your agent.
AI Tools Won’t Boost ROI Without Process Overhaul
RT Inside IT, many teams are still running pre-AI agile and DevOps playbooks while sprinkling in copilots and vibe coding. That mismatch will quietly cap your AI ROI until you redesign roles, rituals, and pipelines. #AI #Agile #DevOps @Star_CIO https://t.co/rZYa7HdIa8
Smart Defaults Automate GStack, Accelerating Deployment Speed
I'm improving the /land-and-deploy skill in GStack and I am amazed that this is going to work I recommend most GStack users get the hang of /plan-eng-review and other plan skills, but once you get it and get sick of so...
Navigator: Top ClaudeCode Plugin for Structured Dev Workflows
Navigator is still #1 and the only ClaudeCode plugin I use 🧭 Built for experienced devs who care about roadmaps and thinking before execution. Screenshot is Nav loop mode in action: full cycle of execution, checks, tests before anything ships +...
AI Gateway Simplifies Token Metering for Every AI Factory
Every company will become an AI factory, wherein the unit of production is the token. Tokens, however, create usage tracking billing headaches that are v unlike SaaS. ▲ AI Gateway now solves the metering problem across models & providers with...
Live OpenClaw Setup: Get Guide and Config Files Free
Live OpenClaw setup this Friday, March 27 at 1:30 PM PT. I'm setting it up from scratch in real-time. Server spin-up to the first Slack message. You'll see what actually matters. Walk away with the setup guide and the config files I...
Need Git Commits to Capture Full Prompt Context
I wish Claude Code would automatically include the prompts + the full context in a repo as a git commit "note". The full conversation that led from zero to feature, and I want it in git blame, not just who did...
Master CI/CD in a Week with Real Project
What are the components of cicd - code commit - triggers the ci pipeline - build starts - testing - deploy. Tools GitHub action, Gitlab, Jenkins etc. cd - delivery via Argocd. If we can complete this within a week...
Trivy Compromise Spreads to Major Python Package
Aqua Security’s Trivy vulnerability scanner compromise is trickling down into a hugely popular Python package. https://t.co/oj8J8KJrGo
Top AI Infrastructure Tools I'm Loving Right Now
AI infra tools I've been using and loving recently: - @railway - @resend - @fastmcp
Per‑branch Preview Environments Enable Parallel Bug Fixing
We've shipped staging per branch at Senja Every PR now gets its own preview environment We can fix multiple bugs in parallel, test in real customer accounts via @retool , and invite the AI agents in Linear to review branches directly https://t.co/kyw1uGmHtV
Free 50‑page Guide to Master GitLab CI/CD
The only GitLab CI/CD guide you'll ever need. 🔥 50 pages · 16 chapters · completely FREE. Covers everything: → Pipelines & .gitlab-ci.yml → Runners & autoscaling → SAST, DAST & DevSecOps → Kubernetes & GitOps → GitLab Duo AI (2026) Swipe through the full breakdown ➡️ Comment 𝗴𝗶𝘁𝗹𝗮𝗯𝗰𝗶𝗰𝗱...
Check Kiro CLI: Ensure Correct Model Is Served
Whomever is responsible for checking to see if the right model is being served up in Kiro CLI needs to take a look right now.
Custom AI Tools Automate Reviews, Boost Reliability
Building your own tools like GStack is an amazing experience. You come up with something you think might work and then two days later it replaces what you were doing before. Instead of /plan-ceo-review and /plan-eng-review sequentially, I find myself using...