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Shift-Left Testing: How to Catch Bugs Before They Reach Production Shift-left testing means moving quality checks earlier in the development Here's what shifting left actually looks like in practice, and how to build Picture a development timeline drawn left to right: design, code, test, It's not ab
AI coding agents are getting good enough that they no longer feel like autocomplete. Tools like Claude Code, Codex, OpenCode, Cursor, Cline, and other agentic coding systems can read files, modify code, run commands, call tools, inspect errors, and continue working across multiple turns. That is use
A year ago I was the guy rolling his eyes at the AI demos. I tried to use it back then to score sales leads, and I couldn’t get it to reliably do something as basic as flag every company with more than 25 employees. A plain “x > 25” was beyond it. That wasn’t the 10x revolution everyone kept promisi
A well-designed referral program can be the highest-ROI customer acquisition channel for SaaS products, with referred customers typically having 25-30% higher retention and 16% higher lifetime value. This guide covers the complete implementation — from reward structure psychology and invite code gen
The Playwright Playbook — Part 6: Debugging Like a Pro — Trace Viewer, Inspector & VS Code "A failing test at 2am in CI tells you what broke. Trace Viewer tells you why." In Part 1, we wrote solid tests. In Parts 2 through 5, we built layer after layer — network interception, multi-user flows, API t
After Day 1 wrapped, I was waiting for Day 2 — Voice Agent day. Honestly, Voice Agent was the piece I was most nervous about in this whole system. Because the other agents — write emails, look up data, run routing — at worst they write something mediocre, get blocked by Tone Coach, and rewrite once.
The day after submitting to the hackathon, I finally had a moment to look back at the whole system. Turned out something surprising. In these 7 days, we spent more time thinking about architecture than writing code — by a factor of two. Jun 9-11 PRE-EVENT ← 4 days, pure design Jun 12 KICKOFF Jun 13-
There's an uncomfortable fact under all the WebMCP excitement, and the skeptics are right to keep raising it: As of June 2026, none of the mainstream AI agents actually call navigator.modelContext on your site. Not ChatGPT Agent, not Claude, not Gemini, not Perplexity. They all still read your page
There is a specific kind of incident that no alert ever fires for, and it is the one I trust least. Nothing crashed. No exception, no 500, no failed health check. The agent ran every day, returned answers every time, and stayed green on every dashboard you own. And yet, over six weeks, it got measur
A while back I wrote a post called "I Made Claude Code Think Before It Codes. Here's the Prompt." The premise struck a nerve: the problem with AI coding assistants was never intelligence. These models can write a working function faster than you can describe it. The problem was process. Left to its
I asked an agent to turn a handful of stickies into a mind map with connectors. Thirty-eight seconds later it had built one: a hub in the middle, five branches around it, an arrow from the hub to each branch. The five branches sat on a perfect ring, evenly spaced, the first one parked dead at the to
As an Open AI Partner and I'm in the middle of switching Macs from M1 Air to M4 Air. What. a. pain. Especially in the enterprise world where you cannot just simply migrate everything from one Mac to another like you can do personally. You need to set it up as new. So here we go... I didn't want too
The post Bitcoin Price Today: Why the Bear Market Is Still Very Much Alive appeared first on Coinpedia Fintech News Bitcoin was rejected from the $67,000 to $77,000 resistance zone this week, and the way that rejection happened is telling analysts something important. The bear market that began earl
The post Pi Network Warns Node Operators: Upgrade Now or Lose Network Connection appeared first on Coinpedia Fintech News Pi Network issued a reminder on Wednesday urging Mainnet node operators who have not yet upgraded to Protocol v25 to do so as soon as possible to remain connected to the network.
Elastic NV has reportedly acquired Deductive AI Inc., a startup with a platform that helps enterprises fix errors in their technology infrastructure. TechCrunch on Thursday cited a source as saying that the deal is worth up to $85 million. That’s reportedly more than double the valuation Deductive r
French serial entrepreneur and open-source legend Jean-Baptiste Kempf has been building Kyber, an infrastructure layer to control remote devices in real time.
Privacy experts are flagging significant risks with Meta's AI glasses pilot for visually impaired citizens in Gujarat. Concerns centre on potential privacy violations for users and bystanders due to always-on cameras, and challenges under India's data protection law. While the technology promises in
Sauce VC is set to make an estimated Rs 500-550 crore from L'Oréal's acquisition of Innovist, validating founder Manu Chandra's strategy of backing consumer startups early and doubling down on winners. The deal has also put the spotlight on Sauce's model at a time when India's D2C sector has moved b
Nixi has unveiled an AI-powered platform to bolster .in domain security and detect suspicious websites. This initiative, alongside new portals for enhanced user experience and operational efficiency, underscores India's commitment to internet safety. The move aligns with KYC norms for domain registr
Welcome to episode 105 of Pixelated, a podcast by 9to5Google. This week, Abner, Damien, and Will return to talk all through the launch of Android 17. From general improvements to Pixel-specific changes, there’s plenty to dig through. Plus, Pixel Screenshots goes cloud, Google’s new smart speaker goe