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  • Cloudflare Built EmDash. I Built NeighDash.

    Hello World, Goodbye PHP The first post on this blog is dated 1999 and says, in its entirety, <?php echo "Hello World" ?>. This month, twenty seven years later, the blog finally stopped running PHP. That is a very long hello (and an even longer goodbye).

    Dev.to AI18 min read
  • Only Gemini Failed My False-Premise Benchmark — 7 Models Tested

    Only Gemini Failed My False-Premise Benchmark — 7 Models Tested The itch I kept noticing a specific failure mode: when a question embeds a false assumption, most models correct the user cleanly — but some play along and confabulate detailed answers that fit the wrong premise.

    Dev.to AI4 min read
  • The Observer Effect in Chain-of-Thought Monitoring

    Every instrumentation layer is an interrogation. You add a trace, and the trace changes the testimony. When we wrap an agent's reasoning chain with logging, we are not passive observers. We are inserting variables into the system's decision surface.

    Dev.to AI3 min read
  • GPT 6.1 Sol: Near-Astra intelligence for a fifth of the price

    Ever just sit back with a cup of coffee, pondering the rapid evolution of AI? I certainly have. Just the other day, I found myself knee-deep in the latest buzz about GPT-6.1 Sol, dubbed “Near-Astra intelligence.” Now, if you’re anything like me, you’re probably asking, “What’s the deal with this…

    Dev.to AI5 min read
  • AI Agent Job Search Fixes: From 610 Discarded Jobs to 643 Passing Checks

    Originally published at aideazz.xyz — cross-posted here with canonical link. My AI job hunter agent, VibeJobHunterAIPA_AIMCF, was discarding 610 Latin American jobs from Torre. This wasn't a filtering error; it was a fundamental misconfiguration in how the agent interacted with the source.

    Dev.to AI5 min read
  • Deal Mind : AI Sales Assistant

    I Built a Sales Assistant That Actually Remembers Customers What if your sales assistant could write the perfect email… …but had no idea who the customer was? That bothered me while building AI sales assistants. Today, an LLM can write a convincing email in seconds. It can summarize a meeting.

    Dev.to AI6 min read
  • How I Stopped 2 AM Outage Loops Using Hindsight Memory

    You know the feeling. Pager goes off at 2 AM. You stumble to your laptop, open the terminal, and stare at a PostgreSQL stack trace you've seen before — but can't remember exactly what fixed it last time. You dig through Slack threads, closed Jira tickets, and a half-finished runbook.

    Dev.to AI4 min read
  • SignalForge: Designing a Memory-Powered AI Agent for Competitive Intelligence

    The Problem Competitive information can appear in many forms: Feature and product launches Pricing changes Marketing campaigns Promotional offers Product announcements Changes in messaging Other market signals When these activities are viewed independently, it can be difficult to understand the…

    Dev.to AI4 min read
  • What Four Sessions of Live SAP Demonstrations Taught Us

    Why Live SAP Demonstrations Tell a Different Story Vendor demonstrations often present SAP capabilities in ideal conditions: clean data, familiar processes, prepared examples, and a specialist who knows exactly which option to select.

    Dev.to AI8 min read
  • Enforcing Zero Network Egress with Automated Sovereignty Tests

    Many dev tools label themselves local-first while secretly pinging remote endpoints for telemetry, grammar downloads, or license checks. When building TokenCap, we decided that security guarantees should not depend on developer discipline. They must be enforced by automated tests in CI.

    Dev.to AI2 min read
  • AI-Assisted Debugging Techniques for Complex Systems (2026)

    Originally published at nlocoding.com 3xNvidia tripled code output with AI IDE (Cursor) Nvidia now produces three times as much code as before across its 30,000+ engineers, thanks to a specialized AI-powered IDE—Cursor.[1] AI-assisted debugging techniques for complex systems are rewriting the rules…

    Dev.to AI5 min read

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