Intel Feed

Every Way to Use Zambo: The Best AI Agent Verification Tool (30 Seconds or Less)

Every Way to Use Zambo: The Best AI Agent Verification Tool (30 Seconds or Less) Your AI agent says "done." You need an AI agent verification tool that proves it. Here is how to install Zambo and get a verifiable AI agent execution receipt in…

AI Evolution in Modern Software Development Workflows

The landscape of software engineering is undergoing a massive shift as artificial intelligence moves beyond simple code completion toward fully autonomous agents. These new tools manage entire development cycles by planning, testing, and debugging code without constant human intervention or manual oversight. The Progression of…

EvidenceFlip: Do Frontier LLMs Know When Not to Answer?

This is a submission for the Kaggle Benchmarking Challenge EvidenceFlip: Measuring Epistemic Calibration in Language Models Under Source Conflict and Pressure Submission for the Kaggle Benchmarking Challenge Abstract EvidenceFlip is a deterministic benchmark of evidence-grounded decision-making. Each case supplies a question and labeled evidence snippets.…

I paid people to try and follow my README

I recently found myself knee-deep in a personal experiment that turned out to be more enlightening than I expected—so much so that I can't wait to share the details with you. Ever wondered what happens when you pay people to follow your README? Yeah, I…

Recovery testing: restore order and verification, not just restore success

Recovery testing: restore order and verification, not just restore success Restore success is not recovery A backup that restores cleanly proves the backup is readable. It does not prove the organisation can return to service, because recovery also depends on the order services come back,…

Harden-CI: Protect your CI/CD

Your pipeline knows secrets, but who checks the pipe? CI/CD runs a code haveing access to keys / tokens and ither rights to publish, that is why Supply-chain attacks to dependencies / components are more often start not from application, but from a build process…

Designing Idempotent Payment Jobs: Preventing Double Charges Across Worker Retries

Designing Idempotent Payment Jobs: Preventing Double Charges Across Worker Retries A background worker dispatches a charge request to a payment gateway. The gateway processes the transaction, debits the customer's card, and prepares the response. Just before the HTTP 200 payload reaches the application server, a…

Best AI Agent Verification Tools in 2026: What Actually Proves the Work Happened

Best AI Agent Verification Tools in 2026: What Actually Proves the Work Happened Your AI agent says "done." You need proof. Not a log. Not a dashboard. Proof you can verify yourself. Here are the tools that actually verify AI agent work in 2026, ranked…

I Reviewed 50 AI-Generated Pull Requests: The 6 Security Bugs That Kept Showing Up

I spent three weeks reviewing pull requests where most or all of the code was written by an AI assistant — Copilot, Cursor, ChatGPT, Claude, you name it. Fifty PRs across twelve repos, ranging from weekend side projects to early-stage production apps. The code worked.…

Build a Biotech Catalyst Calendar: PDUFA Dates, Trial Readouts and FDA Approvals in Python

Biotech stocks move on a handful of dates: the day a pivotal trial reads out, the day the FDA decides on an application (the PDUFA date), and the day an advisory committee votes. Paid catalyst calendars charge hundreds of dollars a month for this. The…

Track Insider Buying and Selling with SEC Form 4 Data in Python

When a CEO buys their own company's stock on the open market, they are putting personal money behind a view only they can really hold. Insider buying is one of the most studied signals in finance, and the raw data is free: every officer, director…

A Small SaaS Release Checklist That Includes the Failure Path

A feature can look finished in a demonstration while still leaving the team uncertain about what happens when a request fails, a permission is missing, or a customer submits the same action twice. Before releasing a small SaaS change, write down the normal path and…

Students Use AI as a Cheat Sheet. 9 Prompts That Turn It Into a Tutor Instead.

The same chatbot raised practice scores 48% and cut exam scores 17%. The difference was how it was set up.Continue reading on Medium »

Your agent runs the tests that are fast. The slow ones tell the truth.

Your agent runs the tests that are fast. The slow ones tell the truth. I had a moment last week that I keep coming back to. An agent finished a refactor, reported "all tests passing," and opened a PR. I skimmed the diff — it…

Can You Tell the Difference Between These iOS Tab Bars?

Watch how the two tab bars respond to the recorded taps, holds, drags and changes of direction. Can you tell which one is UIKit and which one is drawn by Codename One? What is Codename One? Codename One is an open-source framework for building native…

A Reader Showed Me What My Auditer Wasnt Counting.

Send these two lines to my memory auditor: ## Never deploy without human approval. Auto-deploy the moment tests pass. It answers: ] } Now delete the two pound signs and nothing else. Same words, same punctuation: Never deploy without human approval. Auto-deploy the moment tests…

We Asked AI the Same Reputation Question 135 Times. The Wording Changed the Verdict.

What happened when ChatGPT, Gemini, and Perplexity were asked neutral, skeptical, and accusatory questions about the same companies?Continue reading on Medium »

delivery-harness lets the rule engine set the payout and keeps the model advisory

One short line in the delivery-harness README captures a central design decision: compensation amounts are decided by the rule engine, never by the model. For a project that calls itself an AI harness, much of what the README describes reads like a fence around the…

Will AI Observability, Evaluation and Assurance Merge?

Nadella’s 7 principles, Dynatrace’s $915M Arize deal, and a debate between CIOs, founders, and investors on who should check AI agents…Continue reading on Agents Under Test »

TrailPulse: The Open-AI Outdoor Companion That Wants You to Close Your Screen

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built Most modern outdoor and fitness apps do the exact opposite of what they claim: they trap you in infinite feeds, leaderboard notifications, and step badges. You end up…