Intel Feed

A 4B Open Model Matches GPT-5.6 Sol on Retrieval at 100 Lower Cost

Neon and Castform test if smaller AI models can replace costly general-purpose models for specific tasks like retrieval.

EvoGuard: Building the Trust Layer for AI-Generated Software

AI lowers software creation costs but not safe evolution. EvoGuard aims to add a trust layer for AI-generated code changes.

429 Is Not a Ban: Six Rate-Limit Myths I Had to Unlearn

QA engineers often misinterpret 429 errors as server issues. Learn proper rate-limit handling to avoid false alarms.

The Smallest Safe Change Is a Measured Property

Safety of code changes is verified by comparing test run outputs, not line counts or intuition.

3 Prompts to Test Text2UI Agents on Low-Cost Tools

Evaluates low-cost AI text-to-UI tools for QA testing with practical prompts and comparisons.

How I Found 47 Leaked Private Keys in a Top-100 Solana Repository (And Built a Tool to Never Miss One Again)

Researcher found 47 leaked Solana private keys in a top repo, built an offline scanner with SARIF output for GitHub Code Scanning.

OpenAI Prompt Caching: Why Prompt Structure Matters More Than You Think

OpenAI's prompt caching highlights how prompt structure impacts AI agent performance and testing efficiency.

Node.js Password Reset Email Preflight for Links, HTML Templates, and Compliance Evidence

QA tip: Verify Node.js password reset email HTML and HTTPS links without exposing tokens for compliance evidence.

Best Sites to Get Paid for Testing Apps

Best Sites to Get Paid for Testing Apps Introduction In 2026, earning money online is more accessible than ever. This guide covers real methods that pay — no fluff. Methods That Work Microtasks — small tasks on SproutGigs, earn crypto or PayPal. Airdrop Farming —…

Rate-Limited SMS OTP Verification for US/EU SaaS Accounts and Payment Receipts

TL;DR For a US/EU SaaS login, choose an SMS OTP API only after its start, rate-limit, retry, and code-verification results fit a small evidence ledger that cannot affect payment settlement or receipt delivery. That ledger is the useful integration artifact. It tells a Node.js service…

How to Use AI for Smart Contract Audits in 2026

AI-assisted smart contract auditing has evolved from a novelty to a critical baseline in 2026. As blockchain protocols grow in complexity, manual review alone is insufficient to catch subtle logic errors and economic exploits. Modern auditors now leverage Large Language Models (LLMs) and specialized static…

A Short Scraping Response Is Not Automatically a Bad Proxy

One of the most expensive mistakes in data-collection operations is replacing a route before identifying where the response became…Continue reading on Medium »

Stop Calling Every Short Scraping Response a Proxy Failure

HTTP 200 is not a body-integrity guarantee. A connection can end after headers, a client can stop reading, decompression can fail, or an intermediary can apply a limit. Before replacing a proxy pool, record where the response became incomplete. Keep three lengths separate With Content-Encoding:…

Building a Crypto Signal Bot with AI APIs - 2026 Guide

In the volatile landscape of 2026 cryptocurrency markets, relying on manual chart analysis is not just inefficient—it’s obsolete. The barrier to entry for institutional-grade trading signals has collapsed, thanks to the maturation of specialized AI APIs. Building a crypto signal bot no longer requires a…

Using LLMs for Crypto Market Analysis in 2026

By 2026, the integration of Large Language Models (LLMs) into cryptocurrency market analysis has shifted from an experimental novelty to a mandatory infrastructure component. Traders are no longer just looking at price charts; they are consuming hyper-contextualized sentiment reports synthesized from real-time blockchain data, social…

The Negative Control That Tested The Wrong Field

Originally published on hexisteme notes. A disk loader got built for an artifact that had a writer and no reader — the build delegated, the job of proving its most important guarantee left to me: break something, watch the check turn red, and don't take…

AI Shouldn’t Write Your Flashcards. It Should Criticize Them.

The full instructions I use are at the end of this post. Everything before them is the reasoning behind the division of labour — which is…Continue reading on Medium »

The Prompt Worked. Then Your Content Got Longer.

The first script was great. Clean hook, tight pacing, a structure that actually held together. You tweaked the prompt a little, ran it…Continue reading on Medium »

Best Sites to Get Paid for Testing Apps

Best Sites to Get Paid for Testing Apps Introduction In 2026, earning money online is more accessible than ever. This guide covers real methods that pay — no fluff. Methods That Work Microtasks — small tasks on SproutGigs, earn crypto or PayPal. Airdrop Farming —…

Reimagining Jane Eyre with Chat GPT

Will the future of entertainment be us inserting ourselves into stories and reading them in a first person POV?Continue reading on Medium »