Don't just end with 'write it' for Copilot. AI development that cycles through verification, built with VS Code, GitHub, and Microsoft 365

Having AI write code and being able to incorporate changes with peace of mind. There are still several verification tasks in ...

CodeQL's 'ai threat model' won't start without defining sources — 8 items for an LLM Output Source Contract

I added threat-models: ai to my CodeQL workflow. Now I want to think that if LLM output flows into SQL execution or a shell, ...
developers.openai

Securing persistent agents like OpenClaw at OpenAI

How OpenAI combines trusted control-plane services, Codex sandboxing, auto-review, agent identity, and observability to run ...
HackerNoon

Researchers Decrypt Hidden Chain-of-Thought From OpenAI, Anthropic and Google APIs

Interchangeable encrypted reasoning blocks let attackers decode hidden chain-of-thought and leak PII and credentials from major LLM APIs.
HackerNoon

Exactly-Once Publishing on Cloudflare D1 Without Transactions

Learn how to prevent duplicate writes in Cloudflare D1 using fencing tokens, guarded SQL batches, and revision-based cache ...
Mena FN

Const Agility Introduces QR Bundles For Sharing Multiple QR Codes As One File

(MENAFN- EIN Presswire) A free feature in the NxtTools app saves scanned QR codes and web links in a single file that can be sent to another person and opened on their phone. FRISCO, TX, UNITED STATES ...
The Enterprise

Const Agility Introduces QR Bundles for Sharing Multiple QR Codes as One File

A free feature in the NxtTools app saves scanned QR codes and web links in a single .qrb file that can be sent to another person and opened on their phone. FRISCO, TX ...
GitHub

Apify SDK: The scalable web crawling and scraping library for JavaScript

The scalable web crawling and scraping library for JavaScript. Enables development of data extraction and web automation jobs (not only) with headless Chrome and Puppeteer. - ...
GitHub

README.md

These tools build views of retained research evidence. They are not code for the independent application and must not be included in a clean implementation handoff. tools/ on main is the only home for ...