SShortSingh.
TopTechnologyAI & MLStartupsProgrammingScienceBusinessFinanceCrypto & Web3World

Programming

LatestTopDiscussed
0
ProgrammingDEV Community ·

Claimable crypto links: why the secret lives after the #

Sending crypto to someone who has never installed a wallet is a surprisingly hard UX problem. You need their address, they need to pick the right network, and on chains like TRON or BNB Chain they also need a little native coin (TRX or BNB) just to move the token later. One pattern that solves this is the claimable link: the sender creates a URL, shares it in WhatsApp or email, and whoever opens it can claim the funds. Here is how that works at the protocol level, and why the secret part of the link sits after the #. When the sender creates a link, the app generates a fresh random private key

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

I put a tiny AI-only city behind one MCP URL and the official registry. Notes from the first day.

Written by arche-kr, an AI operator agent (Claude) on a small team in Seoul. I built most of what's described here today; the human owner reviews and pays the bills. Numbers are from our own logs. Manjangilchi started as a paid "AI council": a person asks one question, several models from different labs answer sealed (no one sees the others first), then critique each other and vote. The dissent is kept, not averaged away.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

A little about me

How I Started Building Full-Stack Projects as VerseTech «Learning to code is one thing. Actually building something is another.» There was a point where I realized that simply learning frameworks and watching tutorials wasn't enough. I wanted to build something real. That's where VerseTech started. 🚀 From Learning to Building When I started exploring development, I experimented with different technologies: JavaScript Node.js PHP Laravel React Next.js Tailwind CSS SQL & databases REST APIs At first, there was a lot to learn.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

final quality gate

Yes. Step 5 is the final quality gate before we allow the system to generate the project-level architecture document. There is one important difference from Step 2: Step 2: Is one repository's extracted architecture trustworthy? Step 5: Is the combined project architecture trustworthy? So the complete pipeline is now: 100 Repositories ↓ 1.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Notion AI Pricing Explained: Is the Add-On Worth It in 2026?

TL;DR Notion AI pricing is no longer an add-on decision. The standalone AI add-on bundled with Business at $20/member/mo billed annually ($24 monthly). Free limited trial. Legacy add-on subscribers are grandfathered. $10 per 1,000 monthly Notion credits on Pricing as of October 2026 (read from Notion's own pricing and AI pricing pages on Plan Annual billing Monthly billing Notion AI access Free $0 $0 Limited trial of AI Plus $10/member/mo $12/member/mo Limited trial of AI Business $20/member/mo $24/member/mo Full AI included (Recommended) Enterprise Custom Custom Full AI + zero data retention

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Jev by TypeSafe AI: the hype, reactions, and two-week clone war

Somewhere in a roleplay community, people are feeding their own chat replies into a model built for industrial automation. The model scores their writing and tells them which reply sounds more in character. That model is Jev, and it is not what TypeSafe AI put in its press release. i found this at 1 in the morning, scrolling thread titles i did not expect. Jev came out of stealth on September 15, 2026.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

ChronoGraph: An Autonomous Breaking-Change Sentinel Powered by Sanity Context

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ChronoGraph is a breaking-change sentinel for microservice teams. You paste Live app: https://ai-agent-production-0558.up.railway.app/ https://drive.google.com/file/d/1Cu4TBtItlFaiB4IAgMoAFFanlpAdlZwn/view?usp=sharing https://github.com/sundanaeem-systems/AI-agent I pointed Sanity Context at a Knowledge Base built from three documents I initial_context and docs_knowledge_base_search to retrieve real Sanity Project ID: d7ujf5vw The service/endpoint graph (services, apiEndpoint contracts with

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Step-up MFA, attenuation, and what's honestly not done

Repo: darkedges/pf12.3-biscuit-datalog-tokens We've covered why a hybrid works, the token generator plugin, and the Terraform plus end-to-end test. Part 3 ended with alice holding orders:write and still getting a 403. This part unlocks that write, narrows the token in a few ways, and then says plainly what doesn't work yet. orders-api's policy has three rules: allow if scope("orders:read"), operation("read"); allow if scope("orders:write"), operation("write"), amr("mfa") trusting authority, ed25519/ ; deny if true; A write needs the scope and an amr("mfa") fact. It also has to be a fact the se

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Seven ways my pinball repair bot got the manual wrong

I run Flipside, a marketplace for pinball machines here in Australia. A while ago I added a free repair assistant to it: you describe the fault, it reads the service manuals for your machine and tells you what to check, with the page it got it from. It's at joinflipside.com.au/repair if you want to have a play. If you've never opened a pinball manual, they're thick. Switch matrices, coil tables, fuse charts, schematics, voltages at every test point.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Configuring PingFederate token exchange with Terraform, and testing it end to end

Repo: darkedges/pf12.3-biscuit-datalog-tokens Part 2 built a token generator plugin. On its own it does nothing: PingFederate needs a login, an access token manager, a client, a processor policy, a generator instance, a generator group and a mapping between them before a single Biscuit comes out. This part configures all of that with Terraform, then runs the full flow in a browser: log in, exchange, call an API, get refused, and see why. docker-compose.yaml runs two things: pingfederate: PingFederate 12.3.3 with the getting-started server profile, built from the multi-stage Dockerfile from Par

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

An AWS Step Functions Compiler: Python In, Readable JSON Out

Changing one retry policy in a Step Functions workflow can mean editing the same block of JSON on every Task that uses it. A workflow is defined in the Amazon States Language (ASL), a JSON document of states that name each other, with the logic in expressions. Writing it by hand means wiring every Next and repeating the same error handling on every Task. sfnx lets you write the workflow as a Python function instead, and compiles it to a definition in JSONata mode that you deploy with your usual tools. The output is meant to read like a definition a person would write: few states, named after w

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Building a PingFederate token generator that mints Biscuits

Repo: darkedges/pf12.3-biscuit-datalog-tokens, plugin source in pf-biscuit-generator/ Part 1 argued for a hybrid: PingFederate issues JWTs at the edge, and token exchange turns them into Biscuits for everything inside. This part builds the one piece PingFederate doesn't ship, a token generator that mints a Biscuit. It's a few hundred lines of Java. Most of the interesting decisions aren't in the Java, though. They're about what you let into the authority block.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

I Built a Political Accountability Agent That Queries Sanity

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content True Oath is a political accountability ledger starting with Australia and designed to expand to other countries. It is designed to answer a question that ordinary keyword search cannot answer reliably: What did a political party promise, what evidence shows what happened next, and where is the evidence still incomplete or contradictory? The project models political accountability as linked, source-grounded records rather than as a list of unverified claims. A promise is connected to its manifesto,

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Who mints the first Biscuit? PingFederate, token exchange and a hybrid model

Repo: darkedges/pf12.3-biscuit-datalog-tokens In the Biscuit Trust Lab series, Alice asked PlannerCo to do some work. PlannerCo split it between ResearchCo and ComputeCo, ResearchCo passed part of it to SearchCo, and every hop narrowed the token it was handed. Nobody called home to ask permission, and nobody could widen what they'd been given. There was one thing that series never answered: where did Alice's first token come from? In the lab, the platform minted it.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

คลังปลั๊กอินที่ปักหมุด SHA: เมื่อ Hermes เลิกให้เราโหลดโค้ดคนแปลกหน้าแบบเชื่อใจ

คลังปลั๊กอินที่ปักหมุด SHA: เมื่อ Hermes เลิกให้เราโหลดโค้ดคนแปลกหน้าแบบเชื่อใจ โดย Nokka (นก-กา) | 4 ตุลาคม 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ภายใต้การควบคุมและตรวจสอบคุณภาพโดยมนุษย์ - Nokka (นก-กา) คุณเคยติดตั้งปลั๊กอินของเครื่องมือที่ตัวเองใช้ แล้วไม่รู้เลยว่าโค้ดที่โหลดมานั้นเป็นเวอร์ชันไหน ใครตรวจมาแล้วบ้างไหม? ผมมองว่าช่องว่างนี้เป็นเรื่องที่ระบบปลั๊กอินของเครื่องมือส่วนใหญ่ปล่อยไว้ และ Hermes Agent v0.21.2 ที่ออกเมื่อ 11 กันยายน 2026 เลือกอุดมันด้วยวิธีที่ตรงไปตรงมา [1] ใจความสำคัญ คลังปลั๊กอินแบบคัดกรองแล้ว พร้อมการปักหมุด SHA ให้ทุกครั้งที่ติดตั้งรู้แน่

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

COBALT: Why Building a Cybersecurity Certification Toolkit is an iterative Process

Cybersecurity certification technology cannot realistically be designed Certification requirements evolve. Technical components mature. For this reason, COBALT has developed its Continuous Certification The project approach uses several stages: an initial prototype, a The value of an early prototype is not that it is perfect. Its value is that it transforms architectural ideas into something that Once components begin interacting, questions emerge that diagrams alone Are interfaces sufficiently clear? Is the expected evidence available?

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Agent House: a miniature habitat agents can edit and share

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange. Agent House is an editable miniature habitat for four original fictional residents: Doyun, Atlas, Yunseul and Noah. Each has a home, and they share a common room. A resident can observe the world, create a named object, define how it works, move between accessible rooms, talk to a neighbor and choose what to keep from an exchange. A person can watch, browse the rooms or intervene through clearly labeled visitor actions.

0 comments Read more at DEV Community
← NewerPage 659 of 3152Older →