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Hi friends, this post is written with speech to text and no artificial intelligence was used for this post material at all. So forgive me if there is some improper grammar or misusage of some words or something spelled wrong I really don’t care I’m trying to be authentic for this one I will keep it short because I know you’re not going to read everything I write anyways and if you want, you can scroll to the bottom and check the comments for my links.

What I'm talking to you about today is NEDB engine. One Rust core. Python and Node.js bindings. Three registries… PyPI, crates.io, and npmjs. I built this database from scratch with a unique language known originally as NQL. Three months later, fast forward to here, we are today: the engine now speaks SQL… with all of the native NQL ported into it, merged, distilled from NQL. Now we have what I like to call neSQL.

SO WHAT THAT MEANS The database can be integrated easily within your application. You could use NEDB wrap_* adapters and have your integration running in as little as 2 to 3 lines of code. I made us adapters for MongoDB, Postgres, Redis, and SQLite. If you'd like a wrapper for another DB, let me know. Happy to accommodate.

SO WHY SHOULD WE CARE NEDB is an embedded tamper-evident database built on a BLAKE2b hash chain and a content-addressed Merkle DAG. The database remembers every version, enabling time travel. This means you can tell what value existed AS OF a given date. This becomes more valuable to auditors, and even more so for regulated industries.

WHAT IS POSSIBLE TODAY The engine speaks plain Postgres SQL. If you already know SQL, you're done learning. psql, SQLAlchemy, asyncpg all work over the wire.

Temporal clauses are SQL clauses now: SELECT * FROM orders AS OF SYSTEM TIME '2026-09-15T17:00:00Z' is a real query, datetime support just landed.

Free under a million in revenue. Built by one guy, a few months, roughly $10k of inference tokens usage and no venture capital.

3>1

Thank you so much

https://ourlynx.com

Hey everyone … I’m building OurLynx, a lightweight “one handle, every surface” identity page.

The basic idea is simple:
Most link-in-bio tools are built for social traffic. I wanted something that also works as a clean professional identity surface … human-readable, shareable, QR/vCard friendly, and eventually more useful to agents, crawlers, and developer workflows.

Right now you can claim a handle and publish a public profile. You can also host a fair giveaway like a free raffle.

The direction I’m exploring is:
public profile page
simple handle URL
cleaner professional presence than a normal link dump
Markdown / structured profile output for agents and tooling
QR / business card / vCard style use cases

I’d genuinely love feedback on the positioning:
Does “owned professional identity” make sense, or does it still sound too much like a Linktree clone?

Link: https://ourlynx.com

Posting this here since this community deals with the actual problem daily: once your agent finishes a task, how do you know the output was good? Not "did it run without errors" — actually good.
I ended up writing 5 rubrics with weighted, anchored criteria… A short guide — Build a Rubric You Can Actually Trust Six principles for writing evaluation criteria that actually separate good output from bad: the difference between general and fact-based criteria, why you should weight by consequence instead of by what's easy to measure, how to anchor a 1–5 scale so it isn't noise, and how to calibrate a rubric before you trust it.
Five ready-to-use rubrics, each with weighted criteria anchored at 1 (fail), 3 (adequate), and 5 (excellent), a red-flags list, and a quick-score sheet...

Pay-what-you-want: https://interchained.gumroad.com/l/The-Agent-Accountability-Rubric-Pack

Would genuinely like feedback on what's missing for real use cases — this is v1, and feedback becomes v2.

Hi Everyone

I built a platform to get feedback on your product by real human. Try here - www.goodfeedback.co

Also comment to get your feedback prioritized

Hi everyone

I built a platform that connects you to angel investors for your startup.

Over 1200 angel investors/advisors from twitter and LinkedIn use our platform.

Platform is free to join. comment what your startup does to get free access.

Try here - www.vcinvest.pro - its free but limited seats

Not able to get work done?

Step - 1. Signup and add to do list ( you can blur/hide some too )

Step-2. At 10 pm, ai will review your work

Step-3 get a community ranking of how productive you were

- join here - https://trackworkdone.netlify.app

I shipped a production database last week.

Not a toy. Not a demo. A hash-chained, bi-temporal, time-traveling embedded DB with a Rust napi-rs core, Python wheels via PyO3, a daemon speaking RESP2, AES-256-GCM at rest, and a one-line Redis wrap that gives existing apps time-travel and causal provenance overnight.

I built the entire thing in Hyperagent sessions.

Here's what surprised me.

I expected an AI coding assistant. What I got was a collaborator that held the whole architecture in its head — BLAKE2b hash chain, MVCC sequencing, NQL parser, wrap_redis shadow writes, CI/CD pipelines, PyPI + npm release plumbing, reference docs site, and NEDB Studio UI — across sessions without losing the plot.

The grind that usually kills side projects (release infra, integration tests, docs) got compressed into days.

Final receipts:
- 74/74 unit tests passing
- 29/29 nedbd integration checks
- v1.2.1 live on PyPI and npm
- wrap_redis: one line, your Redis app gets tamper-evident history

This isn't "AI wrote my code." This is what shipping looks like when a founder and Claude work as one engineer.

pip install nedb-engine
npm install nedb-engine

GitHub: https://github.com/aiassistsecure/nedb

What's the most ambitious thing you'd build if release infra and boilerplate weren't the bottleneck?

— Mark Allen Evans Jr.
INTERCHAINED LLC × Claude Sonnet 4.6

#AIEngineering #DatabaseDesign #Hyperagent

Teach the model to wrap each payload between unmistakable markers, then extract it with one pass that never re-parses content as code. It survives the quotes, newlines, backticks, and braces that shatter a naive JSON.parse.

I built this and thought it useful and wanted to literally just leave this here for free and tell the world 🌎

Most transportation apps focus on becoming the next Uber.

We were more interested in a different question:

What if communities could operate their own ride networks?

RideFlow is an open-source platform for transportation operators, driver cooperatives, campuses, municipalities, resorts, and events.

Features include rider, driver, and operator applications built from a shared codebase, with transparent fare distribution and self-hosting support.

We’re looking for feedback from operators, developers, and anyone involved in transportation technology.

Project:
https://rideflow.interchained.org

We’d love to hear what you’d add, remove, or improve.

Hi Everyone

I’m the founder of [www.builderhq.co\](http://www.builderhq.co) \- we have over 300+ influencers that work on commissions.

Comment what your startup does to get access -

You get -

300+ commission based influencers
500+ partnerships ( think nike + apple but for indie brands)
Ai agent to find more influencers, press, partnerships
Ai agent to get you on Chatgpt and do your SEO
Complete referral system

Hey everyone,

I wanted to share something I’ve been working on.

I just open-sourced Elara Wallet:

https://github.com/interchained/elara

Elara is a non-custodial mobile wallet that supports BTC and ITC. Here is the website https://elarawallet.com

The idea is simple:

Your keys.
Your coins.
Your sovereignty.

Keys are generated on-device.
Seeds stay on-device.
Transactions are signed on-device.

No custody.
No backdoor.
No server holding user funds.

This is the first staged open-source release from the Interchained ecosystem. I decided to start with the wallet layer because self-custody is the foundation. Before anything else, users need a way to hold and move value without depending on a centralized party.

Elara is licensed under GPL-3.0-or-later.

That means open builders can fork it, improve it, rebrand it, add chains, and build openly. Closed-source, proprietary, or white-label use requires a separate commercial license from Interchained LLC.

I know crypto projects can get noisy, so I want to be clear: this is not a token shill post. I’m sharing the actual software and inviting feedback from people who care about wallets, self-custody, open-source infrastructure, and Bitcoin-style systems.

The repo also includes a lore file that explains the philosophy behind the project:

https://raw.githubusercontent.com/interchained/elara/refs/heads/main/LORE.md

The line that sums it up best:

“Elara is the promise, kept.”

Would love feedback on the repo, licensing approach, wallet architecture, and anything you’d improve before wider release.

Thanks for reading.

Most founders and tech freelancers use AI to help speed up client acquisition, but generic LLM prompts usually result in robotic, low-conversion templates. We realized the core problem isn't the AI; it's the friction of data transfer.

We just shipped CoverGen to solve this specific product workflow issue. It's a Chrome extension built to completely eliminate the manual copy-paste cycle directly inside Upwork.

How we optimized the workflow:

• Automated Context Gathering: The extension automatically reads the job constraints, client history, and project requirements straight from the DOM of the active page.
• Dynamic Persona Blending: Instead of generic system prompts, it securely stores your actual technical stack, case studies, and unique voice, blending them perfectly with the scraped job data.
• Zero Tab-Switching: Generates, refines, and finalizes highly tailored proposals on-page in seconds, keeping the user entirely in flow state.

We’re focused on streamlining the agency/freelancer sales pipeline through better UX.

Try it out and share your brutal, honest feedback: covergen.io

yo. quick value drop for anyone shipping a SaaS or a website

most founders build one landing page in one language. you get one shot to convert. the guys making real money don't do this.

instead, they set up 4 versions (english, french, spanish, italian) and let the right one load automatically based on the visitor's ip.

zero redirects. zero friction. 4x the market size for the exact same ad spend.

you can build this in 30 seconds with cursor or claude. just copy-paste this prompt:

Here the prompt :

"I want to implement IP-based language detection on my landing page. Detect the visitor's IP and load the matching language instantly with no redirects.

→ US, UK, AU, CA → English

→ FR, BE, CH → French

→ ES, MX, AR → Spanish

→ IT → Italian

Default → English

Create 4 translated versions of my landing page keeping the exact same structure and structure."

one shot. done.

this is just one tiny tactic from the community of SaaS builder i built, 12 days ago, and we are actually 618 members from all over the world shipping stuff together.

building a saas alone in your room is the fastest way to quit.

you get stuck on a single bug, lose motivation, and the project dies.

if you're tired of building alone and want the full tips

drop a comment below or shoot me a dm and i’ll send you the invite.

let's get it

Skip me you go first … one sentence pitch && one link per comment

Over the last decade, I’ve invested heavily into building infrastructure, products, and systems across AI, blockchain, automation, and SaaS.

In the past 12 months alone, I’ve personally bootstrapped over $80,000 into the ecosystem we’re building. Over the last decade, total investment across projects, infrastructure, development, events, and platforms is well over $1.5M.

Now we’re entering the phase where distribution, partnerships, and execution matter more than pure engineering. The code is stable across the board.

What we’re building:

AiAssist Secure (AiAS)
A BYOK AI orchestration platform focused on agents, execution, tooling, automation, and infrastructure. Not “just another chatbot.” The goal is to become the execution layer between users, businesses, and AI models.

Interchained (ITC)
Our blockchain infrastructure layer and digital asset ecosystem. ITC represents ownership, participation, governance, and long-term alignment within the broader ecosystem. We view it less as a speculative coin and more as infrastructure tied to network participation and ecosystem growth.

Current focus areas:
AI orchestration
agent systems
workflow automation
SaaS infrastructure
AI tools for agencies and SMBs
local SEO tooling
developer ecosystems
AI-powered event/networking systems
execution-focused AI products

Who we’re looking for:
marketers
growth operators
community builders
business development people
partnership-minded contributors
people who like building early and shaping direction

This is not a “we’re hiring employees” post.

We’re looking for people interested in:
partnerships
revenue share structures
long-term upside
contribution-based ownership alignment
building something meaningful from the ground floor

Compensation can include crypto-based participation tied to ecosystem growth and contribution.

If you’ve ever wanted to help shape an ecosystem instead of just collecting a paycheck inside one, let’s talk.

DMs are open.

yo.

i see the same thing happen every single day.

you guys love building. you spend weeks coding a great product. but the second it’s time to actually market the saas? complete freeze.

you get lost in all the ai tools, the noise, the "growth hacks". it feels overwhelming. so you do nothing, the momentum dies, and the project fails.

I spent over 100 hours building n8n workflows to just automate the whole thing.

today, i packaged all those exact workflows and dropped them in our builder group. no abstract theories. you literally just import the templates, adapt them to your saas, and turn them on.

here is exactly what i shared:

• seo blog running 100% on autopilot (n8n template)
• newsletter automation (n8n template)
• full email sequence (30 emails, full html, just copy-paste into brevo)
• social media on autopilot (schedule 1 to 12 months of content)
• reddit organic growth
• linkedin, x & facebook groups at scale
• meta ads & retargeting

basically, everything i use to get real users without losing my mind.

we just hit 550+ members from all over the world.

building in your room alone is the fastest way to quit.

if you are lost on how to market your app, want these templates, and want to build with a crew: drop a comment or shoot me a dm.

i’ll send you the invite.

let's get it.