DEV Community: sharanjit singh

Sick of repeating context? How I’m maintaining codebase continuity across different AI models

sharanjit singh — Wed, 03 Jun 2026 10:54:05 +0000

Hey everyone,

If your daily development workflow looks anything like mine, you probably spend a massive chunk of your time fighting with AI prompt boxes. You open a clean chat, paste a structural block of legacy code or an API spec sheet, and try to explain your business rules. Then, three chats later, the LLM hallucinates or entirely drops the thread, forcing you to feed it the exact same background context all over again.

As developers, managing token limits and context drift across fragmented tools is a massive time sink.

I’ve been looking for an environment that handles permanent, localized data grounding natively, and I recently spent some time testing out a platform called TKCORE AI that approaches this completely differently. I wanted to drop a quick breakdown of how it handles workspace continuity from a builder's perspective.

Bringing True Context-Awareness to the Chat

Instead of dealing with isolated, blank-slate chats, the platform is built around a "knowledge-to-creation" pipeline. You can spin up standard chat interfaces but immediately upload custom knowledge base files (like an entire structural folder, internal docs, or localized project requirements).

The platform hooks that data directly into the active reasoning pool. This means you don't have to keep writing extensive prompt preambles; the system keeps the AI inherently grounded in your specific project background.

The Engine: TkCore-V5.5-Pro

What makes this work smoothly under the hood is their proprietary flagship engine, TkCore-V5.5-Pro. It is explicitly highlighted as their signature model, and it's heavily tuned for high-performance reasoning and multi-modal handling.

Even when you throw large background files at it, it parses logic and code structures without the massive latency spikes you normally see when overloading a standard context window.

Built as a Multi-Model Aggregator

Another massive plus for dev workflows is that you aren't locked into just one model ecosystem. The platform acts as a premium aggregator dashboard. Right alongside their signature TkCore-V5.5-Pro model, you get unified access to leading global models like:

DeepSeek-V4
Qwen-Max
GLM-5.1
Kimi K2.5

The real kicker here is that because it uses a native Project Management workspace layout, your uploaded context and assets stay structurally isolated. You can experiment with different model outputs across a dedicated workspace without losing your underlying background data or polluting your other client projects.

Beyond Code: Moving Into Multi-Modal Outputs

Because the platform keeps your project-specific data preserved in the workspace, you can inject those exact insights directly into a built-in suite of creative tools. If you need to jump from writing backend logic to spinning up documentation, professional copy, or visual assets that strictly align with your project rules, it handles the cross-tool data transfer seamlessly.

If you’re tired of managing context across endless tabs, it's definitely worth checking out over at tkcoreai.com.

How are you all handling persistent context right now? Are you using custom scripts, reliance on heavy IDE extensions, or looking into unified workspaces? Let's discuss in the comments!

Gamifying the Mental Checklist of Home Maintenance

sharanjit singh — Mon, 01 Jun 2026 16:32:52 +0000

We’ve all got that invisible, lingering mental checklist running in the background. Clean the gutters. Check the boiler pressure. Swap out the HVAC filters.

Most of the time, that list stays purely psychological until something breaks down completely in the most inconvenient and expensive way possible. It’s a pretty universal pain point for anyone managing a house or property.

I recently came across an interesting app called Homerockr (built for iOS and Android) that takes a pretty clever product-design approach to solving this exact problem. Instead of just throwing a boring, flat checklist at you, they’ve productized the psychological friction of home upkeep using some cool mechanics:

The Home Value Retention Index: This is probably the most unique feature. It calculates a dynamic health score from 0 to 100 based on your completed vs. overdue property tasks. Watching a number tick down if you neglect your upkeep acts as a great visual forcing function—kind of like a fitness tracker step count, but for your home's equity.
10-Minute Guided Walkthroughs: Rather than expecting users to know exactly what structural areas to monitor, the app features a quick, step-by-step physical audit. It guides you through the roof, exterior facade, garage, and indoor spaces to deliberately flag early issues like loose brackets or damp utility corners before they turn into major repair bills.
Systemized Task Delegation: It ships with a library of over 70 pre-built seasonal maintenance templates. You can customize them, set recurring cycles, and delegate specific tracking ownership to different family members or housemates with clean, color-coded priority indicators.

They also threw in a dedicated long-term project timeline tool to roadmap and budget future remodeling milestones (like bathroom or window replacements) years down the line.

If you are tired of relying on unorganized spreadsheets or memory to keep your property running smoothly, the workflow design on this platform is a really neat reference point. Worth checking out if you want to swap out reactive household panic for a bit of automated structure!
Check the IOS and Playstore app here!

How to Get Your First 100 Users as a Solo Founder (No Ads)

sharanjit singh — Sun, 21 Dec 2025 11:03:22 +0000

Originally published on Solo Launches — a platform helping solo founders get early traffic, impressions, and clicks.

SoloLaunches.com

Getting your first 100 users is one of the hardest milestones for any solo founder.

Not because your product is bad — but because distribution doesn’t come for free.

You can build for weeks or months and still struggle to get noticed. Here’s a realistic, no-hype playbook to get your first users without paid ads, even if you’re starting from zero.

Why the First 100 Users Matter

Your first users help you:

Validate that your product solves a real problem
Get honest feedback
Build momentum and confidence
Create early social proof

You don’t need scale yet.

You need signal.

Step 1: Define Your ICP Clearly

Before marketing anything, answer this in one line:

Who is this product for, and what painful problem does it solve?

Bad:

“A tool for everyone”

Good:

“A launch platform for solo founders who don’t want to rely on Product Hunt”

Clarity makes every post, reply, and outreach 10x more effective.

Step 2: Borrow Existing Attention

Early users don’t magically appear. You need to launch where people already hang out.

Good places:

Founder-focused launch platforms
Indie communities
X (Twitter)
Reddit (carefully)
Niche Slack / Discord groups

Founder-first platforms help you:

Get indexed on Google
Appear in front of people actively looking for tools
Gain impressions and clicks without ads

This alone can drive your first 10–30 users.

Step 3: Do Manual Outreach (Human-First)

Manual outreach works if it doesn’t feel like spam.

Where to find users:

Twitter replies
Indie Hacker discussions
Reddit threads complaining about the problem you solve

How to message:

Don’t pitch in the first line
Start with the problem
Ask for feedback, not signups

Example:

“Saw you mention struggling with launches. I’m building something around that — would love honest feedback if you’re open.”

Even a 10% reply rate is enough early on.

Step 4: Build in Public

People follow progress, not perfection.

Share things like:

“What surprised me after getting 10 users”
“A feature I built today based on user feedback”
“Mistakes I made during launch”

This works well on:

X
Indie Hackers
LinkedIn (for B2B)

You’re documenting, not selling.

Step 5: Reduce Friction

Make it easy to try:

Simple landing page
Clear CTA
Minimal onboarding
No forced credit card (if possible)

Your first users are exploring — respect that.

Common Mistakes to Avoid

Waiting too long to launch
Building in isolation
Posting links without context
Chasing vanity metrics

Early growth is manual and messy. That’s normal.

A Simple 7-Day Action Plan

Day 1: Launch on a founder platform

Day 2: Share your story on X

Day 3: Reply to 10 relevant posts

Day 4: Share progress

Day 5: Do 5 manual outreaches

Day 6: Improve landing page copy

Day 7: Ask users what confused them

Repeat.

Want visibility as a solo founder?

I’m building Solo Launches to help founders get early traffic and real users — without paid ads or launch hype.

Launch your product or explore more guides:
SoloLaunches.com

How to Get Early Traffic for Your SaaS (Without Paid Ads)

sharanjit singh — Sun, 21 Dec 2025 10:52:23 +0000

Originally published on Solo Launches — a platform helping solo founders get early traffic, impressions, and clicks without ads.

SoloLaunches.com

Launching a SaaS is hard — but distribution is harder.

Most founders spend weeks building, only to struggle with getting their first users. Paid ads are expensive, outreach is exhausting, and big launch platforms aren’t always founder-friendly.

Here’s a simple way to get early visibility without burning money.

Step 1: Prepare Your Product

Before launching anywhere, make sure you have:

A live website or landing page
A clear value proposition
A short, simple description
A product image or logo (optional)

Your product doesn’t need to be perfect — it needs to be clear.

Step 2: Submit Your Product

Once ready:

Add your product name and website
Write a short description focused on the core problem you solve
Choose a category
Publish your launch

No approvals. No delays. Your product goes live as scheduled.

Step 3: Free vs Featured Visibility

You can launch for free or choose additional visibility.

Free launch

Appears in the public launch feed
Indexed by search engines
Organic visibility over time

Featured launch

Top placement on the homepage
Random visibility across launch pages
Guaranteed minimum feature duration

How Featured Visibility Works

Best Practices for Better Results

Keep your description short and problem-focused
Feature Launch on weekdays for better engagement
Share your launch link on X and communities
Engage with early feedback

Why This Approach Works

No paid ads required
Real users, not bots
SEO-friendly product pages
Built for solo founders and indie hackers

Want early traffic for your SaaS without ads?

I’m building Solo Launches to help solo founders get real visibility, impressions, and clicks — without expensive promotions.

Launch your product or explore more guides:
SoloLaunches.com

🚀 I Built a Simple Platform to Help Makers Launch Their Startups Without the Usual Noise

sharanjit singh — Tue, 09 Dec 2025 10:05:25 +0000

If you’ve ever tried launching your startup online, you know the routine:

You submit your product to a dozen websites…
Fill long forms…
Wait for approvals…
Compete with 200 other launches happening the same day…
And your product still barely gets noticed.

Launch platforms are great — but they are also crowded, noisy, and overwhelming, especially for solo founders and indie makers.

I wanted something different.

So I built Solo Launches — a tiny, lightweight platform where makers can launch their product cleanly, get do-follow links, get attention from real builders, and not get buried under the noise.

👉 Solo Launches

Here’s the story behind it.

🧩 The Problem With Launch Platforms Today

As a builder, here’s what frustrated me:

❌ Overcrowded feeds

Your launch disappears in minutes.

❌ Complex submission forms

You spend more time filling forms than building.

❌ Zero early traction

Unless you already have an audience, it’s hard to get even 10–20 interactions.

❌ No flexibility

Most platforms decide when your post goes live. You have no control.

And for early-stage workflows, this friction kills momentum.

🎯 What Makers Actually Need

After talking to other indie hackers, I noticed a pattern:

Founders don’t need 10,000 upvotes.
They need:

Early users

Honest feedback

A clean spotlight

A backlink

A simple way to share what they built

A predictable launch day

Not complicated dashboards.
Not dopamine-driven feeds.
Just a lightweight launch pad.

🛠️ What I Built — A Minimal, Maker-First Launch Platform

Solo Launches works in three simple steps:

1️⃣ List your startup (free)

No long forms. No unnecessary fields.

2️⃣ Pick a launch slot

You choose your own launch week — no surprise posting or randomness.

3️⃣ Get visibility from builders

Your product gets seen, reviewed, liked, and commented on by a community of makers.

Every listing also gets:

✔️ A bonus do-follow backlink
✔️ A clean, dedicated product page
✔️ Early traction through comments & likes
✔️ Visibility from people who actually build things

You can check it out here:
👉 Solo Launches

💡 Why Launching Weekly Works Better Than Daily Feeds

Instead of a chaotic feed that resets every hour, Solo Launches uses:

🗓️ Weekly Launch Slots

This means:

Every maker gets space.

No one gets buried within minutes.

Products stay visible longer.

Early adopters browse each week's batch.

It slows things down in a good way.

🚀 Who This Is For

Solo Launches is ideal for:

Indie hackers

Solo founders

SaaS builders

MVPs & side projects

Students launching their first tool

Anyone who wants a clean, friction-free launch

Whether you're launching your first tool or your tenth, the platform gives your project the spotlight it deserves, not just another link in a feed.

✨ Why I Built This

I’m a solo builder myself.
I know how hard it is to:

Get your first users

Get your first backlink

Get your first feedback

Get your first traction signal

I wanted a place that helps founders cross those early milestones
— without stress, competitions, or randomness.

That’s what led to Solo Launches.

🙌 Final Thoughts

If you’re building something — anything — don’t wait until it's “perfect” to show it.
Launch early. Launch often. Launch small.

A tiny launch with real engagement > a big launch with zero depth.

If you want to try the platform or claim a launch slot:
👉 Solo Launches

And if you’re working on something cool, drop it in the comments — I’d love to check it out!

🚀 How I Built a Tool That Submits Your Startup to 100+ High-DR Directories (and Why It Matters for SEO)

sharanjit singh — Tue, 09 Dec 2025 10:02:02 +0000

If you’ve launched a startup or SaaS, you know the pain:

You build something great…
But no one discovers it.
No search impressions. No organic traffic. No backlinks.
Just a quiet product in a loud internet.

I faced the same problem.

Instead of buying ads or doing yet another “share your startup” thread, I doubled down on something simple but underrated:

👉 Consistent, high-quality directory submissions.

Not the spammy ones.
Not the 10-year-old lists full of broken links.
Real, curated, high-authority directories where real users discover new products.

That’s what eventually led me to build List My Site — a tool that manually submits your startup to 100+ trusted, high-DR directories to boost visibility, backlinks, and organic reach.

🔗 Directory submission tool

Here’s everything I learned while building it — and why directory submissions still matter in 2025.