1/5
The myth that "bigger AI is better" is costing businesses thousands. New highly optimized models like DeepSeek V4 are destroying expensive frontier APIs in performance and cost. Smart startups are adapting. 🧵👇 #AI#TechStartups#LaunchurConcept
Day 5 of #BuildInPublic
Speed without structure is just technical debt in disguise.
While using AI to accelerate our build today, a sudden context drift caused the agent to hallucinate packages and touch unrelated core files.
The realization? AI agents don’t need more autonomy. They need tighter guardrails.
To stop context drift and keep my builds deterministic, I set up a 5-file anchor system before writing any new code:
📌 1. PRD.md (Scope Lock)
Defines the exact core flow and explicitly states what NOT to build so the agent doesn't add random bloat.
🏗️ 2. ARCHITECTURE.md (System Constraints)
Tech stack rules, folder structure, and hard limits (e.g., max 250 lines per file, server-side validation rules).
⚙️ 3. AGENTS.md / Rules (The Boundaries)
Verification commands (typecheck, lint) and strict off-limit files (.env, migrations, auth logic).
📋 4. TASKS.md (Atomic Progress)
Single-task focus. One checkbox per prompt, so the agent never tries to build the entire app at once.
🧠 5. MEMORY.md (Persistent State)
A living scratchpad logging solved bugs and key architectural decisions across session resets.
Context is everything. If you feed the agent structure, it builds like a senior engineer. If you don't, it creates technical debt at lightspeed.
How are you keeping your AI agents in check right now? 👇
#buildinpublic #indiedev #ai #coding
Sbe earthing is Leading Manufacturer and Technical Solution Provider in the field of Electrical Earthing and Lightning Protection. By providing suitable designs, awareness & customized products, we ensure Electrical Safety and Power Quality Improvements in the Electrical Network.
Milestone unlocked: 350 followers! 🤝
Thank you to everyone supporting the journey so far.
The startup ecosystem thrives on connection.
I am looking to network with more CEOs,
founders, and
builders
who are passionate about pushing the limits of digital technology.
If you want front-row seats to real engineering, product launches, and startup growth—drop a follow.
A lot of interesting stuff is in the pipeline!
#TechCommunity #FounderJourney #Startups #Innovation
1/5
The myth that "bigger AI is better" is costing businesses thousands. New highly optimized models like DeepSeek V4 are destroying expensive frontier APIs in performance and cost. Smart startups are adapting. 🧵👇 #AI#TechStartups#LaunchurConcept
5/5
Stop renting overpriced AI brains for everyday software tasks. We help businesses own their tech stack and build scalable, cost-effective AI features.
Have a repetitive workflow burning cash?
Let's optimize it.
#SoftwareEngineering#TechGrowth
1/5
The myth that "bigger AI is better" is costing businesses thousands. New highly optimized models like DeepSeek V4 are destroying expensive frontier APIs in performance and cost. Smart startups are adapting. 🧵👇 #AI#TechStartups#LaunchurConcept
4/5
The math is undeniable. For high-volume product workflows:
Frontier API: $150+ per batch
DeepSeek V4 / Custom AI: ~$3 per batch
Performance stays the same or improves because the integration is built exactly for your use case. 📊👇
We are thrilled to announce that Nexora is ready for production!
After rigorous testing, our wireless remote app is dropping in a few days on both the Play Store and Microsoft Store. The wait is almost over. See 👇 #TechNews#ProductLaunch#Innovation
Huge milestone unlocked!
After almost 3 to 4 months of rigorous building, testing, and waiting, Nexora: Desktop & PC Control has officially been granted Production Access!
Massive congratulations to the entire team at Launch Your Concept for the relentless hard work, and a big thank you to Google Play Console for finally giving us the green light. Seeing this approval screen makes every hurdle of the last few months completely worth it. Checkout below! 👇
The app is now fully ready for production.
In just a few days, you will be able to download it and experience seamless, wireless connection between your devices:
📱 Mobile App: Available on the Google Play Store
💻 Desktop App: Available on the Microsoft Store
Get ready to control your PC right from your fingertips. We are almost live!
#BuildInPublic #LaunchYourConcept #Nexora #AppDevelopment #SoftwareEngineering #GooglePlay #TechStartup #googleplayconsole @googledevs@GooglePlay@MicrosoftStore
We are thrilled to announce that Nexora is ready for production!
After rigorous testing, our wireless remote app is dropping in a few days on both the Play Store and Microsoft Store. The wait is almost over. See 👇 #TechNews#ProductLaunch#Innovation
Sbe earthing is Leading Manufacturer and Technical Solution Provider in the field of Electrical Earthing and Lightning Protection. By providing suitable designs, awareness & customized products, we ensure Electrical Safety and Power Quality Improvements in the Electrical Network.
Day 6 of #BuildInPublic
Real growth happens when traditional industries meet modern architecture.
Currently heads-down on a major project for SBE Earthing. They are already scaling fast in the physical world; at Launch Your Concept, we are building the digital infrastructure to amplify their brand and scale their reach online.
Laying the groundwork today. Here is a raw, behind-the-scenes look at the code setup and a sneak peek of the early UI. Not live yet, but the vision is locked in.
#DigitalTransformation #WebDev #SoftwareEngineering #LaunchYourConcept
Day 6 of #BuildInPublic
Real growth happens when traditional industries meet modern architecture.
Currently heads-down on a major project for SBE Earthing. They are already scaling fast in the physical world; at Launch Your Concept, we are building the digital infrastructure to amplify their brand and scale their reach online.
Laying the groundwork today. Here is a raw, behind-the-scenes look at the code setup and a sneak peek of the early UI. Not live yet, but the vision is locked in.
#DigitalTransformation #WebDev #SoftwareEngineering #LaunchYourConcept
7/7
If you are building LLM coding agents, stop trying to manage infinite context windows. Build a synchronized file registry instead. It's faster, cheaper, and makes your agent significantly more reliable.
Read the full CORVUS paper here: https://t.co/fiAAul3380
6/7
The numbers back it up. Tested on SWE-BENCH PRO, CORVUS crushed the naive approach:
✅ Input tokens: -9% to -50%
✅ Final prompt length: -15% to -32%
✅ Duplicate reads: Cut by up 86%
✅ Reasoning cycles: -37%
5/7
Before every reasoning step, a "context sync" phase fetches the CURRENT version of all registered files & injects them. Exactly one up-to-date copy exists in the prompt. No more duplicate reads. No more reasoning on outdated code.