CodeSpring

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[CodeSpring @CodeSpring_app]

✨ Introducing @CodeSpring_app

Build & deploy MVPs easily with Ai, a bootcamp for people who cba to learn to code

How does it help
✅ Free courses on ai coding techniques
✅ Regular free live classes - learn ai coding
✅ Learn to build saas businesses w/ ai

FREE CLASS IN BIO

[CodeSpring @CodeSpring_app]

NEW: CLAUDE OPUS 5 drops TODAY! ⏰

Here’s what’s coming:

Fable 5 intelligence (low)

It’ll be Incredible with Ui & UX and likely more deliberate and controlled with backend code

Here’s how to use it:
Fable 5 (med) orchestrator
- subagent 1: Opus 5 for Ui & UX
- subagent 2: GPT 5.6 Sol backend code
- subagent 3: Fable 5 low - final security pass & audit

[CodeSpring @CodeSpring_app]

OPUS 5 has arrived! the benchmarks are INSANE 🤯

[CodeSpring @CodeSpring_app]

Want to build better apps with Ai?
Use code “BUILD” for 20% off CodeSpring: https://t.co/OSrvQ23QB2

[CodeSpring @CodeSpring_app]

NEW: CLAUDE OPUS 5 drops TODAY! ⏰

Here’s what’s coming:

Fable 5 intelligence (low)

It’ll be Incredible with Ui & UX and likely more deliberate and controlled with backend code

Here’s how to use it:
Fable 5 (med) orchestrator
- subagent 1: Opus 5 for Ui & UX
- subagent 2: GPT 5.6 Sol backend code
- subagent 3: Fable 5 low - final security pass & audit

[CodeSpring @CodeSpring_app]

10th Feb- Bug Fixes & Stability Improvements

Pls share to this so we know to keep pushing updates

We shipped a batch of updates focused on MCP stability and UX improvements across Orchestrator and PRDs this morning, you should notice stability improvements over the next few days:

✅ MCP reliability upgrades

- Improved MCP session stability to reduce disconnects and flaky connections
- Faster, more reliable session handling so tools stay connected longer

✨ Orchestrator upgrades

- Markdown support in Orchestrator chat (cleaner outputs, easier to read)
- Added AI response feedback (👍👎 + optional written feedback)

🛠️ Bug fixes

- Fixed the “Scout execution not found” error
- Enhanced the PRD database node for clearer DB planning + structure

[Sebastian Volkis @sebastianvolkis]

Day 4 vibe coding to $10k a month using @CodeSpring_app

Day 4 was supposed to be “add search to the knowledge base”.

Instead I discovered the real enemy is ingestion.

Like, if you let users upload 10 videos and you just run a normal “do the work” function… your app is basically begging to crash the second 2 people use it at once.

So I rebuilt the whole indexing flow into a job system:

- create indexing jobs per video
- process in the background
- retry failures up to 3 times
- save chunks + embeddings safely even when stuff breaks

Then I built the “Knowledge Hub” UI:
- select which courses belong to a hub
- preview the embedded course experience in the dashboard
- featured courses section
- sidebar nav: course → module → lesson
- click through and watch the exact lesson

AND the fun part: search actually returns answers now.
You type a question and it:
- semantic searches the vector DB
- gives you a step-by-step answer
- shows references
- clicking a reference opens the right video

Next discoveries I’m tackling:

- timestamps in transcripts so it jumps to the exact moment
- caching answers so we don’t regenerate the same thing every time
- admin “edit this answer” so humans can fix AI output

[Sebastian Volkis @sebastianvolkis]

One click @loom -> Semantic search Ai knowledge Hub

Designed with @CodeSpring_app and built with @cursor_ai in 4 days, now i have the basic MVP built the fun starts

Use Ai to build horizontally

if you have an established saas dont vibe code the core codebase, use ai to build tools that help your company

Im solving a big support problem inside my company by making it easier to build courses simply by pasting a loom video link.

I have a full ai knowledge base with semantic search that customers will be able to communicate with to find:

- Relevant tutorials INSTANTLY
- Timestamps will take you to the correct section of the video
- 0 time wasted by me or my customer in learning our platform

Launching soon so you can create your own knowledge hubs!

bookmark this if you wanna use it - free plan will be available

[Sebastian Volkis @sebastianvolkis]

🚀 Day 3 | Building a SaaS With @CodeSpring_app to $10k/Month

Day 3 was the big technical milestone: Loom transcript ingestion + knowledge base indexing.

In this episode, I:

- Built a Loom transcript scraper (VTT/JSON) from public share links
- Added a manual paste fallback if transcript fetch fails
- Created the transcripts table + wired it into the Course Builder flow
- Built the Knowledge Base UI (Courses → Modules → Lessons → Chunks)
- Implemented server-side chunking + Supabase pgvector embeddings
- Added a simple indexing job/queue so indexing runs reliably in the background
- Fixed bugs + cleaned up the UX around “processing / transcript ready / indexed”

Planned with CodeSpring, built entirely with Cursor, end-to-end.

Please like, share, comment and help us blow this series up!

[Sebastian Volkis @sebastianvolkis]

Filming Day 3 today, planning out the hard part of this new build:

Vector embeddings and knowledgebase - been a while since ive done this, but just fed the docs to @CodeSpring_app and it figured it all out for me

makes it so much easier

[Sebastian Volkis @sebastianvolkis]

Day #2 - Vibe Coding An App Until I Make $10k/month - First Features | Revenue $0 | @CodeSpring_app

In this episode im adding in the first features:
- Building the template dashboard
- Designing the course creation dashboard
- Integrating databases

Get 50,000 FREE credits when you buy CodeSpring Pro linked below

[CodeSpring @CodeSpring_app]

@JLamActual Hi! we have uploaded a lot of new guides, new courses are also being filmed, if theres anything specific youre stuck on please feel free to book a free call with our team inside the app and we can help you out 1-1

[CodeSpring @CodeSpring_app]

@_Nerem Hi please email [email protected] and we will get back to you asap

[Sebastian Volkis @sebastianvolkis]

Day #1 - Vibe Coding An App Until I Make $10,000/month | Revenue $0

Using @CodeSpring_app

[Stefan Sutton @flyinggolfer27]

Just finished the CodeSpring orientation and Cursor finally clicks. Weekend build is officially on. @codespring_app

[Bret @runner989]

I just started my first app with CodeSpring and the workflow makes everything manageable and way easier than I thought possible. @codespring_app

[Bret @runner989]

CodeSpring is awesome! Loving it. @codespring_app

[Ryszard Wisniewski @RichsImages]

@codespring_app Outstanding work—CodeSpring is fantastic! Perfect experience from start to finish!

[Sebastian Volkis @sebastianvolkis]

Build A Visual Knowledge Base For Your SAAS / Dev Team

@CodeSpring_app V2 - Latest updates

[marlinyard @marlinyard]

Set up CodeSpring a few minutes ago and it already feels like a cofounder. Loving the vibe @codespring_app

[Sebastian Volkis @sebastianvolkis]

We're working on improving planning for vibe coded apps with @CodeSpring_app V2:

✅ Build plans from existing codebases
✅ Ai chat / agent for planning / building mind-maps
✅ PRDs for: Frontend, Backend, Database design
✅ Mood-boarding - to train frontend PRD
✅ LoFi mode (my fav)
✅ Team mode - create an org and invite your team

Pre-launch demo. What do you think?