But who watches the watchmen?
Specs protect the input. Tests protect the output. But if AI can rewrite both... you need a defense layer specs don't cover.
#SpecDrivenDev #AI #BuildInPublic
But who watches the watchmen?
Specs protect the input. Tests protect the output. But if AI can rewrite both... you need a defense layer specs don't cover.
#SpecDrivenDev #AI #BuildInPublic
One lightweight. One thorough.
Same idea, same stack, same developer.
Which planning depth actually pays off?
I'll share what I find.
#BuildInPublic #SpecDrivenDev
One lightweight. One thorough.
Same idea, same stack, same developer.
Which planning depth actually pays off?
I'll share what I find.
#BuildInPublic #SpecDrivenDev
Thinkmob's AI agents all defaulted to the same polite tone. Fine-tuning felt less like coding and more like directing actors. Now they actually disagree with each other.
#BuildInPublic #SpecDrivenDev
Thinkmob's AI agents all defaulted to the same polite tone. Fine-tuning felt less like coding and more like directing actors. Now they actually disagree with each other.
#BuildInPublic #SpecDrivenDev
Before: walls of plain text with weird asterisks everywhere.
After: proper headings, lists, even citation support.
Nobody notices good formatting. Everyone notices bad formatting.
#BuildInPublic #SpecDrivenDev
Before: walls of plain text with weird asterisks everywhere.
After: proper headings, lists, even citation support.
Nobody notices good formatting. Everyone notices bad formatting.
#BuildInPublic #SpecDrivenDev
I'm building Thinkmob — three AI thinkers who brainstorm together. This week one of them learned to research and cite real sources.
🧠 Dinner party for your brain, not a buffet.
#buildinpublic #SpecDrivenDev
I'm building Thinkmob — three AI thinkers who brainstorm together. This week one of them learned to research and cite real sources.
🧠 Dinner party for your brain, not a buffet.
#buildinpublic #SpecDrivenDev
It was instruction-following. My agents need defined personas and rules. Mistral kept drifting. 🤷
The real question: what's the right LLM strategy when cost, quality, and reliability can't all be maxed?
#BuildInPublic #SpecDrivenDev
It was instruction-following. My agents need defined personas and rules. Mistral kept drifting. 🤷
The real question: what's the right LLM strategy when cost, quality, and reliability can't all be maxed?
#BuildInPublic #SpecDrivenDev
👉 github.com/github/spec-...
#SpecDrivenDev #OpenSource #DevTools
👉 github.com/github/spec-...
#SpecDrivenDev #OpenSource #DevTools
GSD - straight to requirements and roadmap. Start building.
BMAD - adds architecture decisions and UX design on top.
Same app. Different planning depth. What does the extra investment change?
buff.ly/r51qDYv
#BuildInPublic #SpecDrivenDev
GSD - straight to requirements and roadmap. Start building.
BMAD - adds architecture decisions and UX design on top.
Same app. Different planning depth. What does the extra investment change?
buff.ly/r51qDYv
#BuildInPublic #SpecDrivenDev
GSD: PRD to requirements + roadmap, done. Moving.
BMAD: PRD to architecture doc, UX specs. >1h longer.
>1h doesn't sound like much. The question is whether skipping it costs more.
#BuildInPublic #SpecDrivenDev
GSD: PRD to requirements + roadmap, done. Moving.
BMAD: PRD to architecture doc, UX specs. >1h longer.
>1h doesn't sound like much. The question is whether skipping it costs more.
#BuildInPublic #SpecDrivenDev
But what are they imitating?
📄 Corporate docs
⚙️ Boilerplate code
🧽 Washed-out patterns
🚨 Without better data, we scale mediocrity.
🔗 Watch: http://ainativedev.co/unc
#DataQuality #SpecDrivenDev #AIForDevs
But what are they imitating?
📄 Corporate docs
⚙️ Boilerplate code
🧽 Washed-out patterns
🚨 Without better data, we scale mediocrity.
🔗 Watch: http://ainativedev.co/unc
#DataQuality #SpecDrivenDev #AIForDevs
Define what you're building with AI beforehand. AI drafts the spec, you refine it, AI builds against it.
No drift. No slot machine vibes. A feedback loop with guardrails 🧭
#SpecDrivenDev #AI #BuildingInPublic
Define what you're building with AI beforehand. AI drafts the spec, you refine it, AI builds against it.
No drift. No slot machine vibes. A feedback loop with guardrails 🧭
#SpecDrivenDev #AI #BuildingInPublic
Ask your Analyst agent to research a topic → Exa pulls live web data, docs, GitHub stats, blog posts → BMAD structures it into a product brief.
From vague idea to validated research in one session.
#DevTools #SpecDrivenDev
Ask your Analyst agent to research a topic → Exa pulls live web data, docs, GitHub stats, blog posts → BMAD structures it into a product brief.
From vague idea to validated research in one session.
#DevTools #SpecDrivenDev
BMAD gives you 21 specialized agents: PM, Architect, UX Designer, Dev, Scrum Master, Test Engineer, and more.
They collaborate. They challenge each other. Party Mode lets them debate your ideas together.
#DevTools #SpecDrivenDev
BMAD gives you 21 specialized agents: PM, Architect, UX Designer, Dev, Scrum Master, Test Engineer, and more.
They collaborate. They challenge each other. Party Mode lets them debate your ideas together.
#DevTools #SpecDrivenDev
It felt really good. Low ceremony. Point to the PRD, it organizes requirements, builds a roadmap, and you're coding.
Each phase is just: discuss, plan, execute. Done. No extra ceremony between you and working code.
#BuildInPublic #SpecDrivenDev
It felt really good. Low ceremony. Point to the PRD, it organizes requirements, builds a roadmap, and you're coding.
Each phase is just: discuss, plan, execute. Done. No extra ceremony between you and working code.
#BuildInPublic #SpecDrivenDev
Conversations now persist. You can save a party, browse your history, reopen and continue where you left off. Full auth flow included.
It's starting to feel like a real product.
#BuildInPublic #SpecDrivenDev
Conversations now persist. You can save a party, browse your history, reopen and continue where you left off. Full auth flow included.
It's starting to feel like a real product.
#BuildInPublic #SpecDrivenDev
AI isn’t about writing perfect prompts.
It’s about communicating intent—clearly, precisely, and scalably.
Read: 👇
medium.com/@paulocsb/pr...
#AI #PromptEngineering #LLMs #SpecDrivenDev #SoftwareEngineering
AI isn’t about writing perfect prompts.
It’s about communicating intent—clearly, precisely, and scalably.
Read: 👇
medium.com/@paulocsb/pr...
#AI #PromptEngineering #LLMs #SpecDrivenDev #SoftwareEngineering
www.syncfusion.com/blogs/post/s...
#ai #agents #softwaredev #specdrivendev #ref #syncfusion
www.syncfusion.com/blogs/post/s...
#ai #agents #softwaredev #specdrivendev #ref #syncfusion
#SpecDrivenDev #AI #Software
#SpecDrivenDev #AI #Software
linkd.so/3D8G
Treat AI specs like a lighthouse – they guide teams to fast, reliable releases without wrecks. Read today!
#TechBulletin #SpecDrivenDev
linkd.so/3D8G
Treat AI specs like a lighthouse – they guide teams to fast, reliable releases without wrecks. Read today!
#TechBulletin #SpecDrivenDev
#EmeDotEme
Info: https://t.me/EmeDotEmeNews
#EmeDotEme
Info: https://t.me/EmeDotEmeNews
After each execution, the AI tells you what to verify.
With AI generating code this fast, it's easy to just accept output without looking.
This forces you to actually check what got built.
#SpecDrivenDev
After each execution, the AI tells you what to verify.
With AI generating code this fast, it's easy to just accept output without looking.
This forces you to actually check what got built.
#SpecDrivenDev
Unit tests = contract for your logic.
Playwright = contract for your UI.
AI changes something? Both catch it instantly. Run in CI. Every commit. Non-negotiable. 🛡️
#SpecDrivenDev #AI
Unit tests = contract for your logic.
Playwright = contract for your UI.
AI changes something? Both catch it instantly. Run in CI. Every commit. Non-negotiable. 🛡️
#SpecDrivenDev #AI
→ Specs are persistent and reusable
→ Tests make them executable
→ They align humans and LLMs
This is the shift from implementation to intent.
Catch the full recap + Sean’s talk in our write-up.
🔗 ainativedev.co/qz4
#AINativeDev #AIEngineering #SpecDrivenDev
→ Specs are persistent and reusable
→ Tests make them executable
→ They align humans and LLMs
This is the shift from implementation to intent.
Catch the full recap + Sean’s talk in our write-up.
🔗 ainativedev.co/qz4
#AINativeDev #AIEngineering #SpecDrivenDev