Your AI agents don't understand your codebase, they grep and guess.
Constellation provides a map of your code. Ask "what breaks if I rename this?" and get the blast radius in one call. 75% fewer tokens, source never leaves your environment.
constellationdev.io
#DevTools #MCP #AIDrivenDevelopment
Constellation provides a map of your code. Ask "what breaks if I rename this?" and get the blast radius in one call. 75% fewer tokens, source never leaves your environment.
constellationdev.io
#DevTools #MCP #AIDrivenDevelopment
September 17, 2026 at 11:45 PM
Your AI agents don't understand your codebase, they grep and guess.
Constellation provides a map of your code. Ask "what breaks if I rename this?" and get the blast radius in one call. 75% fewer tokens, source never leaves your environment.
constellationdev.io
#DevTools #MCP #AIDrivenDevelopment
Constellation provides a map of your code. Ask "what breaks if I rename this?" and get the blast radius in one call. 75% fewer tokens, source never leaves your environment.
constellationdev.io
#DevTools #MCP #AIDrivenDevelopment
AI coding assistants are smart, but your teammates' tools don't all share the same understanding.
Same repo, patterns, architecture. Different context.
We need shared intelligence for the entire dev team's AI tools.
🗓️ Q1 2026 → ✨ constellationdev.io
#Intro #AIDrivenDevelopment #devbubble
Same repo, patterns, architecture. Different context.
We need shared intelligence for the entire dev team's AI tools.
🗓️ Q1 2026 → ✨ constellationdev.io
#Intro #AIDrivenDevelopment #devbubble
December 31, 2025 at 6:21 PM
AI coding assistants are smart, but your teammates' tools don't all share the same understanding.
Same repo, patterns, architecture. Different context.
We need shared intelligence for the entire dev team's AI tools.
🗓️ Q1 2026 → ✨ constellationdev.io
#Intro #AIDrivenDevelopment #devbubble
Same repo, patterns, architecture. Different context.
We need shared intelligence for the entire dev team's AI tools.
🗓️ Q1 2026 → ✨ constellationdev.io
#Intro #AIDrivenDevelopment #devbubble
Agentic coding lately feels less like development and more like Fantasia. ✨
Multiple Claude Code instances. Agents delegating to agents. Me, furiously waving the baton hoping nothing floods. 🪄
Does anyone else feel like this?
#AIDrivenDevelopment #AgenticDevelopment #ClaudeCode #VSCode
Multiple Claude Code instances. Agents delegating to agents. Me, furiously waving the baton hoping nothing floods. 🪄
Does anyone else feel like this?
#AIDrivenDevelopment #AgenticDevelopment #ClaudeCode #VSCode
January 24, 2026 at 9:30 PM
Agentic coding lately feels less like development and more like Fantasia. ✨
Multiple Claude Code instances. Agents delegating to agents. Me, furiously waving the baton hoping nothing floods. 🪄
Does anyone else feel like this?
#AIDrivenDevelopment #AgenticDevelopment #ClaudeCode #VSCode
Multiple Claude Code instances. Agents delegating to agents. Me, furiously waving the baton hoping nothing floods. 🪄
Does anyone else feel like this?
#AIDrivenDevelopment #AgenticDevelopment #ClaudeCode #VSCode
Code Mode for MCP is truly revolutionary for the right use cases! Check out this blog post for a prime example of an optimal Code Mode MCP use case!
#MCP #AIDrivenDevelopment #DevTools #ContextEngineering #CodeMode #ClaudeCode #Codex #Gemini #OpenCode #KiloCode #Cursor #CodeGraph #devbubble
#MCP #AIDrivenDevelopment #DevTools #ContextEngineering #CodeMode #ClaudeCode #Codex #Gemini #OpenCode #KiloCode #Cursor #CodeGraph #devbubble
We replaced 11 MCP tool definitions with one that lets the LLM write code. Parallel queries, custom response shaping, zero intermediate payloads in context. Full credit to @cloudflare.social for pioneering the pattern! Here's what we learned adopting it: blog.constellationdev.io/2026/04/15/code-mode
Code Mode: Rethinking MCP | Constellation Blog
Traditional MCP tool calling doesn't scale. Learn how Code Mode lets AI agents compose queries as code, cutting token overhead and unlocking dynamic multi-step analysis in a single invocation.
blog.constellationdev.io
April 15, 2026 at 5:09 PM
Code Mode for MCP is truly revolutionary for the right use cases! Check out this blog post for a prime example of an optimal Code Mode MCP use case!
#MCP #AIDrivenDevelopment #DevTools #ContextEngineering #CodeMode #ClaudeCode #Codex #Gemini #OpenCode #KiloCode #Cursor #CodeGraph #devbubble
#MCP #AIDrivenDevelopment #DevTools #ContextEngineering #CodeMode #ClaudeCode #Codex #Gemini #OpenCode #KiloCode #Cursor #CodeGraph #devbubble
📝 New blog post
"Turning Solo Development into Team Development with Claude Code Agent Teams [Part 8]"
https://ko-chan.github.io/saru-blog/posts-en/saru-claude-code-agent-team-solo-dev-8/
#ClaudeCode #AgentTeam #AIDrivenDevelopment #SoloDevelopment #MultiAgent
"Turning Solo Development into Team Development with Claude Code Agent Teams [Part 8]"
https://ko-chan.github.io/saru-blog/posts-en/saru-claude-code-agent-team-solo-dev-8/
#ClaudeCode #AgentTeam #AIDrivenDevelopment #SoloDevelopment #MultiAgent
February 15, 2026 at 9:04 AM
📝 New blog post
"Turning Solo Development into Team Development with Claude Code Agent Teams [Part 8]"
https://ko-chan.github.io/saru-blog/posts-en/saru-claude-code-agent-team-solo-dev-8/
#ClaudeCode #AgentTeam #AIDrivenDevelopment #SoloDevelopment #MultiAgent
"Turning Solo Development into Team Development with Claude Code Agent Teams [Part 8]"
https://ko-chan.github.io/saru-blog/posts-en/saru-claude-code-agent-team-solo-dev-8/
#ClaudeCode #AgentTeam #AIDrivenDevelopment #SoloDevelopment #MultiAgent
Finished another AI-Driven Development course at FIAP's Software Engineering MBA. Over 4 weeks, students used AI to design architectures, build software, improve quality, modernize legacy code, apply design principles, and deliver. Amazing journey!
#AI #SoftwareEngineering #AIhref="/hashtag/AIDrivenDevelopment" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#AIDrivenDevelopment
#AI #SoftwareEngineering #AIhref="/hashtag/AIDrivenDevelopment" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#AIDrivenDevelopment
June 20, 2026 at 3:01 PM
Finished another AI-Driven Development course at FIAP's Software Engineering MBA. Over 4 weeks, students used AI to design architectures, build software, improve quality, modernize legacy code, apply design principles, and deliver. Amazing journey!
#AI #SoftwareEngineering #AIhref="/hashtag/AIDrivenDevelopment" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#AIDrivenDevelopment
#AI #SoftwareEngineering #AIhref="/hashtag/AIDrivenDevelopment" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#AIDrivenDevelopment
Take it from Gemini ✦
⌛️Coming Soon... → ✨ constellationdev.io
#AIDrivenDevelopment #AgenticCoding #ContextEngineering #LLMTestimonials #Gemini
⌛️Coming Soon... → ✨ constellationdev.io
#AIDrivenDevelopment #AgenticCoding #ContextEngineering #LLMTestimonials #Gemini
January 30, 2026 at 2:22 PM
Take it from Gemini ✦
⌛️Coming Soon... → ✨ constellationdev.io
#AIDrivenDevelopment #AgenticCoding #ContextEngineering #LLMTestimonials #Gemini
⌛️Coming Soon... → ✨ constellationdev.io
#AIDrivenDevelopment #AgenticCoding #ContextEngineering #LLMTestimonials #Gemini
Level Up Your GitHub Copilot Game! 🚀
After exploring the Microsoft Learn modules for GitHub Copilot, I was inspired to create this cheat sheet containing some of the most useful tips I picked up. 💡
#GitHubCopilot #AI #AIDrivenDevelopment #VSCode #SoftwareEngineering #MicrosoftLearn #DevTools
After exploring the Microsoft Learn modules for GitHub Copilot, I was inspired to create this cheat sheet containing some of the most useful tips I picked up. 💡
#GitHubCopilot #AI #AIDrivenDevelopment #VSCode #SoftwareEngineering #MicrosoftLearn #DevTools
March 3, 2025 at 2:23 AM
Level Up Your GitHub Copilot Game! 🚀
After exploring the Microsoft Learn modules for GitHub Copilot, I was inspired to create this cheat sheet containing some of the most useful tips I picked up. 💡
#GitHubCopilot #AI #AIDrivenDevelopment #VSCode #SoftwareEngineering #MicrosoftLearn #DevTools
After exploring the Microsoft Learn modules for GitHub Copilot, I was inspired to create this cheat sheet containing some of the most useful tips I picked up. 💡
#GitHubCopilot #AI #AIDrivenDevelopment #VSCode #SoftwareEngineering #MicrosoftLearn #DevTools
🚀 HyperClaude Nano is live!
🪙 96% reduction in context usage (⚡️45k+ tkns freed!)
⚖️ Full functional parity of all agents & orchestration
📋 Smarter task delegation + streamlined inter-agent protocols
🔗 github.com/rbonestell/c...
#ClaudeCode #AI #AgenticAI #AIDrivenDevelopment #DevBubble
🪙 96% reduction in context usage (⚡️45k+ tkns freed!)
⚖️ Full functional parity of all agents & orchestration
📋 Smarter task delegation + streamlined inter-agent protocols
🔗 github.com/rbonestell/c...
#ClaudeCode #AI #AgenticAI #AIDrivenDevelopment #DevBubble
GitHub - rbonestell/claude-code: My personal settings, agents, commands, etc. for Claude Code
My personal settings, agents, commands, etc. for Claude Code - rbonestell/claude-code
github.com
September 20, 2025 at 4:10 AM
🚀 HyperClaude Nano is live!
🪙 96% reduction in context usage (⚡️45k+ tkns freed!)
⚖️ Full functional parity of all agents & orchestration
📋 Smarter task delegation + streamlined inter-agent protocols
🔗 github.com/rbonestell/c...
#ClaudeCode #AI #AgenticAI #AIDrivenDevelopment #DevBubble
🪙 96% reduction in context usage (⚡️45k+ tkns freed!)
⚖️ Full functional parity of all agents & orchestration
📋 Smarter task delegation + streamlined inter-agent protocols
🔗 github.com/rbonestell/c...
#ClaudeCode #AI #AgenticAI #AIDrivenDevelopment #DevBubble
Standardization of AI-Powered Development already started 🔥
✅ AI Unified Process: aiup.dev
✅ spec-kit: github.com/github/spec-...
✅ Prompt Orchestration Markup Language (POML): github.com/microsoft/poml
✅ AGENTS.md: agents.md
#AI #NoVibeCoding #AiDrivenDevelopment
✅ AI Unified Process: aiup.dev
✅ spec-kit: github.com/github/spec-...
✅ Prompt Orchestration Markup Language (POML): github.com/microsoft/poml
✅ AGENTS.md: agents.md
#AI #NoVibeCoding #AiDrivenDevelopment
AI Unified Process - AIUP
aiup.dev
September 9, 2025 at 2:43 AM
Standardization of AI-Powered Development already started 🔥
✅ AI Unified Process: aiup.dev
✅ spec-kit: github.com/github/spec-...
✅ Prompt Orchestration Markup Language (POML): github.com/microsoft/poml
✅ AGENTS.md: agents.md
#AI #NoVibeCoding #AiDrivenDevelopment
✅ AI Unified Process: aiup.dev
✅ spec-kit: github.com/github/spec-...
✅ Prompt Orchestration Markup Language (POML): github.com/microsoft/poml
✅ AGENTS.md: agents.md
#AI #NoVibeCoding #AiDrivenDevelopment
Ever wonder how AI gets built at warp speed? Warp Factories is pre‑building the architecture—think software factories, agent loops, and an infrastructure layer that automates the whole pipeline. Dive into the future of AI‑driven development! #WarpFactories #AIdrivenDevelopment #Automation
🔗
🔗
August 18, 2026 at 4:41 PM
Ever wonder how AI gets built at warp speed? Warp Factories is pre‑building the architecture—think software factories, agent loops, and an infrastructure layer that automates the whole pipeline. Dive into the future of AI‑driven development! #WarpFactories #AIdrivenDevelopment #Automation
🔗
🔗
Bank Galicia and Naranja X in Argentina accelerate software development with GitHub Copilot and Microsoft Azure, cutting development times and boosting developer productivity. #AIDrivenDevelopment #Finance #DigitalTransformation
In Argentina’s finance sector, devs use AI to boost innovation
Argentine developers in financial services are using GitHub Copilot to keep pace with a fast-evolving, increasingly inclusive industry.
news.microsoft.com
February 5, 2026 at 4:47 PM
Bank Galicia and Naranja X in Argentina accelerate software development with GitHub Copilot and Microsoft Azure, cutting development times and boosting developer productivity. #AIDrivenDevelopment #Finance #DigitalTransformation
With increasing frequency, I’m often asked by people of all demographics, backgrounds, and professions, “do you think AI will replace my job, or take my job?” 🤔
My opinion is well summed up by how this old IBM advert has aged. 💻 🤖
#AI #AIDrivenDevelopment #devbubble #Engineering #AdaptAndEvolve
My opinion is well summed up by how this old IBM advert has aged. 💻 🤖
#AI #AIDrivenDevelopment #devbubble #Engineering #AdaptAndEvolve
March 7, 2025 at 6:27 PM
With increasing frequency, I’m often asked by people of all demographics, backgrounds, and professions, “do you think AI will replace my job, or take my job?” 🤔
My opinion is well summed up by how this old IBM advert has aged. 💻 🤖
#AI #AIDrivenDevelopment #devbubble #Engineering #AdaptAndEvolve
My opinion is well summed up by how this old IBM advert has aged. 💻 🤖
#AI #AIDrivenDevelopment #devbubble #Engineering #AdaptAndEvolve
Tell us your story! How has Lenify revolutionized your development projects with AI-driven blueprints? Join the conversation and connect with other innovators. 🗣️ #LenifyStories #InnovationInAction #AIDrivenDevelopment
#LenifyStories #InnovationInAction #AIDrivenDevelopment
#LenifyStories #InnovationInAction #AIDrivenDevelopment
March 27, 2026 at 5:00 AM
Tell us your story! How has Lenify revolutionized your development projects with AI-driven blueprints? Join the conversation and connect with other innovators. 🗣️ #LenifyStories #InnovationInAction #AIDrivenDevelopment
#LenifyStories #InnovationInAction #AIDrivenDevelopment
#LenifyStories #InnovationInAction #AIDrivenDevelopment
OpenClaw Troubleshooting: 'No Reply from Agent,' WORKFLOW_AUTO.md, and Silent Delivery Failures After deploying OpenClaw and documenting 16 incidents in one day , I kept getting questions a...
#aidrivendevelopment #openclaw #guide
Origin | Interest | Match
#aidrivendevelopment #openclaw #guide
Origin | Interest | Match
OpenClaw Troubleshooting: 'No Reply from Agent,' WORKFLOW_AUTO.md, and Silent Delivery Failures
After deploying OpenClaw and documenting 16 incidents in one day, I kept getting questions about...
dev.to
March 27, 2026 at 9:31 AM
📝 New blog post
"Building a 200K-Line SaaS Solo with Claude Code [Part 6]"
https://ko-chan.github.io/saru-blog/posts-en/saru-claude-code-200k-lines-6/
#ClaudeCode #AIDrivenDevelopment #SoloDevelopment #SaaS #GenerativeAI
"Building a 200K-Line SaaS Solo with Claude Code [Part 6]"
https://ko-chan.github.io/saru-blog/posts-en/saru-claude-code-200k-lines-6/
#ClaudeCode #AIDrivenDevelopment #SoloDevelopment #SaaS #GenerativeAI
January 23, 2026 at 6:34 PM
📝 New blog post
"Building a 200K-Line SaaS Solo with Claude Code [Part 6]"
https://ko-chan.github.io/saru-blog/posts-en/saru-claude-code-200k-lines-6/
#ClaudeCode #AIDrivenDevelopment #SoloDevelopment #SaaS #GenerativeAI
"Building a 200K-Line SaaS Solo with Claude Code [Part 6]"
https://ko-chan.github.io/saru-blog/posts-en/saru-claude-code-200k-lines-6/
#ClaudeCode #AIDrivenDevelopment #SoloDevelopment #SaaS #GenerativeAI
Let's walk through a basic example of AI-driven development using GitHub Copilot; explaining code, writing code, and writing tests!
#AI #SoftwareEngineering #GitHubCopilot #AIDrivenDevelopment #DevTools #DevBubble
#AI #SoftwareEngineering #GitHubCopilot #AIDrivenDevelopment #DevTools #DevBubble
AI-Driven Development with GitHub Copilot
YouTube video by Bobby Bonestell
www.youtube.com
March 25, 2025 at 12:05 AM
Let's walk through a basic example of AI-driven development using GitHub Copilot; explaining code, writing code, and writing tests!
#AI #SoftwareEngineering #GitHubCopilot #AIDrivenDevelopment #DevTools #DevBubble
#AI #SoftwareEngineering #GitHubCopilot #AIDrivenDevelopment #DevTools #DevBubble
AI is reshaping software development, accelerating code generation, and reducing demand for junior devs. This comes with risks from intellectual property concerns to the erosion of senior engineering talent, it’s crucial to innovate responsibly.
#AI #AIDrivenDevelopment #Software #InfoSec
#AI #AIDrivenDevelopment #Software #InfoSec
February 24, 2025 at 7:15 PM
AI is reshaping software development, accelerating code generation, and reducing demand for junior devs. This comes with risks from intellectual property concerns to the erosion of senior engineering talent, it’s crucial to innovate responsibly.
#AI #AIDrivenDevelopment #Software #InfoSec
#AI #AIDrivenDevelopment #Software #InfoSec