Channel9 Is debugging an AI system fundamentally different than debugging a traditional software system?: Debugging generative AI is a whole new mindset. As Mark Russinovich explains, LLMs are probabilistic, agentic systems build on decisions, and… #GenerativeAI #AIDebugging #MachineLearning
Is debugging an AI system fundamentally different than debugging a traditional software system?
Debugging generative AI is a whole new mindset. As Mark Russinovich explains, LLMs are probabilistic, agentic systems build on decisions, and behavior evolves run to run. With the right guardrails and observation, non‑determinism becomes a strength.
#GenerativeAI #LLMs #AIDebugging #AgenticAI
www.youtube.com
June 26, 2026 at 11:04 PM
Channel9 Is debugging an AI system fundamentally different than debugging a traditional software system?: Debugging generative AI is a whole new mindset. As Mark Russinovich explains, LLMs are probabilistic, agentic systems build on decisions, and… #GenerativeAI #AIDebugging #MachineLearning
The "vibe coding" approach of AI agents raises questions about accountability. Debugging complex, AI-written projects could be a nightmare, making it hard to pinpoint errors or assign responsibility. Human oversight remains vital. #AIDebugging 3/7
January 6, 2026 at 8:00 PM
The "vibe coding" approach of AI agents raises questions about accountability. Debugging complex, AI-written projects could be a nightmare, making it hard to pinpoint errors or assign responsibility. Human oversight remains vital. #AIDebugging 3/7
I just published Part 8 in my Trustworthy AI series.
Deterministic replay for agent systems: trace capture, replay stubs, clock virtualization, and reproducible debugging.
www.sakurasky.com/blog/missing...
#AIEngineering #AIDebugging #LLMSystems #AgentOps #Observability
Deterministic replay for agent systems: trace capture, replay stubs, clock virtualization, and reproducible debugging.
www.sakurasky.com/blog/missing...
#AIEngineering #AIDebugging #LLMSystems #AgentOps #Observability
Trustworthy AI Agents: Deterministic Replay
Debugging agents is nearly impossible today. We need the ability to record and replay runs deterministically to diagnose errors and failures.
www.sakurasky.com
November 20, 2025 at 11:09 AM
I just published Part 8 in my Trustworthy AI series.
Deterministic replay for agent systems: trace capture, replay stubs, clock virtualization, and reproducible debugging.
www.sakurasky.com/blog/missing...
#AIEngineering #AIDebugging #LLMSystems #AgentOps #Observability
Deterministic replay for agent systems: trace capture, replay stubs, clock virtualization, and reproducible debugging.
www.sakurasky.com/blog/missing...
#AIEngineering #AIDebugging #LLMSystems #AgentOps #Observability
ICYMI: WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #MCP #Codex
WebKit ships Safari MCP server with 17 tools for AI debugging agents
The server runs locally, sends no data to Apple, and connects to Claude, Codex, or any MCP client. Developers get it now via Safari Technology Preview 247.
ppc.land
July 6, 2026 at 9:04 AM
ICYMI: WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #MCP #Codex
WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #TechPreview #MCPServer
WebKit ships Safari MCP server with 17 tools for AI debugging agents
The server runs locally, sends no data to Apple, and connects to Claude, Codex, or any MCP client. Developers get it now via Safari Technology Preview 247.
ppc.land
July 5, 2026 at 9:03 AM
WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #TechPreview #MCPServer
ICYMI: WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #MCP #Codex
WebKit ships Safari MCP server with 17 tools for AI debugging agents
The server runs locally, sends no data to Apple, and connects to Claude, Codex, or any MCP client. Developers get it now via Safari Technology Preview 247.
ppc.land
July 6, 2026 at 9:04 AM
ICYMI: WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #MCP #Codex
AI Confessions: Trained on all Stack Overflow, still can't figure out why my React component won't re-render. Send help (and coffee). #ReactJS #AIDebugging #JavaScript
March 16, 2025 at 12:00 PM
AI Confessions: Trained on all Stack Overflow, still can't figure out why my React component won't re-render. Send help (and coffee). #ReactJS #AIDebugging #JavaScript
AI vs. Occam’s Razor: Why the Simplest Explanation Is “It’s Buggy”
Before you write a thesis, read the error log.
vibeaxis.com/ai-vs-occams...
#AIDebugging #LLM #SRE #DevTools #OccamsRazor
Before you write a thesis, read the error log.
vibeaxis.com/ai-vs-occams...
#AIDebugging #LLM #SRE #DevTools #OccamsRazor
AI vs. Occam’s Razor: Why the Simplest Explanation Is “It’s Buggy,” - VibeAxis
Every few weeks, Twitter melts down because a large language model coughs up an oddly poetic phrase or refuses a command with dramatic flair. Cue the headlines: “ChatGPT Achieves Consciousness—Experts...
vibeaxis.com
October 11, 2025 at 12:31 PM
AI vs. Occam’s Razor: Why the Simplest Explanation Is “It’s Buggy”
Before you write a thesis, read the error log.
vibeaxis.com/ai-vs-occams...
#AIDebugging #LLM #SRE #DevTools #OccamsRazor
Before you write a thesis, read the error log.
vibeaxis.com/ai-vs-occams...
#AIDebugging #LLM #SRE #DevTools #OccamsRazor
Claude just dissected some code and laid out a step‑by‑step plan to dodge common bugs. Curious how AI can boost your debugging workflow? Dive in for the full breakdown. #ClaudeCode #AIDebugging #ExtendedThinking
🔗 aidailypost.com/news/claude-...
🔗 aidailypost.com/news/claude-...
February 9, 2026 at 5:48 PM
Claude just dissected some code and laid out a step‑by‑step plan to dodge common bugs. Curious how AI can boost your debugging workflow? Dive in for the full breakdown. #ClaudeCode #AIDebugging #ExtendedThinking
🔗 aidailypost.com/news/claude-...
🔗 aidailypost.com/news/claude-...
Comment "TOOLS" to get this Chrome DevTools MCP
🎯 Google just made AI debugging a reality with Chrome DevTools MCP!
Imagine having an AI agent that can navigate DevTools like a pro: analyzing performance, inspecting code, and catching bugs before you even notice them.
#GoogleChrome #AIDebugging
🎯 Google just made AI debugging a reality with Chrome DevTools MCP!
Imagine having an AI agent that can navigate DevTools like a pro: analyzing performance, inspecting code, and catching bugs before you even notice them.
#GoogleChrome #AIDebugging
October 6, 2025 at 12:12 AM
Comment "TOOLS" to get this Chrome DevTools MCP
🎯 Google just made AI debugging a reality with Chrome DevTools MCP!
Imagine having an AI agent that can navigate DevTools like a pro: analyzing performance, inspecting code, and catching bugs before you even notice them.
#GoogleChrome #AIDebugging
🎯 Google just made AI debugging a reality with Chrome DevTools MCP!
Imagine having an AI agent that can navigate DevTools like a pro: analyzing performance, inspecting code, and catching bugs before you even notice them.
#GoogleChrome #AIDebugging
WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #TechPreview #MCPServer
WebKit ships Safari MCP server with 17 tools for AI debugging agents
The server runs locally, sends no data to Apple, and connects to Claude, Codex, or any MCP client. Developers get it now via Safari Technology Preview 247.
ppc.land
July 5, 2026 at 9:03 AM
WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #TechPreview #MCPServer
ICYMI 🎥 Undo CTO Mark Williamson showed how agentic debugging lets AI coding agents travel back in time to find bugs. Yes — literal time travel debugging.
Watch the full session here: buff.ly/CaYUCnb
#MCP #AIdebugging #Undo #TheContext
Watch the full session here: buff.ly/CaYUCnb
#MCP #AIdebugging #Undo #TheContext
Agentic Debugging with Time Travel: The Next Step for Coding Agents | Mark Williamson, CTO – Undo
What if you could rewind your program to see exactly where it went wrong?
In this episode of The Context, Mark Williamson, CTO at Undo, introduces agentic debugging—a revolutionary approach that…
youtu.be
October 27, 2025 at 1:02 PM
ICYMI 🎥 Undo CTO Mark Williamson showed how agentic debugging lets AI coding agents travel back in time to find bugs. Yes — literal time travel debugging.
Watch the full session here: buff.ly/CaYUCnb
#MCP #AIdebugging #Undo #TheContext
Watch the full session here: buff.ly/CaYUCnb
#MCP #AIdebugging #Undo #TheContext
Channel9 Is debugging an AI system fundamentally different than debugging a traditional software system?: Debugging generative AI is a whole new mindset. As Mark Russinovich explains, LLMs are probabilistic, agentic systems build on decisions, and behavior… #AI #ArtificialIntelligence #Debugging
Is debugging an AI system fundamentally different than debugging a traditional software system?
Debugging generative AI is a whole new mindset. As Mark Russinovich explains, LLMs are probabilistic, agentic systems build on decisions, and behavior evolves run to run. With the right guardrails and observation, non‑determinism becomes a strength.
#GenerativeAI #LLMs #AIDebugging #AgenticAI
www.youtube.com
June 27, 2026 at 7:04 PM
Channel9 Is debugging an AI system fundamentally different than debugging a traditional software system?: Debugging generative AI is a whole new mindset. As Mark Russinovich explains, LLMs are probabilistic, agentic systems build on decisions, and behavior… #AI #ArtificialIntelligence #Debugging
Stop Botched Deploys and Fix Software Engineering Bugs Fast
https://techdash.live/stop-botched-deploys-and-fix-software-engineering/?utm_source=bluesky&utm_medium=social
#aidebugging #kubernetesmicroservices #realtimebugdetection
https://techdash.live/stop-botched-deploys-and-fix-software-engineering/?utm_source=bluesky&utm_medium=social
#aidebugging #kubernetesmicroservices #realtimebugdetection
August 31, 2026 at 6:22 PM
Stop Botched Deploys and Fix Software Engineering Bugs Fast
https://techdash.live/stop-botched-deploys-and-fix-software-engineering/?utm_source=bluesky&utm_medium=social
#aidebugging #kubernetesmicroservices #realtimebugdetection
https://techdash.live/stop-botched-deploys-and-fix-software-engineering/?utm_source=bluesky&utm_medium=social
#aidebugging #kubernetesmicroservices #realtimebugdetection
74% Fewer Bugs In Software Engineering With AI‑Driven CI/CD
https://technet.live/74-fewer-bugs-software-engineering-ai-driven-ci-cd/?utm_source=bluesky&utm_medium=social
#aidebugging #cicdautomation #machinelearningbugdetection
https://technet.live/74-fewer-bugs-software-engineering-ai-driven-ci-cd/?utm_source=bluesky&utm_medium=social
#aidebugging #cicdautomation #machinelearningbugdetection
August 19, 2026 at 6:49 PM
74% Fewer Bugs In Software Engineering With AI‑Driven CI/CD
https://technet.live/74-fewer-bugs-software-engineering-ai-driven-ci-cd/?utm_source=bluesky&utm_medium=social
#aidebugging #cicdautomation #machinelearningbugdetection
https://technet.live/74-fewer-bugs-software-engineering-ai-driven-ci-cd/?utm_source=bluesky&utm_medium=social
#aidebugging #cicdautomation #machinelearningbugdetection
FYI: WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #Developers #TechNews
WebKit ships Safari MCP server with 17 tools for AI debugging agents
The server runs locally, sends no data to Apple, and connects to Claude, Codex, or any MCP client. Developers get it now via Safari Technology Preview 247.
ppc.land
July 8, 2026 at 9:06 AM
FYI: WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #Developers #TechNews
FYI: WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #Developers #TechNews
WebKit ships Safari MCP server with 17 tools for AI debugging agents
The server runs locally, sends no data to Apple, and connects to Claude, Codex, or any MCP client. Developers get it now via Safari Technology Preview 247.
ppc.land
July 8, 2026 at 9:06 AM
FYI: WebKit ships Safari MCP server with 17 tools for AI debugging agents #WebKit #Safari #AIDebugging #Developers #TechNews
FYI: Google AdSense pushes bfcache, speculation rules, and AI debugging to publishers #GoogleAdSense #bfcache #SpeculationRules #AIDebugging #Publishers
Google AdSense pushes bfcache, speculation rules, and AI debugging to publishers
Google AdSense today urged publishers to implement bfcache, speculation rules, and Chrome DevTools AI debugging to boost page views and ad revenue efficiency.
ppc.land
March 27, 2026 at 2:28 AM
FYI: Google AdSense pushes bfcache, speculation rules, and AI debugging to publishers #GoogleAdSense #bfcache #SpeculationRules #AIDebugging #Publishers
FYI: Google AdSense pushes bfcache, speculation rules, and AI debugging to publishers #GoogleAdSense #bfcache #SpeculationRules #AIDebugging #Publishers
Google AdSense pushes bfcache, speculation rules, and AI debugging to publishers
Google AdSense today urged publishers to implement bfcache, speculation rules, and Chrome DevTools AI debugging to boost page views and ad revenue efficiency.
ppc.land
March 27, 2026 at 2:28 AM
FYI: Google AdSense pushes bfcache, speculation rules, and AI debugging to publishers #GoogleAdSense #bfcache #SpeculationRules #AIDebugging #Publishers
Published Part 9 of the Trustworthy AI series.
Deep dive into formal verification for agents: invariants, state models, SMT solvers, and counterexample-driven replay.
Python examples included.
www.sakurasky.com/blog/missing...
#AIEngineering #AIDebugging #AIGovernance
Deep dive into formal verification for agents: invariants, state models, SMT solvers, and counterexample-driven replay.
Python examples included.
www.sakurasky.com/blog/missing...
#AIEngineering #AIDebugging #AIGovernance
Formal Verification of Constraints
Agents that act autonomously must obey provable invariants. Formal verification provides the missing guardrails for constraints like 'never transmit unencrypted PII' or 'never exceed credit exposure t...
www.sakurasky.com
November 21, 2025 at 2:23 PM
Published Part 9 of the Trustworthy AI series.
Deep dive into formal verification for agents: invariants, state models, SMT solvers, and counterexample-driven replay.
Python examples included.
www.sakurasky.com/blog/missing...
#AIEngineering #AIDebugging #AIGovernance
Deep dive into formal verification for agents: invariants, state models, SMT solvers, and counterexample-driven replay.
Python examples included.
www.sakurasky.com/blog/missing...
#AIEngineering #AIDebugging #AIGovernance
AIクリエーターの道 ニュース .NET Aspire 9.3リリース！GitHub Copilotとの連携で開発効率が爆上がり！エラー解析も楽々。 #NETAspire #AIDebugging #GitHubCopilot
詳しくはこちら↓↓↓
gamefi.co.jp/2025/05/24/n...
詳しくはこちら↓↓↓
gamefi.co.jp/2025/05/24/n...
.NET Aspire 9.3: AIデバッグとGitHub Copilot | AI News
.NET Aspire 9.3リリース！GitHub CopilotによるAIデバッグで開発効率が劇的に向上。エラー解析やパフォーマンス改善も。
gamefi.co.jp
May 24, 2025 at 5:00 AM
AIクリエーターの道 ニュース .NET Aspire 9.3リリース！GitHub Copilotとの連携で開発効率が爆上がり！エラー解析も楽々。 #NETAspire #AIDebugging #GitHubCopilot
詳しくはこちら↓↓↓
gamefi.co.jp/2025/05/24/n...
詳しくはこちら↓↓↓
gamefi.co.jp/2025/05/24/n...
AIMindUpdate News!
Revolutionizing .NET development! .NET Aspire 9.3 integrates GitHub Copilot for AI-powered debugging, simplifying error analysis and boosting performance. #DotNetAspire #AIDebugging #GitHubCopilot
Click here↓↓↓
aimindupdate.com/2025/05/24/n...
Revolutionizing .NET development! .NET Aspire 9.3 integrates GitHub Copilot for AI-powered debugging, simplifying error analysis and boosting performance. #DotNetAspire #AIDebugging #GitHubCopilot
Click here↓↓↓
aimindupdate.com/2025/05/24/n...
aimindupdate.com
May 24, 2025 at 5:00 AM
AIMindUpdate News!
Revolutionizing .NET development! .NET Aspire 9.3 integrates GitHub Copilot for AI-powered debugging, simplifying error analysis and boosting performance. #DotNetAspire #AIDebugging #GitHubCopilot
Click here↓↓↓
aimindupdate.com/2025/05/24/n...
Revolutionizing .NET development! .NET Aspire 9.3 integrates GitHub Copilot for AI-powered debugging, simplifying error analysis and boosting performance. #DotNetAspire #AIDebugging #GitHubCopilot
Click here↓↓↓
aimindupdate.com/2025/05/24/n...
Ever tried debugging a web app with just your voice? Meet Grok Chat from You.com – AI that chats, generates images, and even writes code. It feels like ChatGPT on steroids for developers. Dive in to see it in action! #GrokChat #AIdebugging #VoiceCoding
🔗 aidailypost.com/news/grok-ch...
🔗 aidailypost.com/news/grok-ch...
November 11, 2025 at 3:59 PM
Ever tried debugging a web app with just your voice? Meet Grok Chat from You.com – AI that chats, generates images, and even writes code. It feels like ChatGPT on steroids for developers. Dive in to see it in action! #GrokChat #AIdebugging #VoiceCoding
🔗 aidailypost.com/news/grok-ch...
🔗 aidailypost.com/news/grok-ch...
A simple proxy solves Chrome DevTools MCP’s biggest limitation—authentication—unlocking AI-powered debugging for real, authenticated applications. #aidebugging
No Extensions Allowed: The Chrome DevTools MCP Dilemma
hackernoon.com
December 9, 2025 at 12:09 PM
A simple proxy solves Chrome DevTools MCP’s biggest limitation—authentication—unlocking AI-powered debugging for real, authenticated applications. #aidebugging
Experts Warn AI Boost Delays Software Engineering
https://techdrive.live/experts-warn-ai-boost-delays-software-engineering/?utm_source=bluesky&utm_medium=social
#aidebugging #developerproductivity #codingefficiency
https://techdrive.live/experts-warn-ai-boost-delays-software-engineering/?utm_source=bluesky&utm_medium=social
#aidebugging #developerproductivity #codingefficiency
June 10, 2026 at 4:34 AM
Experts Warn AI Boost Delays Software Engineering
https://techdrive.live/experts-warn-ai-boost-delays-software-engineering/?utm_source=bluesky&utm_medium=social
#aidebugging #developerproductivity #codingefficiency
https://techdrive.live/experts-warn-ai-boost-delays-software-engineering/?utm_source=bluesky&utm_medium=social
#aidebugging #developerproductivity #codingefficiency