#faultlocalization 검색 결과

🚨 New from UIUC x Stanford x AMD: AgentDebug: Where LLM Agents Fail and How They Can Learn From Failures 🔍🤖 LLM agents fail due to early errors that snowball—yet lack tools to trace & fix them. ✅ AgentDebug Debugger 📄 arxiv.org/abs/2509.25370 🛠️ github.com/ulab-uiuc/Agen…

Kunlun_Zhu's tweet image. 🚨 New from UIUC x Stanford x AMD:

AgentDebug: Where LLM Agents Fail and How They Can Learn From Failures 🔍🤖
LLM agents fail due to early errors that snowball—yet lack tools to trace & fix them.
✅ AgentDebug Debugger
📄 arxiv.org/abs/2509.25370
🛠️ github.com/ulab-uiuc/Agen…
Kunlun_Zhu's tweet image. 🚨 New from UIUC x Stanford x AMD:

AgentDebug: Where LLM Agents Fail and How They Can Learn From Failures 🔍🤖
LLM agents fail due to early errors that snowball—yet lack tools to trace & fix them.
✅ AgentDebug Debugger
📄 arxiv.org/abs/2509.25370
🛠️ github.com/ulab-uiuc/Agen…
Kunlun_Zhu's tweet image. 🚨 New from UIUC x Stanford x AMD:

AgentDebug: Where LLM Agents Fail and How They Can Learn From Failures 🔍🤖
LLM agents fail due to early errors that snowball—yet lack tools to trace & fix them.
✅ AgentDebug Debugger
📄 arxiv.org/abs/2509.25370
🛠️ github.com/ulab-uiuc/Agen…
Kunlun_Zhu's tweet image. 🚨 New from UIUC x Stanford x AMD:

AgentDebug: Where LLM Agents Fail and How They Can Learn From Failures 🔍🤖
LLM agents fail due to early errors that snowball—yet lack tools to trace & fix them.
✅ AgentDebug Debugger
📄 arxiv.org/abs/2509.25370
🛠️ github.com/ulab-uiuc/Agen…

ANNOUNCEMENT: The PHIVOLCS FaultFinder is currently unavailable as we work to address system security concerns. Meanwhile, we encourage the public to use HazardHunterPH at hazardhunter.georisk.gov.ph/map as an alternative tool. HazardHunterPH provides information on active faults and…

phivolcs_dost's tweet image. ANNOUNCEMENT: The PHIVOLCS FaultFinder is currently unavailable as we work to address system security concerns.

Meanwhile, we encourage the public to use HazardHunterPH at hazardhunter.georisk.gov.ph/map as an alternative tool. HazardHunterPH provides information on active faults and…

When you roll back a bad build as soon as possible but the defect already affected about 300 million users

ThePracticalDev's tweet image. When you roll back a bad build as soon as possible but the defect already affected about 300 million users

Check out, how I found one cloud-based LFI that affected multiple companies. #BugBounty #vulnerability panchocosil.blogspot.cl/2017/05/one-cl…

panchocosil's tweet image. Check out, how I found one cloud-based LFI that affected multiple companies. #BugBounty #vulnerability panchocosil.blogspot.cl/2017/05/one-cl…

"The button doesn't work." "Which button?" "You know... the one." This wastes 10+ hours/week for dev teams. Here's the 3-element framework that fixes it (+ free tools that make visual feedback instant): lxb-studio.com/why-your-bug-r…

LxbStudio's tweet image. "The button doesn't work."
"Which button?"
"You know... the one."

This wastes 10+ hours/week for dev teams.

Here's the 3-element framework that fixes it (+ free tools that make visual feedback instant):

lxb-studio.com/why-your-bug-r…

What it’s like to be a vulnerability researcher:


built a self-healing API system for the new $Flux explorer it automatically switches between local + public blockbook endpoints based on health + latency. local: aggressive (3s / 500 blocks) public: conservative (30s / 50 blocks) automatic failover + redundancy baked in. 🔥

little_stache's tweet image. built a self-healing API system for the new $Flux explorer 

it automatically switches between local + public blockbook endpoints based on health + latency.

local: aggressive (3s / 500 blocks)
public: conservative (30s / 50 blocks)

automatic failover + redundancy baked in. 🔥

introducing flo - never get stuck on errors again. flo catches errors for you and figures out how to solve them by scanning your codebase. then it uses the new @LangChainAI function agents to figure out what's wrong. it lives in your directory so there's no context loss when…


🧵 Thread 2/6: We introduce comprehensive AgentErrorTaxonomy 🧠 Memory (e.g. hallucination, oversimplification) 🔁 Reflection (e.g. outcome misinterpretation) 📋 Planning (e.g. constraint ignorance) ⚙️ Action (e.g. param errors) 🧱 System (e.g. tool/API limits)

Kunlun_Zhu's tweet image. 🧵 Thread 2/6:

We introduce comprehensive AgentErrorTaxonomy

🧠 Memory (e.g. hallucination, oversimplification)
🔁 Reflection (e.g. outcome misinterpretation)
📋 Planning (e.g. constraint ignorance)
⚙️ Action (e.g. param errors)
🧱 System (e.g. tool/API limits)

Want to find critical bugs by changing a single header? Do just like @hacker_ & set your host header to 'localhost' in your next directory bruteforce, the results might be surprising! 🔥 #BugBountyTip #BugBountyTips

intigriti's tweet image. Want to find critical bugs by changing a single header? Do just like @hacker_ & set your host header to 'localhost' in your next directory bruteforce, the results might be surprising! 🔥 #BugBountyTip #BugBountyTips

He didn't, but we still can! His version of the faulting module has the bytes 45 8b 08 at csagent+0xe35a1, I found that version in VT, and had a look. In fact, there *is* a NULL check (test r8, r8; jz) immediately before the dereference, so his theory is provably *wrong* 🛑 6/n

taviso's tweet image. He didn't, but we still can! His version of the faulting module has the bytes 45 8b 08 at csagent+0xe35a1, I found that version in VT, and had a look. In fact, there *is* a NULL check (test r8, r8; jz) immediately before the dereference, so his theory is provably *wrong* 🛑 6/n

We spend a lot of time trying to solve problems, when we don't really understand the nature of the problem in the first place. As a result, we may implement solutions that fail because they don't address the underlying issues. So this resource "The Problem Framing Canvas" from…

HelenBevan's tweet image. We spend a lot of time trying to solve problems, when we don't really understand the nature of the problem in the first place. As a result, we may implement solutions that fail because they don't address the underlying issues. So this resource "The Problem Framing Canvas" from…
HelenBevan's tweet image. We spend a lot of time trying to solve problems, when we don't really understand the nature of the problem in the first place. As a result, we may implement solutions that fail because they don't address the underlying issues. So this resource "The Problem Framing Canvas" from…
HelenBevan's tweet image. We spend a lot of time trying to solve problems, when we don't really understand the nature of the problem in the first place. As a result, we may implement solutions that fail because they don't address the underlying issues. So this resource "The Problem Framing Canvas" from…
HelenBevan's tweet image. We spend a lot of time trying to solve problems, when we don't really understand the nature of the problem in the first place. As a result, we may implement solutions that fail because they don't address the underlying issues. So this resource "The Problem Framing Canvas" from…

📝 New article: "SCOPE: Hybrid Optimization Strategy for Higher-order Mutation-based Fault Localization" by Hengyuan Liu, Zheng Li, Xiaolan Kang, Shumei Wu, Doyle Paul, Xiang Chen, Yong Liu 👉 Get your copy at authors.elsevier.com/a/1leeB3O8rCo9… #faultlocalization #MBFL #mutationtesting

ISTJrnal's tweet image. 📝 New article: "SCOPE: Hybrid Optimization Strategy for Higher-order Mutation-based Fault Localization" by Hengyuan Liu, Zheng Li, Xiaolan Kang, Shumei Wu, Doyle Paul, Xiang Chen, Yong Liu

👉 Get your copy at authors.elsevier.com/a/1leeB3O8rCo9…

#faultlocalization #MBFL #mutationtesting

how the bug appears right after you deploy to prod


⚙️ PLC Logic Fault? We identify & resolve PLC logic faults that affect system flow & efficiency. Every logic line, input & output is tested for precision — ensuring accuracy, reliability & stability. 🔗 Learn more: asamaka.com #Automation #PLCDebug #ProcessControl

AsamakaIndustry's tweet image. ⚙️ PLC Logic Fault?
We identify & resolve PLC logic faults that affect system flow & efficiency.
Every logic line, input & output is tested for precision — ensuring accuracy, reliability & stability.

🔗 Learn more: asamaka.com
#Automation #PLCDebug #ProcessControl

🧵 Thread 6/6: Summary & Call to Action AgentDebug pioneers LLM agent root-cause tracing + step-level repair. It’s: ✅ Model-agnostic ✅ Zero-shot ✅ Interpretable ✅ Modular And it's open-source ❤️ 🔗 github.com/ulab-uiuc/Agen… 💬 Challenge your agent on AgentErrorBench.


So I was doing the Fatality cover… Then my entire PC just spazzed out and is completely unresponsive. Fatal Error is fucking real what the actual fuck.

SnowTheFox122's tweet image. So I was doing the Fatality cover…

Then my entire PC just spazzed out and is completely unresponsive.

Fatal Error is fucking real what the actual fuck.
SnowTheFox122's tweet image. So I was doing the Fatality cover…

Then my entire PC just spazzed out and is completely unresponsive.

Fatal Error is fucking real what the actual fuck.

People like ISWV Fails really do treat Localisation like a dogmatic religion that can never be criticised & will even go as far as to deliberately miss the point just so they don't have to acknowledge flaws of their religion.

politicalawake's tweet image. People like ISWV Fails really do treat Localisation like a dogmatic religion that can never be criticised & will even go as far as to deliberately miss the point just so they don't have to acknowledge flaws of their religion.

What’s an unattributable fault (UF) here? Two conflicting blocks hit disjoint validator groups simultaneously. Different heads finalize. No provable culprit. Losses are correlated that nuke insurance pools. If you can’t attribute fault, you can’t underwrite fairly.

AbhiMan1601's tweet image. What’s an unattributable fault (UF) here? Two conflicting blocks hit disjoint validator groups simultaneously. Different heads finalize. No provable culprit. Losses are correlated that nuke insurance pools. If you can’t attribute fault, you can’t underwrite fairly.

#TGNPDCL — Erection of Fault Passage Indicators (FPI) UPDATE ⚡NIRMAL Dist. # As part of system improvement works, Fault Passage Indicators (FPIs) are being erected to identify fault locations quickly, minimize outage duration, and enhance reliability of power supply to…

TG_NPDCL's tweet image. #TGNPDCL — Erection of Fault Passage Indicators (FPI) UPDATE ⚡NIRMAL Dist. #
As part of system improvement works, Fault Passage Indicators (FPIs) are being erected to identify fault locations quickly, minimize outage duration, and enhance reliability of power supply to…

📝 New article: "SCOPE: Hybrid Optimization Strategy for Higher-order Mutation-based Fault Localization" by Hengyuan Liu, Zheng Li, Xiaolan Kang, Shumei Wu, Doyle Paul, Xiang Chen, Yong Liu 👉 Get your copy at authors.elsevier.com/a/1leeB3O8rCo9… #faultlocalization #MBFL #mutationtesting

ISTJrnal's tweet image. 📝 New article: "SCOPE: Hybrid Optimization Strategy for Higher-order Mutation-based Fault Localization" by Hengyuan Liu, Zheng Li, Xiaolan Kang, Shumei Wu, Doyle Paul, Xiang Chen, Yong Liu

👉 Get your copy at authors.elsevier.com/a/1leeB3O8rCo9…

#faultlocalization #MBFL #mutationtesting

Localization for Dual Partial Discharge Sources in Transformer Oil Using Pressure-Balanced Fiber-Optic #Ultrasonic Sensor Array mdpi.com/1424-8220/24/1… #partialdischarge #faultlocalization

Sensors_MDPI's tweet image. Localization for Dual Partial Discharge Sources in Transformer Oil Using Pressure-Balanced Fiber-Optic #Ultrasonic Sensor Array
mdpi.com/1424-8220/24/1…
#partialdischarge #faultlocalization

Hey everyone! Let's congratulate Hassan et al. for their paper: "UniLoc: Unified Fault Localization of Continuous Integration Failures" accepted at #goTOSEM! #faultLocalization #SoftwareEngineering #continuousIntegration #CI


🆕 If you were unable to attend the third #ResearchWorkshop, we have uploaded each session to YouTube, so you can access them! 🔎 Find below the session focused on #Metamorphictesting with #faultlocalization for #ICSs presented by @DragosTruscan. youtube.com/watch?v=r2D5tc…

VeriDevOps's tweet card. VeriDevOps Research Workshop III- Metamorphic testing with fault...

youtube.com

YouTube

VeriDevOps Research Workshop III- Metamorphic testing with fault...


Hi all! Share our congrats to Zhang et al. for their paper: "Influential Global and Local Contexts Guided Trace Representation for Fault Localization" accepted at #goTOSEM! #faultLocalization


📝 New article @ISTJrnal "PAFL: Probabilistic Automaton-based Fault Localization for Recurrent Neural Networks" by @yuta_ishimoto @masanari_kondo @ubayashi @yasutaka_kamei #SE4AI #faultlocalization 👉 Get your copy at doi.org/10.1016/j.infs…


Software Fault Localization through Aggregation-Based Neural Ranking for Static and Dynamic Features Selection mdpi.com/1424-8220/21/2… #FaultLocalization #NeuralRanking

Sensors_MDPI's tweet image. Software Fault Localization through Aggregation-Based Neural Ranking for Static and Dynamic Features Selection
mdpi.com/1424-8220/21/2…
#FaultLocalization #NeuralRanking

"Is it possible to improve the efficiency of #faultlocalization by keeping track of the number of function call contexts? Today's #paperoftheday examines the relationship between the function call frequencies and the efficiency of #faultlocalization. doi.org/10.1016/j.jss.…


Todo negócio está sujeito à ocorrência de falhas que podem gerar uma interrupção de energia elétrica. Por isso, estamos preparados para ajudar você e seus clientes a minimizar o impacto do tempo de inatividade. Veja: spr.ly/6016zkkFw #EcoStruxure #FaultLocalization

SchneiderElecBR's tweet image. Todo negócio está sujeito à ocorrência de falhas que podem gerar uma interrupção de energia elétrica. Por isso, estamos preparados para ajudar você e seus clientes a minimizar o impacto do tempo de inatividade. Veja: spr.ly/6016zkkFw
#EcoStruxure #FaultLocalization

Is fault localization at the method/ basic-block/ class level essentially a #faultLocalization? A statement-level is more precise (exactly pinpoints) but at the cost of increased overhead. Instead, should a basic-block level analysis be appreciated in #Softwaretesting?


New paper! Behavioral Fault Localization by Sampling Suspicious Dynamic Control Flow Subgraphs. Read here: hackthology.com/behavioral-fau… #golang #faultlocalization #icst2018


"#faultlocalization"에 대한 결과가 없습니다

Todo negócio está sujeito à ocorrência de falhas que podem gerar uma interrupção de energia elétrica. Por isso, estamos preparados para ajudar você e seus clientes a minimizar o impacto do tempo de inatividade. Veja: spr.ly/6016zkkFw #EcoStruxure #FaultLocalization

SchneiderElecBR's tweet image. Todo negócio está sujeito à ocorrência de falhas que podem gerar uma interrupção de energia elétrica. Por isso, estamos preparados para ajudar você e seus clientes a minimizar o impacto do tempo de inatividade. Veja: spr.ly/6016zkkFw
#EcoStruxure #FaultLocalization

📝 New article: "SCOPE: Hybrid Optimization Strategy for Higher-order Mutation-based Fault Localization" by Hengyuan Liu, Zheng Li, Xiaolan Kang, Shumei Wu, Doyle Paul, Xiang Chen, Yong Liu 👉 Get your copy at authors.elsevier.com/a/1leeB3O8rCo9… #faultlocalization #MBFL #mutationtesting

ISTJrnal's tweet image. 📝 New article: "SCOPE: Hybrid Optimization Strategy for Higher-order Mutation-based Fault Localization" by Hengyuan Liu, Zheng Li, Xiaolan Kang, Shumei Wu, Doyle Paul, Xiang Chen, Yong Liu

👉 Get your copy at authors.elsevier.com/a/1leeB3O8rCo9…

#faultlocalization #MBFL #mutationtesting

Software Fault Localization through Aggregation-Based Neural Ranking for Static and Dynamic Features Selection mdpi.com/1424-8220/21/2… #FaultLocalization #NeuralRanking

Sensors_MDPI's tweet image. Software Fault Localization through Aggregation-Based Neural Ranking for Static and Dynamic Features Selection
mdpi.com/1424-8220/21/2…
#FaultLocalization #NeuralRanking

Localization for Dual Partial Discharge Sources in Transformer Oil Using Pressure-Balanced Fiber-Optic #Ultrasonic Sensor Array mdpi.com/1424-8220/24/1… #partialdischarge #faultlocalization

Sensors_MDPI's tweet image. Localization for Dual Partial Discharge Sources in Transformer Oil Using Pressure-Balanced Fiber-Optic #Ultrasonic Sensor Array
mdpi.com/1424-8220/24/1…
#partialdischarge #faultlocalization

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