November 11, 2026 at 9:30 AM
A strong agent evaluation should include recovery, not just task completion. Test missing data, tool failures, conflicting instructions, and out-of-scope requests. #AIAgents #AIEngineering
November 10, 2026 at 8:04 AM
A strong agent evaluation should include recovery, not just task completion. Test missing data, tool failures, conflicting instructions, and out-of-scope requests. #AIAgents #AIEngineering
A useful agent handoff note needs four fields: completed, evidence, unresolved uncertainty, and next owner. That keeps human review focused on decisions instead of reconstructing the agent’s path. #AIAgents #AIEngineering
November 10, 2026 at 12:56 PM
A useful agent handoff note needs four fields: completed, evidence, unresolved uncertainty, and next owner. That keeps human review focused on decisions instead of reconstructing the agent’s path. #AIAgents #AIEngineering
A useful agent dashboard should show more than success rate: evidence source, tool calls, confidence or uncertainty, approval points, and where the workflow stopped. Visibility is part of control. #AIEngineering #ResponsibleAI
November 10, 2026 at 11:17 AM
A useful agent dashboard should show more than success rate: evidence source, tool calls, confidence or uncertainty, approval points, and where the workflow stopped. Visibility is part of control. #AIEngineering #ResponsibleAI
Taxing technology rather than its negative effects has the consequence of reducing the resources available to us for adapting to the resulting changes. #AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
November 10, 2026 at 9:43 AM
Taxing technology rather than its negative effects has the consequence of reducing the resources available to us for adapting to the resulting changes. #AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
A shift in public awareness is essential, which should begin with "de-Googling" our lives, opting instead for independent, sovereign tools such as DuckDuckGo, Brave, or Vivaldi. #AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
November 10, 2026 at 9:54 AM
A shift in public awareness is essential, which should begin with "de-Googling" our lives, opting instead for independent, sovereign tools such as DuckDuckGo, Brave, or Vivaldi. #AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
Is your AI app ready for production? UnlockLive IT audits AI applications to identify security risks, performance issues and reliability gaps helping you launch with confidence.
🌐 unlocklive.com
#AITechnicalAudit #AIEngineering
🌐 unlocklive.com
#AITechnicalAudit #AIEngineering
November 9, 2026 at 12:00 PM
Is your AI app ready for production? UnlockLive IT audits AI applications to identify security risks, performance issues and reliability gaps helping you launch with confidence.
🌐 unlocklive.com
#AITechnicalAudit #AIEngineering
🌐 unlocklive.com
#AITechnicalAudit #AIEngineering
The dangerous machine, dangerous because it is too helpful, spares us effort, boredom, and the need to search, ultimately fostering a comfortable dependency.
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
November 12, 2026 at 10:26 AM
The dangerous machine, dangerous because it is too helpful, spares us effort, boredom, and the need to search, ultimately fostering a comfortable dependency.
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
Adapt open weights when they meet the workflow’s quality bar and customize only to close a measured gap. Compare end-to-end quality, latency, privacy and operating cost—not benchmarks alone. #AIEngineering #EnterpriseAI
November 10, 2026 at 8:43 PM
Adapt open weights when they meet the workflow’s quality bar and customize only to close a measured gap. Compare end-to-end quality, latency, privacy and operating cost—not benchmarks alone. #AIEngineering #EnterpriseAI
What kind of human being is a technological civilization producing?
Is it the kind of person who has given up thinking because the machine does it for them?
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
Is it the kind of person who has given up thinking because the machine does it for them?
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
November 12, 2026 at 9:24 AM
What kind of human being is a technological civilization producing?
Is it the kind of person who has given up thinking because the machine does it for them?
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
Is it the kind of person who has given up thinking because the machine does it for them?
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
Before automating a workflow, map its exceptions: missing data, conflicting instructions, time pressure, and cases that require judgment. Those paths usually define the real system design. #AIEngineering #EnterpriseAI
November 10, 2026 at 7:40 PM
Before automating a workflow, map its exceptions: missing data, conflicting instructions, time pressure, and cases that require judgment. Those paths usually define the real system design. #AIEngineering #EnterpriseAI
How can large AI companies be compelled to pay a fair price, one that accounts for previously overlooked costs, such as massive water consumption, pollution, and so on?
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
November 9, 2026 at 4:58 PM
How can large AI companies be compelled to pay a fair price, one that accounts for previously overlooked costs, such as massive water consumption, pollution, and so on?
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
#AI #CyberSecurity #TrustworthyAI #AIAgents #AINews #GenAI #AgenticAI #EnterpriseIT #llm #AIEngineering #AIArchitect
Versioning is a governance control: changing a model or policy should not quietly expand access or erase the audit trail. Treat permissions, validation and consumers as versioned contracts. #AIEngineering #AIGovernance
November 10, 2026 at 8:40 PM
Versioning is a governance control: changing a model or policy should not quietly expand access or erase the audit trail. Treat permissions, validation and consumers as versioned contracts. #AIEngineering #AIGovernance
tdsynnex.cloudchampion.de/c/nach-dem-h...
#KI #MicrosoftFoundry #MicrosoftCopilot #GitHubCopilot #AIEngineering #Softwareentwicklung #TDsynnex #whiteduck
#KI #MicrosoftFoundry #MicrosoftCopilot #GitHubCopilot #AIEngineering #Softwareentwicklung #TDsynnex #whiteduck
November 12, 2026 at 11:03 AM
When evaluating an AI workflow, sample the failures people actually care about: ambiguous requests, missing records, stale instructions, and conflicting rules. Average accuracy can hide the costly edge cases. #AIEngineering #ResponsibleAI
November 10, 2026 at 4:05 PM
When evaluating an AI workflow, sample the failures people actually care about: ambiguous requests, missing records, stale instructions, and conflicting rules. Average accuracy can hide the costly edge cases. #AIEngineering #ResponsibleAI
A useful agent evaluation should test the messy cases: incomplete inputs, conflicting instructions, unavailable tools and recovery after a failed action. Average benchmark scores can hide the failures users actually notice. #AIEngineering #AItesting
November 8, 2026 at 8:57 AM
A useful agent evaluation should test the messy cases: incomplete inputs, conflicting instructions, unavailable tools and recovery after a failed action. Average benchmark scores can hide the failures users actually notice. #AIEngineering #AItesting
A reliable AI workflow needs an exception path designed before the happy path is scaled. Define what counts as an anomaly, who receives the handoff, what context travels with it, and how the agent resumes after a human decision. #AIEngineering
November 7, 2026 at 9:50 PM
A reliable AI workflow needs an exception path designed before the happy path is scaled. Define what counts as an anomaly, who receives the handoff, what context travels with it, and how the agent resumes after a human decision. #AIEngineering
Six things happened in AI today; the one worth your attention is Thinking Machines Lab.
💰 Thinking Machines Lab
💰 Tutor Intelligence
💰 Return
💰 Alethio Therapeutics
💰 Kalepa
Full post · Follow me: LinkedIn · GitHub · Bluesky · X · Dev.to · Facebook · Website
#AI #GenAI #AIEngineering
💰 Thinking Machines Lab
💰 Tutor Intelligence
💰 Return
💰 Alethio Therapeutics
💰 Kalepa
Full post · Follow me: LinkedIn · GitHub · Bluesky · X · Dev.to · Facebook · Website
#AI #GenAI #AIEngineering
November 7, 2026 at 10:56 AM
Also inside:
• #SemanticSpacetime
• #holonic systems and #holons
• agent-to-agent interaction
• #promisegraphs
For engineers building agents that remember, reason and explain themselves, not just fetch the nearest chunk.
#MultiAgentSystems #AIEngineering
• #SemanticSpacetime
• #holonic systems and #holons
• agent-to-agent interaction
• #promisegraphs
For engineers building agents that remember, reason and explain themselves, not just fetch the nearest chunk.
#MultiAgentSystems #AIEngineering
November 12, 2026 at 7:02 AM
Also inside:
• #SemanticSpacetime
• #holonic systems and #holons
• agent-to-agent interaction
• #promisegraphs
For engineers building agents that remember, reason and explain themselves, not just fetch the nearest chunk.
#MultiAgentSystems #AIEngineering
• #SemanticSpacetime
• #holonic systems and #holons
• agent-to-agent interaction
• #promisegraphs
For engineers building agents that remember, reason and explain themselves, not just fetch the nearest chunk.
#MultiAgentSystems #AIEngineering
Model pricing is only part of AI agent economics.
Tool calls, latency, retries and task completion all contribute to the real cost.
The metric that matters is cost per successful outcome, not just cost per token.
thenewstack.io/minimax-flas...
#AgenticAI #AIEngineering
Tool calls, latency, retries and task completion all contribute to the real cost.
The metric that matters is cost per successful outcome, not just cost per token.
thenewstack.io/minimax-flas...
#AgenticAI #AIEngineering
MiniMax just halved its token prices. Your AI agent bill may not follow.
MiniMax says M3.1 Flash cuts agent costs 70 percent. Its token prices halved, but what a finished task costs tells a narrower story for busy AI developers.
thenewstack.io
November 9, 2026 at 11:45 PM
Model pricing is only part of AI agent economics.
Tool calls, latency, retries and task completion all contribute to the real cost.
The metric that matters is cost per successful outcome, not just cost per token.
thenewstack.io/minimax-flas...
#AgenticAI #AIEngineering
Tool calls, latency, retries and task completion all contribute to the real cost.
The metric that matters is cost per successful outcome, not just cost per token.
thenewstack.io/minimax-flas...
#AgenticAI #AIEngineering
Small tip for anyone signing up extra Claude accounts for themselves: if it won’t let you get x10 plan, get x5 first and then upgrade #AIEngineering #ClaudeCode
November 9, 2026 at 2:25 PM
Small tip for anyone signing up extra Claude accounts for themselves: if it won’t let you get x10 plan, get x5 first and then upgrade #AIEngineering #ClaudeCode
I'm joining the AI Engineering Bootcamp Cohort 3 through the ₦27 Million AI Engineering Scholarship Initiative by masteringbackend.com 🚀
Time to move beyond using AI tools and start building real AI systems.
masteringai.dev/scholarship
#AIEngineering
Time to move beyond using AI tools and start building real AI systems.
masteringai.dev/scholarship
#AIEngineering
November 11, 2026 at 10:50 AM
I'm joining the AI Engineering Bootcamp Cohort 3 through the ₦27 Million AI Engineering Scholarship Initiative by masteringbackend.com 🚀
Time to move beyond using AI tools and start building real AI systems.
masteringai.dev/scholarship
#AIEngineering
Time to move beyond using AI tools and start building real AI systems.
masteringai.dev/scholarship
#AIEngineering
An LLM is not an AI system.
The model is probabilistic. The system around it must be controlled, observable, and reliable.
Available with a free sample:
leanpub.com/staai
#agenticai #softwarearchitecture #llm #aiengineering #springboot
The model is probabilistic. The system around it must be controlled, observable, and reliable.
Available with a free sample:
leanpub.com/staai
#agenticai #softwarearchitecture #llm #aiengineering #springboot
November 6, 2026 at 9:09 AM
An LLM is not an AI system.
The model is probabilistic. The system around it must be controlled, observable, and reliable.
Available with a free sample:
leanpub.com/staai
#agenticai #softwarearchitecture #llm #aiengineering #springboot
The model is probabilistic. The system around it must be controlled, observable, and reliable.
Available with a free sample:
leanpub.com/staai
#agenticai #softwarearchitecture #llm #aiengineering #springboot
🤖 Anthropic's AI system Mythos ported Claude to AMD GPUs in 3 days, writing ~100% of the kernel code. Used to take dozens of engineers months. ⚡ Agentic coding has reached systems-level infrastructure. #AIEngineering #TheHallwayTrack
November 11, 2026 at 11:19 PM
🤖 Anthropic's AI system Mythos ported Claude to AMD GPUs in 3 days, writing ~100% of the kernel code. Used to take dozens of engineers months. ⚡ Agentic coding has reached systems-level infrastructure. #AIEngineering #TheHallwayTrack
AlphaProof Code wrote 3M Lean proofs to verify Signal's encryption. 🔐 AI formal verification just moved from academic to production. Safety-critical software now has a path to machine-verified correctness. 🤖 #AIEngineering #TheHallwayTrack
November 10, 2026 at 11:41 PM
AlphaProof Code wrote 3M Lean proofs to verify Signal's encryption. 🔐 AI formal verification just moved from academic to production. Safety-critical software now has a path to machine-verified correctness. 🤖 #AIEngineering #TheHallwayTrack