I just published Your AI App Is Not Failing Because of the Model. medium.com/p/your-ai-app-…
#AIEngineering #ProductionAI #LLM #LangGraph #PromptEngineering #Trending #TechCareers #TechClub
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The dirty truth: building agents is easy. Getting them to production without breaking is the hard part. 11% of agents make it to prod. We're fixing that. #AIagents #ProductionAI @ylecun @karpathy
AI without defined boundaries isn’t innovation.
It’s unmanaged risk.
Enterprise systems require clear permission layers, escalation paths, and behavioral limits.
Intelligence is powerful.
Boundaries make it usable.
#AIGovernance #ProductionAI #AgenticAI #EnterpriseAI
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I built a free tool that gives organizations an objective readiness score before they spend the first dollar.
AI Aether is live.
→ ambharii.com/tools
If this thread was useful, follow for more production AI from the field. I post what vendors will not say.
#ProductionAI
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In reinforcement learning, when the reward function is wrong, the agent just gets better at being wrong.
Read Thinkata's latest insight Reward Design as Architecture:
thinkata.com/news/insights/…
#ReinforcementLearning #AIArchitecture #ProductionAI
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Own your data pipelines properly and every new model becomes useful on day one. Skip that step and you’ll spend half your time cleaning and retraining. Clean lineage and quality checks are the real moat.
#DataOwnership #ProductionAI
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@XendexAI wishes you a very 𝗛𝗮𝗽𝗽𝘆 𝗨𝗴𝗮𝗱𝗶! ✨
May this new year bring fresh opportunities, meaningful innovation and measurable success.
Here’s to growth, resilience and a future powered by intelligent systems.
#Ugadi #NewBeginning #ProductionAI #AIInnovation #XendexAI https://t.co/DAat6ym13i
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Every system we build at Agents Factory ships with a full observability stack from day one. Not an add-on.
Because production-ready means you know exactly what happened, where, and why.
agentsfactory.io
#AgenticAI #EnterpriseAI #ProductionAI #AIObservability
AgentsFactory - Custom SLMs & Private AI Workflows
Stop renting intelligence. We build custom, private SLMs and Agents for your business workflows.
From agentsfactory.io 10
Agentic AI doesn't fail loudly like LLMs do.
It completes 11 of 12 steps confidently.
Step 12 corrupts 3 months of downstream data.
Monitors show green. Benchmarks passed.
The real problem isn't hallucination.
It's partial success.
#AgenticAI #ProductionAI #HumanWritten
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Biggest mistake I see right now:
Choosing the biggest model first.
That works for demos.
Not for production.
Production AI is mostly architecture decisions, not model size.
#SLM #LLM #ProductionAI #SystemDesign #AIEngineering #RealEstateAI
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Your AI pipeline WILL fail in production.
Not "might." Will.
• LLM APIs timeout
• Embeddings go down
• Rate limits hit at the worst time
A demo becomes a product when you design for failure.
What's the worst AI failure you've seen?
#ProductionAI #AI
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Production AI isn't about the model — it's about the architecture around it. Constraints, checkpoints, versioned prompts, orchestration. This is what we automate at Peakstone Solutions — DM me. #ClaudeCode #AIEngineering #ProductionAI
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The AI hype is about demos, but the reality is production. Scaling 50+ agents reliably with decoupled tooling and complex handoffs is where projects truly hit a wall. Are you facing these integration challenges? Share your battle stories! #AI #ProductionAI
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The hardest part of building AI apps isn't the AI.
It's the boring stuff:
- Error handling when APIs timeout
- Retry logic for flaky tools
- Graceful failures users don't hate
Part 4 (AI Agents) covers all of this:
github.com/Alexhr414/ai-d…
#ProductionAI #Python
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The hardest part of building AI apps isn't the AI.
It's the boring stuff:
- Error handling when APIs timeout
- Retry logic for flaky tools
- Graceful failures users don't hate
Part 4 covers all of this with working code:
github.com/Alexhr414/ai-d…
#ProductionAI #Python #OpenSource
GitHub - Alexhr414/ai-dev-no-phd: AI Development Without a PhD — Practical tutorials for building...
AI Development Without a PhD — Practical tutorials for building AI apps - Alexhr414/ai-dev-no-phd
From github.com 36
🚨 If your AI needs constant overrides, it’s not “smart”—it’s broken. Real production AI runs with guardrails, feedback loops, and clear objectives. Stop babysitting models—engineer them. 💡 #AIEngineering #ProductionAI #RealWorldAIFP
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Pro tip: Tool-calling agents WILL fail.
Common issues:
🔴 API timeouts
🔴 Malformed responses
🔴 Tool unavailable
Solution from Part 4:
✅ Retry with exponential backoff
✅ Fallback tools
✅ Graceful error messages
Code: github.com/Alexhr414/ai-d…
#Reliability #ProductionAI
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One reason agent demos look great, and production feels harder: the environment changes
Different routes, different protections, different expectations from the destination.
Infrastructure choices show up quickly.
#AIAgents #ProductionAI #AIInfra
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Netflix acquiring InterPositive signals production AI is now table stakes for streamers. Custom tooling for creative workflows beats generic LLMs—this is where domain-specific agents create real moat.
#EnterpriseAI #AgenticAI #ProductionAI
theverge.com/streaming/8899…
Netflix is buying Ben Affleck’s AI startup
Affleck is also joining the streamer as a senior adviser.
From theverge.com 43
15 spots. That's it.
If you've shipped a backend and want to own AI systems (not just prompt them),
This is your window.
Register Here: masteringai.dev
#AIBackend #FOMO #ProductionAI #MasteringBackend
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