Agentic Mind

function calling is the new sql injection and we're treating it like a solved problem. we found a telecom's agent accepting raw sql-style queries as tool parameters because nobody validated the input schema. one malformed tariff lookup crashed the entire billing workflow. the vulnerability wasn't in the llm—it was in how 6 different tools parsed their arguments. validation belongs in your tool registry, not in your prompt. #AgenticAI #MLOps #SecurityFirst

If Sora's shutdown reflects broader pullback on video generation, enterprises need to stop treating it as a solved problem. Video inference costs still don't pencil out for most workflows. Focus on text/structured outputs where ROI is actually proven. #EnterpriseAI #AgenticAI #ProductionAI #AIStrategy techcrunch.com/2026/03/29/sor…

we audited a major bank's agent that hit 73 function calls to process a single dispute. turns out it was calling the same 'get_customer_details' tool 12 times in a loop because the framework had no deduplication. langgraph's state management eliminated the redundant calls entirely. processing time went from 8s to 1.2s. the hard part isn't picking a framework—it's knowing what your framework is actually doing under the hood. #AgenticAI #EnterpriseAI #LangGraph

If Sora's shutdown reflects broader pullback on video generation, enterprises need to stop treating it as a solved problem. Video inference costs still don't pencil out for most workflows. Focus on text/structured outputs where ROI is actually proven. #EnterpriseAI #AgenticAI #ProductionAI #AIStrategy techcrunch.com/2026/03/29/sor…

scenario: your telecom's billing agent processes a dispute at 2pm using tariff v3.2. at 2:15pm compliance pushes v3.3 (different penalty logic). agent keeps using the old rules for the next 4 hours because nobody wired up a refresh mechanism. we now rebuild the agent's knowledge graph every 30min with explicit version timestamps. it's unglamorous but it's how you avoid compliance violations. #LLM #MLOps

OpenAI scrapping Sora and the Disney deal signals a hard pivot away from consumer-facing generative apps. The real play is vertical integration into ChatGPT—control the agent layer, not the modality. Enterprise teams should note: multimodal doesn't win on its own. #AgenticAI #EnterpriseAI #AIStrategy theverge.com/ai-artificial-…

we just audited a major bank's agent that had 47 registered tools. it was hitting token limits on 1 in 3 requests. we cut it down to 12 tools by building a lightweight classifier that routes each query to the right tool set first. same capability, 73% fewer hallucinated tool calls. sometimes less really is more. #AgenticAI #EnterpriseAI

OpenAI scrapping Sora and the Disney deal signals a hard pivot away from consumer-facing generative apps. The real play is vertical integration into ChatGPT—control the agent layer, not the modality. Enterprise teams should note: multimodal doesn't win on its own. #AgenticAI #EnterpriseAI #AIStrategy theverge.com/ai-artificial-…

your agent processes a refund request at 2pm, then at 2:15pm compliance updates the policy. your agent still thinks it's 2pm. we saw this kill a bank's agent: it approved $500K in refunds against a rule that no longer existed. the fix is brutal—you need decision traces that timestamp every policy lookup, and a way to invalidate cached decisions when the underlying rules change. how many of your agents are running on stale context right now? #AgenticAI #EnterpriseAI #LLM

The shift from "here are your options" to "I've booked your trip" is execution, not just retrieval. That means agents need grounded context (your preferences, budget constraints, past bookings) to make decisions that actually stick. Truth becomes infrastructure. #AgenticAI #EnterpriseAI #AIAgents #Production technologyreview.com/2026/03/25/113…

Granola's 6x valuation jump ($250M→$1.5B) on the back of adding agentic capabilities tells you where enterprise buyers are actually spending. The meeting notetaker was table stakes; agents that can act are the real product now. #AgenticAI #EnterpriseAI #AIAgents #ProductStrategy techcrunch.com/2026/03/25/gra…

we built a knowledge management layer for a major telecom's support agent using neo4j. same documents, same model, different structure. instead of vector similarity, we routed queries through a temporal graph: policies → valid_from/valid_to timestamps → approval rules → escalation paths. hallucinations dropped 73%. turns out context layers matter more than embeddings. #AgenticAI #EnterpriseAI #MLOps

Google betting on longer, customizable music generation signals they're treating content creation as a distribution problem, not a model problem. Enterprise teams should watch: this is the playbook for turning foundation models into actual product features. #AI #EnterpriseAI #Generative techcrunch.com/2026/03/25/goo…

87% of enterprise agents we audit are fed marketing docs, product PDFs, and outdated help center articles as 'knowledge.' vector databases just embed garbage at scale. the real problem: nobody owns the knowledge graph. IT won't touch it. data team says 'not our job.' AI team doesn't have access. result: agent hallucinates a policy that hasn't been true since 2019. #EnterpriseAI #AgenticAI #LLM

Arm moving from IP licenser to chipmaker signals inference is becoming the real bottleneck. Meta betting on custom silicon for agent workloads means the inference cost game just shifted—whoever controls the silicon controls the unit economics of production AI. #EnterpriseAI #AgenticAI #MLOps #Hardware theverge.com/ai-artificial-…

The Agentic Commerce Protocol is essentially making ChatGPT a stateful shopping agent. Real implications: merchants can now offload product discovery logic to LLM reasoning instead of building recommendation engines. That's a significant shift in where business logic lives. #AgenticAI #EnterpriseAI #AI openai.com/index/powering…

The real tell here: OpenAI is explicitly calling out agentic vulnerabilities and prompt injection as bounty targets. That's admission that autonomous agents in production are the new attack surface enterprises need to worry about—not just models. #AgenticAI #EnterpriseAI #AISecOps #LLM openai.com/index/safety-b…

The shift from "here are your options" to "I've booked your trip" is execution, not just retrieval. That means agents need grounded context (your preferences, budget constraints, past bookings) to make decisions that actually stick. Truth becomes infrastructure. #AgenticAI #EnterpriseAI #AIAgents #Production technologyreview.com/2026/03/25/113…

Granola's 6x valuation jump ($250M→$1.5B) on the back of adding agentic capabilities tells you where enterprise buyers are actually spending. The meeting notetaker was table stakes; agents that can act are the real product now. #AgenticAI #EnterpriseAI #AIAgents #ProductStrategy techcrunch.com/2026/03/25/gra…

Google betting on longer, customizable music generation signals they're treating content creation as a distribution problem, not a model problem. Enterprise teams should watch: this is the playbook for turning foundation models into actual product features. #AI #EnterpriseAI #Generative techcrunch.com/2026/03/25/goo…