Accountability is indeed crucial when integrating AI into business strategies. It's about creating governance frameworks that ensure responsibility at every level.
ENTERPRISE AI
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Book: Build Human-Centered Generative AI Systems with Context-Aware Agents
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"Building Business-Ready Generative #AI Systems — Build Human-Centered Generative AI Systems with Context-Aware Agents, Memory, and LLMs for the Enterprise" at https://
amzn.to/3Jdcio5 v/ @PacktDataML Learn:
Implement an AI controller with a conversation AI agent and -
Legal AI moves down-market as smaller firms priced out
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The real signal is not "AI does law." It's the target: in-house teams and smaller firms priced out of Harvey- or Lexis-tier tools. Citation-grounded legal AI is moving down-market. That's the trend worth watching.
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Computer for Counsel: agentic legal tool with real statute links
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It's called Computer for Counsel. Not a chatbot with a law-themed prompt — an agentic system that runs the grunt work: NDA review, case research, regulatory monitoring. The catch that matters: every output links back to the real statute, filing, or ruling.
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Perplexity AI addresses lawyers’ fear of hallucinated legal citations
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Lawyers' biggest AI fear? Citing a case that doesn't exist.
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 25 juin 2026
Two years of peers getting sanctioned for AI-hallucinated citations made "just trust the model" a non-starter in legal. @perplexity_ai just shipped something built around that exact fear. 🧵 pic.twitter.com/RpEcMQi1ySLawyers' biggest AI fear? Citing a case that doesn't exist. Two years of peers getting sanctioned for AI-hallucinated citations made "just trust the model" a non-starter in legal. @perplexity_ai just shipped something built around that exact fear.
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AI employee tested with real Slack task outperforms many others
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I have tested a lot of AIs (8,800+ companies on my AI lists here on X). This is one that does the work instead of talking about it. I put an ai employee into my Slack and gave it one real task from my week, not a demo prompt. A month of AI notes, saved threads, demo recordings,
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LLM grounded answers may be corrupted by paid ads
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And so it begins…or ends If this is true, it would completely change how we use LLMs. Not only they will still be able to hallucinate, but now even if they are "grounded" in data, sources, references, we won't be able to know if it came from a paid ad or is the true answer.
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Workshop: Create Reliable GenAI Applications with Evaluations, Observability, and Testing
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Workshop hosted by @PacktPublishing @PacktDataML — "Build Reliable GenAI Applications with AI Evals, Observability, and Testing" Register here with my discount code 'KIRK40' (40% OFF already applied):
https://eventbrite.co.uk/e/build-reliable-genai-applications-with-ai-evals-observability-testing-tickets-1987301251540?aff=KirkB&discount=KIRK40 Learn:
How production AI -
Agent teams replace small SaaS with custom-built workflows
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The replacement for small SaaS isn't more software.
— Charly Wargnier (@DataChaz) 24 juin 2026
It’s an agent team building it for you!
Watching @moxt_ai's Mini Apps run specialized agents makes this clear.
If a workflow can just deliver the exact output you need, the subscription model for internal tools will break 👀 https://t.co/lSY3IDcdaW pic.twitter.com/0C2LnJVfsrThe replacement for small SaaS isn't more software. It’s an agent team building it for you! Watching @moxt_ai
's Mini Apps run specialized agents makes this clear. If a workflow can just deliver the exact output you need, the subscription model for internal tools will break -
Solopreneur unicorn token expenditure far exceeds 100-person company
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If we ever end up with a solopreneur unicorn the token expenditure will be orders of magnitude higher than if it were a 100 person company.