concret.io

Most AI agents work alone. Salesforce's new Multi-Agent Orchestration changes that by enabling specialized AI agents to collaborate, coordinate, and complete complex tasks together. Is this the beginning of AI workforces? Watch the breakdown below. #Agentforce #AIAgents

Is going 100% "Human-Not-In-The-Loop" an enterprise liability trap? 1️⃣ Agents rarely crash, they confidently pass bad data downstream. 2️⃣ Agent-to-agent loops slowly erode guardrails. 3️⃣ You can't sue an LLM. What's the ideal human-to-AI ratio? 1:5? 1:10?

Audit your HubSpot portal with confidence. See what DiffSpot can uncover. diffspot.concret.io

A workflow changes. A property is updated. A critical setting is modified. The impact may not be discovered until automation stops working as expected. That's a challenge we've seen repeatedly while helping organizations scale #HubSpot. Find the solution in the comments.

Context management as they quote is key for prompting. We are building our own Claude Skill/Agents Suite(plugin) called "TANTRA", hopefully will be open source in near future, once it's stabilised, testing takes more time than vibe coding. Best part is without ask @claudeai Run Time picks TANTRA skills on its own. Like current screenshot, its Claude Code on Opus, knows our skills can fork context with right models, and do the right job to avoid token leak/wastage. A blog and more detailed research on this coming soon as well.

Vibe coding feels like an absolute superpower until the immaculate momentum suddenly wears off. If your current AI project feels a little too easy to build, you might want to audit your workflow against these 5 silent traps. #vibecoding #mistakes #AI

@AnatoliKopadze This is an interesting direction. Multi-agent collaboration has the potential to make AI workflows far more reliable than relying on a single model.

I think i found the best place to actually get work done right now. Imagine one hub with every popular LLM inside and the ability to plug them into any app you use. This is where it stops feeling like separate tools: bloome.im You drop your coworkers into a chat with the AI agents and work on the task together, in one place. And the agents don't just answer, they check each other's work. One drafts, another pushes back, another catches what's missing. This isn't the future. it's @Bloome_im.

Most people choose the wrong framework for their AI agent architecture. #LangGraph: You need enterprise-grade, deterministic software with predictable workflows. #CrewAI: You need a dynamic team of agents to collaborate on content, market research, or sequential operations.

CXOs are completely blind to the runaway API costs and massive security gaps of rogue AI agents. The wild-west era is over. #AgentGateways are now a mandatory enterprise control plane for MCP governance and cost control. How are you managing rising AI API costs?

Put my AI app in Airplane Mode. It kept scoring timesheets. All with - Full Privacy, ZERO LLM Costs, No complex LLM installation (Live Demo) Apple ships a 3B LLM inside iOS 26 / macOS 26. No API key, no token bill, no 429s. One Tauri codebase, Mac + iPhone, structured JSON out of the OS model.

State Managers are now generally available in Lightning Web Components (LWC). 🎉 Spend less time wiring components together and more time building. Share state across component trees without property drilling, custom events, or pub/sub workarounds. Get started: sforce.co/4y0ITSK

Latest Salesforce’s acquisition. Watch the video to see why this matters. @salesforce @fin_ai @m3terHQ #concretio

As AI gets smarter, are humans thinking less? GPT-5.3-powered Codex can execute multiple coding tasks in parallel. Great for productivity. Potentially risky if we stop questioning the output. Do we risk losing the skills that made us great problem-solvers? #OpenAI #Codex #AI

Customer renewals shouldn't rely on memory. As businesses grow, spreadsheets and manual reminders create unnecessary risk. The right system ensures the right action happens at the right time. How is your team managing renewals today; automation, spreadsheets, or both? #HubSpot

Anthropic just launched Claude Tag for #Slack. Team discussion ⬇️ @claudeai tagged ⬇️ Understands context ⬇️ Researches / analyzes / codes ⬇️ Posts updates ⬇️ Team reviews Bring an AI teammate. No more switching between chats, docs, and AI tools. #techNews

Google paid $2.4B for Windsurf. SpaceX paid $60B for Cursor. Same category. 25× valuation gap. One bought the team. The other bought the 4M developers + the control plane. The model is replaceable. The harness + distribution is not. What layer are you betting on? Full breakdown on the AI IDE land grab 👇 @cursor_ai @mntruell @SpaceX @elonmusk @xai @cognition @DevinAI @GoogleDeepMind

Let's hear what others think about this. concret.io/blog/how-to-ch…

Can Cursor survive long-term if it loses its model-agnostic neutrality? Devs love @cursor_ai because you can flawlessly swap between Claude and OpenAI. But with SpaceX dropping $60B to absorb it into xAI, a Grok-first future feels inevitable. Masterstroke or total overhype?

See how Salesforce Data Cloud unifies customer data across every touchpoint into one real-time customer view. #Salesforce #DataCloud #Data360

200 fields. 4-6 weeks of work. 20-35% error rate. That isn't just "process", that's a ticking time bomb for your compliance posture. Salesforce Data Masking Solution, #contour. #concretio #salesforcePartner