Are you ready to break free from limiting beliefs and ride the waves of your emotions to mastery? 🏄‍♂️🌊 Join me on this journey of self-discovery and healing. 💪❤️ #SelfHealing# #PersonalGrowth# #EmotionalAwareness#

HOW TO FIX YOUR AI AGENTS (it's called "self-healing agents") If you've run AI agents, you know they BREAK constantly. The FIX is something called a "self healing" agent! A normal agent hits a dead end and just stops, leaving you a half finished mess and that's why output sometimes isn't ideal. BUT, a self-healing one hits the same wall and thinks "okay, that didn't work, let me try another way" HOW TO BUILD SELF-HEALING AGENTS (4 steps): 1. Make it check its own work. After each step, the agent asks "is this what I expected?" instead of assuming it worked and moving ahead. 2. Have it name what broke. Not just "it failed," but which kind: the tool timed out, returned an error, came back empty, or gave a wrong answer. Wrap your tool calls so the error gets passed back to the agent, because it can only fix a failure it can actually see. 3. Match the fix to the failure. Glitch, retry it. Tool down, switch to a backup. Keeps failing, break the task smaller. Anything risky like money or deleting data, stop and ask you. 4. Make it log every fix. It writes down what broke and what worked, so it stops repeating the same mistake in a session, and you get a list of what to fix at the root. That's it. Now, you've got agents that fix themselves.

“How Autonomous Systems Are Reducing Human Intervention” 🤖💡 From Netflix’s self-healing cloud to Amazon’s automated warehouses, autonomous systems are streamlining operations and minimizing manual effort. #AutonomousSystems# #Automation# #IntelligentSystems# #Nimblechapps#

🚨 A Japanese scientist earned a Nobel Prize after discovering one of the body’s most powerful self-healing mechanisms: during periods of fasting, the human body begins to consume its own damaged cells, triggering a deep cellular reset known as autophagy. This natural process acts like an internal cleanup system, breaking down old proteins, malfunctioning components, and toxic buildup that contribute to aging and disease. The discovery revealed that fasting doesn’t just change metabolism — it activates a fundamental survival program hard-wired into our biology. Researchers found that autophagy boosts cellular renewal, supports immune function, protects against neurodegeneration, and improves overall resilience. When the body isn’t busy digesting food, it shifts focus to maintenance and repair, recycling damaged parts into fresh, healthy components. This helps reduce inflammation, sharpen brain function, and improve the body’s ability to handle stress. Some studies even show that activating autophagy may lower the risk of chronic conditions linked to aging. The Nobel-winning research transformed how scientists view fasting, turning it from a simple diet trend into a legitimate biological reset. Doctors now say intermittent fasting — when done safely — can help support long-term cellular health, boost energy, and improve metabolic balance. While it’s not a cure-all, the discovery showed that the body has extraordinary built-in abilities to heal itself when given the right conditions. For millions around the world, the research opened a new window into how deeply our lifestyle affects our cells — and how something as simple as timing our meals can unlock one of the body’s most powerful repair systems.

Our founding engineer @Marcelotryle is at AGNTCon + MCPCon Europe in Amsterdam. Find him if you want to talk MCP, agents, or observability. He's on stage tomorrow, Sept 18 at 10:20am: Self-Healing Agents Need Observability. #AGNTCon# #MCPCon#

Learn how to build customizable, sandboxed CI/CD pipelines natively on Cloudflare using Workflows, Artifacts, and the CI SDK. We walk through replacing complex YAML configurations with TypeScript workflow steps and self-healing AI agents.

Ever wonder if the food on your plate is silently influencing your health? A staggering revelation from a study seemed too significant to ignore. The research highlighted a stark contrast: rats on a high animal protein diet faced dire health consequences, while those on a lower intake remained c@ncer-free. It’s a controversial look at how diet, acidity levels, and even simple physical indicators—like the health of your tongue—might offer clues into the body’s internal environment. Could the secret to healing truly be as simple as giving the body the right conditions to repair itself? A fascinating perspective on nutrition and natural self-healing that challenges conventional wisdom.

10 Jev native products I’d build, ranked by how much fast, cheap decisions change the product: 1. Agent spend firewall Before every purchase, Jev returns approve/review/deny plus a confidence score based on price, vendor, user rules and purchase history. 2. Self-healing tool calls After an API error, Jev chooses retry, wait, change parameters, switch providers or escalate. So now you have agents that recover from failure in milliseconds instead of restarting the entire workflow. 3. Irreversible action detector Jev scores every step by reversibility before the agent sends an email, deletes a file, moves money or changes permissions. You get aggressive automation for safe actions and human approval for consequential ones. 4. Dynamic permission engine Instead of giving an agent permanent access, Jev decides which tool, data and spending limit it receives for each task. So now all of a sudden, you get temporary, task-level permissions for enterprise agents. 5. Agent branch pruning An agent generates 20 possible next steps. Jev scores them in parallel and kills weak branches before expensive reasoning begins. Deeper agent planning at a fraction of the cost! 6. Production incident controller Jev reads logs, deploy history, affected customers and service health, then chooses ignore, rollback, restart, page or investigate. Someone like pager duty should build this because it's automated incident response that reacts before an engineer opens Slack. 7. Live negotiation policy During a sales, procurement or collections conversation, Jev decides whether to discount, counter, hold firm, offer terms or escalate. Reminds me of Clulely. 8. Autonomous refund desk Jev evaluates order history, customer value, fraud signals, item cost and policy, then returns approve, reject or review. Finally, instant refunds for good customers and focused review for risky cases. Note: I'll be adding more Jev related ideas to and our agency builds the biggest agentic products 9. Realtime marketplace dispatch For every request, Jev chooses the provider using location, price, quality, availability, cancellation risk and customer preferences. Big problem is that marketplaces need to rematch supply continuously as conditions change. 10. Confidence based human queues Jev scores every agent decision and sends only uncertain, expensive or irreversible cases to a person. One person can now supervise thousands of autonomous workflows. LLMs generate possibilities. Jev chooses what happens next. The next generation of software will need both.