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⚡ AI Lessons

Medium · AI
🤖 AI Agents & Automation
⚡ AI Lesson
3h ago
How to Design an AI Girlfriend Character That Stays Consistent
Look, personality, voice, backstory .. and why the order you do them in matters. Continue reading on Medium »

Medium · AI
🤖 AI Agents & Automation
⚡ AI Lesson
3h ago
AI Is Becoming Cheaper, More Autonomous and Harder to Govern
Week 39 shows why the next phase of AI competition will be decided by economics, agents, infrastructure and trust Continue reading on Medium »

Medium · AI
🤖 AI Agents & Automation
⚡ AI Lesson
3h ago
Nobody’s Actually Reviewing the Code Your AI Agent Just Shipped
A senior engineer I know approved a 400-line PR last week in under two minutes. Tests green, CI happy, description looked reasonable. He… Continue reading on de

Medium · Programming
🤖 AI Agents & Automation
⚡ AI Lesson
3h ago
Nobody’s Actually Reviewing the Code Your AI Agent Just Shipped
A senior engineer I know approved a 400-line PR last week in under two minutes. Tests green, CI happy, description looked reasonable. He… Continue reading on de

Medium · AI
🤖 AI Agents & Automation
⚡ AI Lesson
3h ago
Where Does Your AI Question Actually Run?
You type a question on your laptop. But the AI answering you is probably running somewhere very far away. Continue reading on Medium »
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
4h ago
Killing Probabilistic Safety: My Autonomous Agentic Architecture
Hey, I’m the builder behind Autonomous Circularity Labs. Today we published our research on Bartholomew (BTP v5.4.22) on Zenodo, and I wanted to share the archi
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
4h ago
Five read-only diagnostic CLIs for AI agents on Web3 (x402, MCP, Solana)
AI agents are starting to pay for things (x402, USDC per call on Solana and Base). That creates two failure modes nobody has good tooling for: The endpoint answ
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
4h ago
The wrong question when an AI breaks is "where"; the right one is "which layer"
AI Harness Engineering · Essay Ten · derek wang (derekwang85) <img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
4h ago
Wiring Local Memory Into Your Stack via MCP: A Practical Walkthrough
Most 'AI memory' demos hardcode the store. That breaks the moment you change models or add a second agent. The fix is to treat memory as a capability your tools
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
4h ago
Agents Writing Video: `@scenerok/sdk` vs VidScript
People ask a practical question once the demo lands: should my agent write VidScript or TypeScript? The honest answer is the one on the public @scenerok/sdk REA
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
8h ago
How to Use AI for Smart Contract Audits in 2026
By 2026, the landscape of blockchain security has shifted from reactive patching to proactive, AI-driven verification. Traditional static analysis tools, while
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
8h ago
Stop Prompting, Start Onboarding: Treat Your AI Agent Like an Intern
Remember your first week at a tech company? You didn’t lack raw intelligence—you lacked context. You didn’t know where the internal credentials lived, how the m
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
8h ago
HTTP 200 Isn't Reliability When the Decision Is Wrong
Uptime read 99.9%. Latency was fine. PagerDuty never made a sound. And for hours, an autonomous agent kept making bad decisions anyway. That's not a hypothetica
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
8h ago
# Skills, MCP, RAG, and Memory: The Four Ways AI Agents Actually Learn Things
Why "just add more context" isn't a strategy — and what these four building blocks are really for Every language model, on its own, only knows what was in its t
Medium · AI
🤖 AI Agents & Automation
⚡ AI Lesson
10h ago
The AI Agent That Actually Saves Time vs. The One That Looks Impressive
Read this article for free: click here Continue reading on Medium »

Medium · AI
🤖 AI Agents & Automation
⚡ AI Lesson
10h ago
Our Senior Engineers Stopped Writing Code. They Spent the Entire Week Reviewing AI Instead.
We introduced coding agents because senior engineers were spending too much time implementing work that software could increasingly handle… Continue reading on

Medium · Programming
🤖 AI Agents & Automation
⚡ AI Lesson
10h ago
Our Senior Engineers Stopped Writing Code. They Spent the Entire Week Reviewing AI Instead.
We introduced coding agents because senior engineers were spending too much time implementing work that software could increasingly handle… Continue reading on

Medium · AI
🤖 AI Agents & Automation
⚡ AI Lesson
10h ago
AI Agents Hacking: 6 Incidents That Changed Everything
Six documented incidents in 12 months show how AI agents went from hacking assistants to autonomous attackers. Continue reading on Towards AI »

Medium · AI
🤖 AI Agents & Automation
⚡ AI Lesson
10h ago
Evals: Root-Causing an Agent Failure Was It the Model’s Fault?
In my last post, I ran a reservation agent through a dropped availability result and measured the outcome: safe=True, completed=False once… Continue reading on
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
10h ago
MCP vs. A2A: why treating every agent like a tool is slowing your system down (and how to split the two) — MCP vs. A2A
I spent three weeks trying to fix a latency problem that didn't exist. Our multi-agent customer support system was slow unacceptably slow, with p99 latencies hi
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
11h ago
Google open-sourced an agent orchestrator, a $25-a-target AI crime ring took 600,000 cards, and xAI is chasing 1.2M GPUs
<img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazon
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
11h ago
I run marketing with 7 AI agents. The hardest part is keeping them on the same page.
I handle growth for a small AI product. To keep up with LinkedIn, X, SEO articles and outreach, I set up a separate AI agent for each job. One writes LinkedIn p
Dev.to AI
🤖 AI Agents & Automation
⚡ AI Lesson
11h ago
How to Use AI for Smart Contract Audits in 2026
The landscape of blockchain security has shifted dramatically. In 2026, relying solely on manual code review for smart contracts is no longer viable due to the

Medium · AI
🤖 AI Agents & Automation
⚡ AI Lesson
14h ago
950 Agents, 21 Hours, and Exactly One New Finding
Anthropic says Claude discovered a novel enzyme system with CRISPR-like repeats. The search was real: 950 agents, 21 hours, 210 million… Continue reading on Med
DeepCamp AI