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#AI agents

Chart of MCP installs surging to 97 million in 16 months with major AI vendors adopting
AI & Machine Learning

MCP's 97 Million Installs: The Quiet Takeover Nobody Saw Coming

Ever wonder why your AI agents keep breaking on tool connections? MCP just fixed that—for 97 million installs. But is it the savior or just another layer of vendor lock-in?

3 min read 1 day, 8 hours ago
Meta Muse Spark tool catalog dump showing 16 schemas including Python sandbox and visual grounding
Community & Governance

Meta's Muse Spark: 16 Tools Buried in a Chatbot That Actually Work

What if your AI sidekick could raid your Instagram, spawn sub-agents, and dissect raccoon whiskers in one breath? Meta's Muse Spark just did that—with 16 tools no one saw coming.

3 min read 1 day, 8 hours ago
Screenshot of a sprawling 9,000-line AI agent Python class with tangled imports and loops
AI & Machine Learning

Inside 12 AI Agent Codebases: The Inevitable God Object Trap

Spent months dissecting AI agent code? You'll find the same nightmare everywhere: a single class swallowing everything. Here's why it happens—and why it won't stop anytime soon.

4 min read 1 day, 8 hours ago
Chart of verification time exploding from 1ms to 50s as AI agents scale to 1,000
AI & Machine Learning

Scaling AI Agents to 10,000: O(n²) Nightmares and the Fixes That Saved Agora 2.0

Hit 1,000 agents, and verification ballooned to 50 seconds—deadly for real-time AI fleets. Here's the math, failures, and fixes from the trenches of Agora 2.0.

3 min read 1 day, 8 hours ago
Schematic reducing complex AI workflows to a single prompt chain
AI & Machine Learning

Everything's Just Fancy Prompt Engineering

Forget the buzz. Every AI 'agent' or 'workflow'? It's all prompt engineering in disguise. One theorist's proof might just deflate the bubble.

3 min read 1 day, 8 hours ago
Dashboard showing AI agent summarizing production incident alerts with grouped signals and remediation suggestions
DevOps & Infrastructure

One Week Running an AI Agent Through Real Production Incidents: The Ugly Truths

Hype said AI agents would slay on-call burnout. Reality? They spotlight your sloppy systems faster than you can say 'escalation path.'

3 min read 1 day, 8 hours ago
Screenshot of Meta Muse Spark tools list in chat interface
AI & Machine Learning

Meta's Muse Spark Tools Spill the Real Agent Strategy—And the Trust Problem

Meta's latest AI, Muse Spark, looks competitive on benchmarks. The tools it casually lists? That's the smoking gun of their agent ambitions—and a massive trust hurdle.

3 min read 1 day, 8 hours ago
Pack AI dashboard showing personalized trip plans and booking interface
AI & Machine Learning

Pack AI: Inside the Autonomous Travel Agent Finally Fixing Your Nightmarish Trips

What if your next trip booked itself? Pack AI's autonomous travel agent is here, pulling from your history to plan, book, and adapt—starting with solo jaunts, eyeing messy group travel next.

3 min read 1 day, 8 hours ago
Diagram of AI harness engineering loop with skills, verifiers, and orchestrators debugging a microservice
AI & Machine Learning

Harness Engineering: Ditch Prompts, Build AI Loops That Actually Work

Tired of babysitting AI prompts? Harness engineering turns models into self-correcting debug machines. But is it the savior or just more buzz?

4 min read 1 day, 8 hours ago
Salesforce Agentforce Builder showing Agentforce Script editor with refund workflow example
AI & Machine Learning

Salesforce's Agentforce Script: Finally Taming Unpredictable AI Agents

Salesforce admins have wrestled with AI agents that veer off-script. Agentforce Script changes that—delivering precise control without ditching the AI magic.

3 min read 1 day, 8 hours ago
Evolution diagram of AI lead agent from intent loop to emotional state machine
AI & Machine Learning

One Month Building a Lead-Hunting AI: Ditching Screens for Soul

I built an AI to hunt sales leads, expecting to tweak buttons and flows. Instead, I ended up engineering its soul. Here's why that's the real UX revolution.

3 min read 1 day, 8 hours ago
Linggen AI engine dashboard on desktop with mobile remote access streaming refactor logs
AI & Machine Learning

Linggen: Local AI Engine That Checks Your Code From Bed

Picture this: Your AI agent refactors a sprawling microservices setup overnight. You wake up, grab your phone, and approve the next step over coffee. No cloud middleman. That's Linggen.

4 min read 1 day, 9 hours ago
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