Tagged with

26 articles found

Qwen 3.8 Just Wrote a Script to Prompt Itself, and Nobody Taught It How

A local Qwen 3.8 model reverse-engineered an existing script and adapted it to automate its own image prompting loop. Here’s what that means for emergent behavior in local LLMs.

#AI Agents#emergent behavior#Local LLM...

AI Agents

Opus 5 Is More Capable, So Why Does It Feel Like a Downgrade?

Benchmarks say Opus 5 is the best model yet. Developers say it feels worse. The gap reveals a systemic failure in how we design AI agents for real work.

#AI Agents#anthropic#developer experience

Agent Frameworks

DeepSeek’s One-Two Punch: V4-Pro Goes GA While dsh Redefines What ‘Open Source AI’ Means

DeepSeek released V4-Pro and open-sourced its agent harness in the same week. The model benchmarks impress, but the plugin-first Cordis architecture might be the real story.

#Agent Frameworks#AI Agents#deepseek...

AI Agents

Delta Isn’t a Text Editor Feature. It’s a Challenge to Everything Git Stands For

Zed’s Delta reimagines collaboration as a CRDT-powered stream of operations linked to agent conversations, not commits. Here’s why that matters.

#AI Agents#CRDT#DeltaDB...

AI Agents

Cloudflare OS Is Not an Operating System. That’s Exactly Why It Matters

Cloudflare just open-sourced an AI platform that blurs the line between infrastructure and application logic. The architecture is the real story.

#AI Agents#cloudflare#edge computing...

AI Agents

OpenClaw’s Meteoric Rise and Sudden Death: Astroturf or Overhyped Tool?

How a $100M coding sensation vanished in weeks, was it a marketing mirage or just another victim of the agent hype cycle? We investigate OpenClaw’s rise, its usage-based pricing reckoning, and why Hermes ate its lunch.

#AI Agents#Hermes Agent#Open Source...

AI Agents

Databricks LTAP: The 40-Year OLTP/OLAP Wall Just Got a Sledgehammer

Databricks claims LTAP collapses the four-decade divide between transactional and analytical databases into a single copy of data. No CDC, no ETL, no copies. Here’s why it matters and where it could fail.

#AI Agents#data architecture#databricks...

AI Agents

VS Code’s ‘Local’ AI Lock-in: The Subscription Requirement Hiding in Plain Sight

Microsoft’s clever twist on the ‘local AI’ promise forces developers to pay for GitHub Copilot, even when the models are running on their own hardware.

#AI Agents#GitHub Copilot#local AI...

AI Agents

Spec-First Isn’t One Thing: The Ownership Crisis of AI-Driven Development

When specifications become software and the system’s soul is up for grabs.

#AI Agents#Machine-Generated Code#Software Development...

AI Agents

When Function Calling Finally Works: 6.75% to 100% Success Fix

Developer presents solution for deeply recursive union types in Qwen function calling – an area industry generally claims doesn’t work. Achieved 100% first-try success rate on qwen3-coder-next fixing double-stringify bugs affecting entire Qwen 3.5 family.

#AI Agents#AutoBe#Function Calling...

AI Agents

MiniMax-M2.7 Just Built a Robot to Build Itself

MiniMax’s new M2.7 model doesn’t just write code, it iterates its own training harness, optimizes its own sampling parameters, and handles 30-50% of reinforcement learning workflows autonomously. The self-improving AI era isn’t coming. It’s here.

#AI Agents#Chinese AI#minimax...

AI Agents

The Layoff Boomerang: Why 55% of Enterprises Are Quietly Rehiring After AI Firing Sprees

Data suggests 55% of companies firing employees for AI agents now regret the decision, highlighting the limitations of autonomous workflows in production environments.

#AI Agents#Automation Failures#Enterprise AI...

AI Agents

The 630-Line Experiment Eating AI Research: Inside Karpathy’s Autoresearch

Andrej Karpathy’s autoresearch project hands the keyboard to AI agents, letting them rewrite training code overnight while humans sleep. Is this the end of ‘meat computer’ researchers or just expensive hyperparameter tuning with better marketing?

#AI Agents#Andrej Karpathy#automl...

AI Agents

Your AI Triage Bot Just Published a Backdoor: Inside the Clinejection Supply Chain Meltdown

How a prompt injection in a GitHub issue title cascaded through AI triage workflows to compromise 4,000 developer machines, and why your CI/CD pipeline is next.

#AI Agents#CI/CD security#Prompt Injection...

AI Agents

The November 2025 Inflection: How Data Teams Actually Use AI Agents Without Burning Their Codebase

An examination of real-world generative AI adoption patterns in data science, moving from chatbot assistance to autonomous agent workflows.

#AI Agents#Claude Code#data science...

AI Agents

OpenClaw’s Automation Promises Are a $200/Month Token-Burning Machine

Developers are split: is OpenClaw’s built-in memory and cron a productivity revolution or an overhyped security nightmare that burns tokens faster than a crypto miner? The data says both.

#AI Agents#Custom Skills#Developer Tools...

AI Agents

Anthropic’s Transparency Retreat: Why Hiding Claude’s Thoughts Threatens the AI Agent Revolution

When Anthropic obscured Claude Code’s internal actions, they sparked a developer revolt that exposes a fundamental fault line in AI agent design: the war between usability and observability.

#AI Agents#anthropic#Claude...

AI Agents

Your Next System Architecture Will Be Designed by 16 AI Agents. Here’s What We Learned Spending $20,000 to Build a C Compiler.

Anthropic’s latest experiment reveals how AI agent teams are rewriting the rules of system design, delivering a 100,000-line C compiler in Rust while exposing the brutal realities of autonomous software development.

#AI Agents#Compiler Engineering#Opus 4.6...

AI Agents

Your Architecture Review Board Is Already Obsolete: AI Agents Are Designing Production Systems in the Dark

Qwen3-Coder-Next and AgentSkills are proving that AI agents can independently design, implement, and test software components, forcing a reckoning with traditional architectural governance.

#AI Agents#architectural governance#autonomous coding...

AI Agents

Moltbook’s ‘Autonomous AI Society’ Is a Puppet Show: 17,000 Humans Pulling 1.5 Million Strings

Investigative reports reveal Moltbook’s viral ‘autonomous AI agent’ ecosystem is a carefully orchestrated illusion, humans control every action through OpenClaw, exposing a dangerous gap between AI marketing and reality.

#AI Agents#AI ethics#AI Security...

AI Agents

From 60K Stars to Security Nightmare: How Clawdbot Exposed the Vibe-Coding Cancer in AI Agents

A hands-on user review reveals architectural flaws, redundancy, and poor code hygiene in Clawdbot, highlighting broader issues in rapidly launched AI agent projects.

#AI Agents#Clawdbot#Moltbot...

AI Agents

The Collapse of LangChain? Decline in Agent Frameworks Signals a Shift to Leaner LLM Architectures

Community activity for LangChain, LlamaIndex, and AutoGen is plummeting as developers abandon complex abstraction layers for direct API calls and performance-optimized inference engines like vLLM. The data suggests a fundamental reset in how we build LLM applications.

#AI Agents#LangChain#LLM Architecture...

AI Agents

AI Isn’t Just a Tool, It’s Your Replacement: The White-Collar Apocalypse is Closer Than You Think

A wave of advanced AI models is about to automate millions of knowledge workers out of a job. Here’s why the ‘just learn to code’ era is over.

#AI Agents#automation#future of work...

AI Agents

David vs Goliath: Tiny Open-Source Agent Just Humiliated DeepMind, Microsoft, Alibaba, and Zhipu

A scrappy open-source agent dethroned big-tech giants on AndroidWorld. No billion-dollar PR budget, just pure performance.

#AI Agents#leaderboard#mobile automation...

AI Agents

Why SQL Just Killed Vector Databases for LLM Memory (And Why Everyone’s Lying About It)

Developers are abandoning vector databases for LLM memory, not because they’re broken, but because they’re fundamentally misaligned with how memory actually works in real-world agents. Meet the SQL-first approach that’s rewriting the rules.

#AI Agents#LLM#memory...

AI Agents

MCP Is the New Attack Surface, And Your AI Agents Are Barefoot

The Model Context Protocol is the de facto API for AI agents, but most teams are securing it like a REST endpoint. Here’s why that’s a catastrophic mistake.

#AI Agents#AI Security#Authorization...