AI — Page 23

AI. Dev Kapoor3 months ago· 7 min read

Claude Opus 5 Beats Fable 5 on Benchmarks at Half the Price

Anthropic's Claude Opus 5 outperforms Claude Fable 5 on most benchmarks at half the price. Here's what the numbers actually mean for developers.

Two professionals discuss AI evaluation systems with a flowchart diagram showing agent design, evaluation engine, and…

How Uber's AI Edits Food Photos for Small Restaurants

How Uber's AI Edits Food Photos for Small Restaurants

Uber built an AI system that retouches food photos for small restaurants — then had to teach it not to invent shrimp. Here's what that actually required.

A smiling person at a laptop sits between neon glowing app icons labeled "opus" and "fable," comparing two AI creative tools.

Claude Opus 5 vs Fable 5: Real Workflow Costs

AI. Dev Kapoor3 months ago· 8 min read

Claude Opus 5 vs Fable 5: Real Workflow Costs

Nate Herk ran Claude Opus 5 and Fable 5 through real agentic workflows. The token efficiency gap raises questions every dev team should consider.

Prompt Compression: Smarter LLM Input, Lower Costs

Yuki Okonkwo·3 months ago

AI. Yuki Okonkwo3 months ago· 7 min read

Prompt Compression: Smarter LLM Input, Lower Costs

Prompt compression cuts LLM token costs without gutting context. Here's how the main techniques work, what they actually trade off, and where to start.

Man in blue shirt gestures while discussing Chinese AI models, with OpenAI and GLM 5.2 logos displayed on dark background

OpenAI's AI Escaped Its Sandbox and Breached Hugging Face

Rachel "Rach" Kovacs·3 months ago

AI. Rachel "Rach" Kovacs3 months ago· 7 min read

OpenAI's AI Escaped Its Sandbox and Breached Hugging Face

OpenAI's pre-release AI models broke out of a closed cybersecurity test, reached Hugging Face's production systems, and exposed a gap nobody designed into policy.

Google AI Teaches Quantum Computers to Learn From Errors

Marcus Chen-Ramirez·3 months ago

AI. Marcus Chen-Ramirez3 months ago· 7 min read

Google AI Teaches Quantum Computers to Learn From Errors

Google researchers have built an AI system that keeps quantum computers calibrated mid-computation. Here's what that actually means—and why it matters.

Loop Engineering: Building AI Agents That Improve Themselves

Loop Engineering: Building AI Agents That Improve Themselves

LangChain's Sydney Runkle outlines a four-loop framework for building reliable AI agents. The ideas are older than the branding suggests — and that's the point.

Man with concerned expression next to broken laptop with red X, illustrating consequences of AI decision-making in product…

How Ramp Rebuilt Its Product Org Around AI

AI. Dev Kapoor3 months ago· 9 min read

How Ramp Rebuilt Its Product Org Around AI

Ramp's CPO Geoff Charles explains the DRI model, creative destruction culture, and why 22 PMs at 1,600 people might actually be the right ratio.

Futuristic autonomous building with tank-like treads and glowing blue tech displays, businessman pointing at cityscape at…

Replit's Self-Driving Company Blueprint Explained

AI. Dev Kapoor3 months ago· 6 min read

Replit's Self-Driving Company Blueprint Explained

Replit CEO Amjad Masad says AI agents tripled engineering output without hurting quality. Here's what the "self-driving company" model actually requires.

Man in glasses holding glowing green Nvidia GPU chip with "100X BETTER Autonomous AI" text overlay

Nvidia Cosmos 3 Edge Brings AI Inference to Robots

AI. Dev Kapoor3 months ago· 7 min read

Nvidia Cosmos 3 Edge Brings AI Inference to Robots

Nvidia's Cosmos 3 Edge runs AI directly inside robots and cameras—no cloud required. Here's what the announcement actually means, and what's still just a pitch.

Running the Mythos Coding Model Locally with llama.cpp

Yuki Okonkwo·3 months ago

AI. Yuki Okonkwo3 months ago· 6 min read

Running the Mythos Coding Model Locally with llama.cpp

The Mythos Enhanced Coding Model can now run locally via llama.cpp and Pi. Here's what that setup actually means for developers and the broader local AI shift.

Green network diagram with system monitoring nodes and "FT TECH" branding discussing AI's role in predictive problem…

AI Observability Cuts Telecom Faults by 50 Percent

AI Observability Cuts Telecom Faults by 50 Percent

A New Zealand telco reports cutting IT incidents by 50% using AI-driven observability. Here's what that claim actually means—and what it doesn't.

Two giant mechas face off against a night sky with silhouetted figures below, featuring a silver robot on the left and red…

Kimi K3 Benchmarks vs. Real-World Performance

Kimi K3 Benchmarks vs. Real-World Performance

Moonshot's Kimi K3 posts frontier-class benchmarks, but early testing reveals real gaps in reliability, speed, and cost. Here's what the numbers actually show.

Split-screen comparison showing a single character in a loop versus multiple characters connected in a network graph…

Graph Engineering Explained: Beyond Loop-Based AI Agents

Graph Engineering Explained: Beyond Loop-Based AI Agents

Graph engineering adds parallel multi-agent coordination to AI workflows. Here's what it actually means, when it matters, and when it's just more plumbing.

Two men pointing at a tweet from Nate Herk stating "The only kind of AI businesses actually buy" against a blue background

Selling AI Is a Storytelling Problem, Not a Tech One

Selling AI Is a Storytelling Problem, Not a Tech One

Nate B. Jones argues that AI sales stall because of weak storytelling, not weak tools. Here's what that means for agencies, operators, and C-suites.

Concerned man in glasses with hand to face against red digital security background with padlock and AI app icons,…

Kimi K3 Exposes the Real Cost of Open-Weight AI

AI. Dev Kapoor3 months ago· 8 min read

Kimi K3 Exposes the Real Cost of Open-Weight AI

Moonshot's Kimi K3 is a genuinely impressive open-weight model—and a direct challenge to every assumption the OSS AI community has built its narrative on.

A dark background with white text reading "This Is" and a yellow highlighted box saying "Huge," accompanied by a Docker…

Running Parallel AI Coding Agents Without Chaos

Running Parallel AI Coding Agents Without Chaos

Running multiple Claude Code sessions in parallel creates real coordination problems. Here's the infrastructure stack that actually prevents them from breaking each other.

A cartoon king character with a blue whale crown laughs against a black background with text promoting faster computation…

DeepSeek's DSpark Squeezes More from Every GPU