Naive RAG Is Dead. Here's What Replaced It.
Most RAG pipelines retrieve garbage, stuff it into context, and pray. Agentic RAG replaces the prayer with a judge, a retry loop, and a routing layer that actually works.
April 9, 202614 min read
Tag: llms
10 posts tagged with “llms”
1-Bit LLMs Hit Production: What Prism's Bonsai and BitNet Mean for On-Device AI
An 8B language model that fits in 1.15GB of RAM, runs 8x faster than full-precision, and matches its benchmark scores. Prism's Bonsai family just made 1-bit LLMs commercially viable — here is what that unlocks for developers.
April 1, 202610 min read
Context Engineering: The Developer Skill That Turns AI from a Chatbot into a Colleague
Prompt engineering was the skill of 2023. Context engineering is the discipline of 2026 — and it's the difference between AI that impresses in demos and AI that ships in production.
March 30, 20269 min read
DeerFlow 2.0: ByteDance Open-Sourced a Full-Stack SuperAgent. Here's the Complete Developer Guide.
ByteDance's DeerFlow 2.0 hit #1 on GitHub Trending with 39K stars in weeks. It's not another chatbot wrapper — it's a full-stack SuperAgent harness with sandboxed execution, persistent memory, sub-agents, and LangGraph orchestration. Here's everything you need to build with it.
March 28, 202613 min read
Claude Can Now Control Your Mac. Here's What That Actually Means.
Anthropic's Claude just became a remote digital operator for your Mac — clicking, typing, and navigating apps on your behalf. Here's how the tech works, what the privacy trade-offs are, and why this escalates the AI agent war.
March 26, 202612 min read
AI Solved a Frontier Math Problem This Week. It Also Scored 1% on Tasks a Child Masters in Minutes.
ARC-AGI-3 just launched and current AI scores under 5%. The same week GPT-5.4 solved an open research math problem. This is not a contradiction. It is the most important insight about intelligence published this decade.
March 25, 202615 min read
One .pth File. Every Secret on Your Machine. The LiteLLM Supply Chain Attack, Dissected.
LiteLLM 1.82.7 and 1.82.8 contained a credential stealer that ran on every Python startup without a single import. Here is the full technical post-mortem and what every AI developer must do right now.
March 25, 202615 min read
The $80 Brain: A Billion Tiny AI Agents Are About to Run on Everything You Own
AI is leaving the cloud. The next revolution isn't AGI — it's a billion cheap, autonomous agents running on the device in your hand, your wall, and your factory floor.
March 24, 202612 min read
Claude Code Power User Guide: Every Command, Shortcut, and Hidden Feature
The complete Claude Code reference for 2026 — CLAUDE.md architecture, MCP wiring, worktrees, slash commands, and the workflows that 10x your output.
March 23, 202610 min read
7 Prompt Engineering Patterns Every Developer Should Know
Master the most effective prompt patterns — from chain-of-thought to few-shot learning — and learn when to use each one for maximum results.
March 12, 20263 min read